From b4b4ab4546b66c1519d8c4750ba110e9f1e5c2f6 Mon Sep 17 00:00:00 2001
From: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date: Mon, 19 Jun 2023 08:50:22 +0200
Subject: [PATCH 01/13] Bump to 5.0.0-rc1

---
 README.md                                     | 88 +++++++++----------
 build.sbt                                     |  2 +-
 docs/en/concepts.md                           |  2 +-
 docs/en/examples.md                           |  4 +-
 docs/en/hardware_acceleration.md              |  2 +-
 docs/en/install.md                            | 54 ++++++------
 docs/en/spark_nlp.md                          |  2 +-
 examples/docker/README.md                     |  4 +-
 python/README.md                              | 88 +++++++++----------
 python/docs/conf.py                           |  2 +-
 python/setup.py                               |  2 +-
 python/sparknlp/__init__.py                   |  4 +-
 scripts/colab_setup.sh                        |  2 +-
 scripts/kaggle_setup.sh                       |  2 +-
 scripts/sagemaker_setup.sh                    |  2 +-
 .../scala/com/johnsnowlabs/nlp/SparkNLP.scala |  2 +-
 .../scala/com/johnsnowlabs/util/Build.scala   |  2 +-
 17 files changed, 132 insertions(+), 132 deletions(-)

diff --git a/README.md b/README.md
index 1e7009ef6ab9c6..f527abbf7dac06 100644
--- a/README.md
+++ b/README.md
@@ -165,7 +165,7 @@ To use Spark NLP you need the following requirements:
 
 **GPU (optional):**
 
-Spark NLP 4.4.4 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.0.0-rc1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
@@ -181,7 +181,7 @@ $ java -version
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==4.4.4 pyspark==3.3.1
+$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1
 ```
 
 In Python console or Jupyter `Python3` kernel:
@@ -226,7 +226,7 @@ For more examples, you can visit our dedicated [examples](https://github.com/Joh
 
 ## Apache Spark Support
 
-Spark NLP *4.4.4* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
+Spark NLP *5.0.0-rc1* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
 
 | Spark NLP | Apache Spark 2.3.x | Apache Spark 2.4.x | Apache Spark 3.0.x | Apache Spark 3.1.x | Apache Spark 3.2.x | Apache Spark 3.3.x | Apache Spark 3.4.x |
 |-----------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|
@@ -265,7 +265,7 @@ Find out more about `Spark NLP` versions from our [release notes](https://github
 
 ## Databricks Support
 
-Spark NLP 4.4.4 has been tested and is compatible with the following runtimes:
+Spark NLP 5.0.0-rc1 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
@@ -322,7 +322,7 @@ runtimes supporting CUDA 11 are 9.x and above as listed under GPU.
 
 ## EMR Support
 
-Spark NLP 4.4.4 has been tested and is compatible with the following EMR releases:
+Spark NLP 5.0.0-rc1 has been tested and is compatible with the following EMR releases:
 
 - emr-6.2.0
 - emr-6.3.0
@@ -365,11 +365,11 @@ Spark NLP supports all major releases of Apache Spark 3.0.x, Apache Spark 3.1.x,
 ```sh
 # CPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 The `spark-nlp` has been published to
@@ -378,11 +378,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # GPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:4.4.4
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:4.4.4
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
 
 ```
 
@@ -392,11 +392,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # AArch64
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:4.4.4
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:4.4.4
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
 
 ```
 
@@ -406,11 +406,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # M1/M2 (Apple Silicon)
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:4.4.4
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:4.4.4
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
 
 ```
 
@@ -424,7 +424,7 @@ set in your SparkSession:
 spark-shell \
   --driver-memory 16g \
   --conf spark.kryoserializer.buffer.max=2000M \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 ## Scala
@@ -442,7 +442,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -453,7 +453,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -464,7 +464,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-aarch64_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -475,7 +475,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -485,28 +485,28 @@ coordinates:
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.0.0-rc1"
 ```
 
 **spark-nlp-gpu:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.0.0-rc1"
 ```
 
 **spark-nlp-aarch64:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.0.0-rc1"
 ```
 
 **spark-nlp-silicon:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0-rc1"
 ```
 
 Maven
@@ -528,7 +528,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 Pip:
 
 ```bash
-pip install spark-nlp==4.4.4
+pip install spark-nlp==5.0.0-rc1
 ```
 
 Conda:
@@ -557,7 +557,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")
     .getOrCreate()
 ```
 
@@ -628,7 +628,7 @@ Use either one of the following options
 - Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 - Add a path to pre-built jar from [here](#compiled-jars) in the interpreter's library list making sure the jar is
@@ -639,7 +639,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
 Apart from the previous step, install the python module through pip
 
 ```bash
-pip install spark-nlp==4.4.4
+pip install spark-nlp==5.0.0-rc1
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -667,7 +667,7 @@ launch the Jupyter from the same Python environment:
 $ conda create -n sparknlp python=3.8 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==4.4.4 pyspark==3.3.1 jupyter
+$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1 jupyter
 $ jupyter notebook
 ```
 
@@ -684,7 +684,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
@@ -711,7 +711,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Google Colab for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 4.4.4
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb)
@@ -734,7 +734,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Kaggle for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 4.4.4
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
 ```
 
 [Spark NLP quick start on Kaggle Kernel](https://www.kaggle.com/mozzie/spark-nlp-named-entity-recognition) is a live
@@ -753,9 +753,9 @@ demo on Kaggle Kernel that performs named entity recognitions by using Spark NLP
 
 3. In `Libraries` tab inside your cluster you need to follow these steps:
 
-   3.1. Install New -> PyPI -> `spark-nlp==4.4.4` -> Install
+   3.1. Install New -> PyPI -> `spark-nlp==5.0.0-rc1` -> Install
 
-   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4` -> Install
+   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 
@@ -806,7 +806,7 @@ A sample of your software configuration in JSON on S3 (must be public access):
       "spark.kryoserializer.buffer.max": "2000M",
       "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
       "spark.driver.maxResultSize": "0",
-      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4"
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1"
     }
 }]
 ```
@@ -815,7 +815,7 @@ A sample of AWS CLI to launch EMR cluster:
 
 ```.sh
 aws emr create-cluster \
---name "Spark NLP 4.4.4" \
+--name "Spark NLP 5.0.0-rc1" \
 --release-label emr-6.2.0 \
 --applications Name=Hadoop Name=Spark Name=Hive \
 --instance-type m4.4xlarge \
@@ -879,7 +879,7 @@ gcloud dataproc clusters create ${CLUSTER_NAME} \
   --enable-component-gateway \
   --metadata 'PIP_PACKAGES=spark-nlp spark-nlp-display google-cloud-bigquery google-cloud-storage' \
   --initialization-actions gs://goog-dataproc-initialization-actions-${REGION}/python/pip-install.sh \
-  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 2. On an existing one, you need to install spark-nlp and spark-nlp-display packages from PyPI.
@@ -918,7 +918,7 @@ spark = SparkSession.builder
     .config("spark.kryoserializer.buffer.max", "2000m")
     .config("spark.jsl.settings.pretrained.cache_folder", "sample_data/pretrained")
     .config("spark.jsl.settings.storage.cluster_tmp_dir", "sample_data/storage")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")
     .getOrCreate()
 ```
 
@@ -932,7 +932,7 @@ spark-shell \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 **pyspark:**
@@ -945,7 +945,7 @@ pyspark \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 **Databricks:**
@@ -1217,7 +1217,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars", "/tmp/spark-nlp-assembly-4.4.4.jar")
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.0.0-rc1.jar")
     .getOrCreate()
 ```
 
@@ -1226,7 +1226,7 @@ spark = SparkSession.builder
   version (3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x)
 - If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need
   to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (
-  i.e., `hdfs:///tmp/spark-nlp-assembly-4.4.4.jar`)
+  i.e., `hdfs:///tmp/spark-nlp-assembly-5.0.0-rc1.jar`)
 
 Example of using pretrained Models and Pipelines in offline:
 
diff --git a/build.sbt b/build.sbt
index 83330ac60cd9ba..a5bfda5b4ecac1 100644
--- a/build.sbt
+++ b/build.sbt
@@ -6,7 +6,7 @@ name := getPackageName(is_silicon, is_gpu, is_aarch64)
 
 organization := "com.johnsnowlabs.nlp"
 
-version := "4.4.4"
+version := "5.0.0-rc1"
 
 (ThisBuild / scalaVersion) := scalaVer
 
diff --git a/docs/en/concepts.md b/docs/en/concepts.md
index e3d120d2cc7937..13e63d6d934fa6 100644
--- a/docs/en/concepts.md
+++ b/docs/en/concepts.md
@@ -62,7 +62,7 @@ $ java -version
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==4.4.4 pyspark==3.3.1 jupyter
+$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1 jupyter
 $ jupyter notebook
 ```
 
diff --git a/docs/en/examples.md b/docs/en/examples.md
index e42a18a2ba03a1..8f5a67f8b21f43 100644
--- a/docs/en/examples.md
+++ b/docs/en/examples.md
@@ -16,7 +16,7 @@ $ java -version
 # should be Java 8 (Oracle or OpenJDK)
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
-$ pip install spark-nlp==4.4.4 pyspark==3.3.1
+$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1
 ```
 
 ## Google Colab Notebook
@@ -36,7 +36,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -p is for pyspark
 # -s is for spark-nlp
 # by default they are set to the latest
-!bash colab.sh -p 3.2.3 -s 4.4.4
+!bash colab.sh -p 3.2.3 -s 5.0.0-rc1
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb) is a live demo on Google Colab that performs named entity recognitions and sentiment analysis by using Spark NLP pretrained pipelines.
diff --git a/docs/en/hardware_acceleration.md b/docs/en/hardware_acceleration.md
index c0a2d66c476f04..2c3b6da8c5df1e 100644
--- a/docs/en/hardware_acceleration.md
+++ b/docs/en/hardware_acceleration.md
@@ -49,7 +49,7 @@ Since the new Transformer models such as BERT for Word and Sentence embeddings a
 | DeBERTa Large     |        +477%(5.8x)        |
 | Longformer Base   |         +52%(1.5x)        |
 
-Spark NLP 4.4.4 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.0.0-rc1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
diff --git a/docs/en/install.md b/docs/en/install.md
index cdc02ce49bfe58..fe55ac9031131c 100644
--- a/docs/en/install.md
+++ b/docs/en/install.md
@@ -15,22 +15,22 @@ sidebar:
 
 ```bash
 # Install Spark NLP from PyPI
-pip install spark-nlp==4.4.4
+pip install spark-nlp==5.0.0-rc1
 
 # Install Spark NLP from Anacodna/Conda
 conda install -c johnsnowlabs spark-nlp
 
 # Load Spark NLP with Spark Shell
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 
 # Load Spark NLP with PySpark
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 
 # Load Spark NLP with Spark Submit
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 
 # Load Spark NLP as external JAR after compiling and building Spark NLP by `sbt assembly`
-spark-shell --jars spark-nlp-assembly-4.4.4.jar
+spark-shell --jars spark-nlp-assembly-5.0.0-rc1.jar
 ```
 
 ## Python
@@ -49,7 +49,7 @@ $ java -version
 # should be Java 8 (Oracle or OpenJDK)
 $ conda create -n sparknlp python=3.8 -y
 $ conda activate sparknlp
-$ pip install spark-nlp==4.4.4 pyspark==3.3.1
+$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1
 ```
 
 Of course you will need to have jupyter installed in your system:
@@ -76,7 +76,7 @@ spark = SparkSession.builder \
     .config("spark.driver.memory","16G")\
     .config("spark.driver.maxResultSize", "0") \
     .config("spark.kryoserializer.buffer.max", "2000M")\
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4")\
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")\
     .getOrCreate()
 ```
 
@@ -91,7 +91,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -102,7 +102,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -113,7 +113,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -124,7 +124,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-aarch64_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -134,28 +134,28 @@ spark = SparkSession.builder \
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.0.0-rc1"
 ```
 
 **spark-nlp-gpu:**
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.0.0-rc1"
 ```
 
 **spark-nlp-silicon:**
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0-rc1"
 ```
 
 **spark-nlp-aarch64:**
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.0.0-rc1"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -233,7 +233,7 @@ maven coordinates like these:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -241,7 +241,7 @@ or in case of sbt:
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0-rc1"
 ```
 
 If everything went well, you can now start Spark NLP with the `m1` flag set to `true`:
@@ -274,7 +274,7 @@ spark = sparknlp.start(apple_silicon=True)
 
 ## Installation for Linux Aarch64 Systems
 
-Starting from version 4.4.4, Spark NLP supports Linux systems running on an aarch64
+Starting from version 5.0.0-rc1, Spark NLP supports Linux systems running on an aarch64
 processor architecture. The necessary dependencies have been built on Ubuntu 16.04, so a
 recent system with an environment of at least that will be needed.
 
@@ -318,7 +318,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -p is for pyspark
 # -s is for spark-nlp
 # by default they are set to the latest
-!wget http://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 4.4.4
+!wget http://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb) is a live demo on Google Colab that performs named entity recognitions and sentiment analysis by using Spark NLP pretrained pipelines.
@@ -337,7 +337,7 @@ Run the following code in Kaggle Kernel and start using spark-nlp right away.
 
 ## Databricks Support
 
-Spark NLP 4.4.4 has been tested and is compatible with the following runtimes:
+Spark NLP 5.0.0-rc1 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
@@ -403,7 +403,7 @@ NOTE: Spark NLP 4.0.x is based on TensorFlow 2.7.x which is compatible with CUDA
 
     3.1. Install New -> PyPI -> `spark-nlp` -> Install
 
-    3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4` -> Install
+    3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 
@@ -419,7 +419,7 @@ Note: You can import these notebooks by using their URLs.
 
 ## EMR Support
 
-Spark NLP 4.4.4 has been tested and is compatible with the following EMR releases:
+Spark NLP 5.0.0-rc1 has been tested and is compatible with the following EMR releases:
 
 - emr-6.2.0
 - emr-6.3.0
@@ -477,7 +477,7 @@ A sample of your software configuration in JSON on S3 (must be public access):
       "spark.kryoserializer.buffer.max": "2000M",
       "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
       "spark.driver.maxResultSize": "0",
-      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4"
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1"
     }
 }
 ]
@@ -487,7 +487,7 @@ A sample of AWS CLI to launch EMR cluster:
 
 ```sh
 aws emr create-cluster \
---name "Spark NLP 4.4.4" \
+--name "Spark NLP 5.0.0-rc1" \
 --release-label emr-6.2.0 \
 --applications Name=Hadoop Name=Spark Name=Hive \
 --instance-type m4.4xlarge \
@@ -741,7 +741,7 @@ We recommend using `conda` to manage your Python environment on Windows.
 Now you can use the downloaded binary by navigating to `%SPARK_HOME%\bin` and
 running
 
-Either create a conda env for python 3.6, install *pyspark==3.3.1 spark-nlp numpy* and use Jupyter/python console, or in the same conda env you can go to spark bin for *pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4*.
+Either create a conda env for python 3.6, install *pyspark==3.3.1 spark-nlp numpy* and use Jupyter/python console, or in the same conda env you can go to spark bin for *pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1*.
 
 <img class="image image--xl" src="/assets/images/installation/90126972-c03e5500-dd64-11ea-8285-e4f76aa9e543.jpg" style="width:100%; align:center; box-shadow: 0 3px 6px rgba(0,0,0,0.16), 0 3px 6px rgba(0,0,0,0.23);"/>
 
@@ -767,12 +767,12 @@ spark = SparkSession.builder \
     .config("spark.driver.memory","16G")\
     .config("spark.driver.maxResultSize", "0") \
     .config("spark.kryoserializer.buffer.max", "2000M")\
-    .config("spark.jars", "/tmp/spark-nlp-assembly-4.4.4.jar")\
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.0.0-rc1.jar")\
     .getOrCreate()
 ```
 
 - You can download provided Fat JARs from each [release notes](https://github.com/JohnSnowLabs/spark-nlp/releases), please pay attention to pick the one that suits your environment depending on the device (CPU/GPU) and Apache Spark version (3.x)
-- If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (i.e., `hdfs:///tmp/spark-nlp-assembly-4.4.4.jar`)
+- If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (i.e., `hdfs:///tmp/spark-nlp-assembly-5.0.0-rc1.jar`)
 
 Example of using pretrained Models and Pipelines in offline:
 
diff --git a/docs/en/spark_nlp.md b/docs/en/spark_nlp.md
index 8911f9c3bc22af..dce0861451334b 100644
--- a/docs/en/spark_nlp.md
+++ b/docs/en/spark_nlp.md
@@ -25,7 +25,7 @@ Spark NLP is built on top of **Apache Spark 3.x**. For using Spark NLP you need:
 
 **GPU (optional):**
 
-Spark NLP 4.4.4 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.0.0-rc1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
diff --git a/examples/docker/README.md b/examples/docker/README.md
index cc40ddfef07794..8b10a4d43782a6 100644
--- a/examples/docker/README.md
+++ b/examples/docker/README.md
@@ -73,7 +73,7 @@ docker run -it --name sparknlp-container \
     --conf "spark.serializer"="org.apache.spark.serializer.KryoSerializer" \
     --conf "spark.kryoserializer.buffer.max"="2000M" \
     --conf "spark.driver.maxResultSize"="0" \
-    --packages "com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4"
+    --packages "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1"
 ```
 
 To run the shell with GPU support, we use the image from [Jupyter Notebook with GPU
@@ -91,5 +91,5 @@ docker run -it --name sparknlp-container \
     --conf "spark.serializer"="org.apache.spark.serializer.KryoSerializer" \
     --conf "spark.kryoserializer.buffer.max"="2000M" \
     --conf "spark.driver.maxResultSize"="0" \
-    --packages "com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:4.4.4"
+    --packages "com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1"
 ```
diff --git a/python/README.md b/python/README.md
index 1e7009ef6ab9c6..f527abbf7dac06 100644
--- a/python/README.md
+++ b/python/README.md
@@ -165,7 +165,7 @@ To use Spark NLP you need the following requirements:
 
 **GPU (optional):**
 
-Spark NLP 4.4.4 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.0.0-rc1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
@@ -181,7 +181,7 @@ $ java -version
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==4.4.4 pyspark==3.3.1
+$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1
 ```
 
 In Python console or Jupyter `Python3` kernel:
@@ -226,7 +226,7 @@ For more examples, you can visit our dedicated [examples](https://github.com/Joh
 
 ## Apache Spark Support
 
-Spark NLP *4.4.4* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
+Spark NLP *5.0.0-rc1* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
 
 | Spark NLP | Apache Spark 2.3.x | Apache Spark 2.4.x | Apache Spark 3.0.x | Apache Spark 3.1.x | Apache Spark 3.2.x | Apache Spark 3.3.x | Apache Spark 3.4.x |
 |-----------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|
@@ -265,7 +265,7 @@ Find out more about `Spark NLP` versions from our [release notes](https://github
 
 ## Databricks Support
 
-Spark NLP 4.4.4 has been tested and is compatible with the following runtimes:
+Spark NLP 5.0.0-rc1 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
@@ -322,7 +322,7 @@ runtimes supporting CUDA 11 are 9.x and above as listed under GPU.
 
 ## EMR Support
 
-Spark NLP 4.4.4 has been tested and is compatible with the following EMR releases:
+Spark NLP 5.0.0-rc1 has been tested and is compatible with the following EMR releases:
 
 - emr-6.2.0
 - emr-6.3.0
@@ -365,11 +365,11 @@ Spark NLP supports all major releases of Apache Spark 3.0.x, Apache Spark 3.1.x,
 ```sh
 # CPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 The `spark-nlp` has been published to
@@ -378,11 +378,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # GPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:4.4.4
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:4.4.4
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
 
 ```
 
@@ -392,11 +392,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # AArch64
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:4.4.4
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:4.4.4
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
 
 ```
 
@@ -406,11 +406,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # M1/M2 (Apple Silicon)
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:4.4.4
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:4.4.4
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
 
 ```
 
@@ -424,7 +424,7 @@ set in your SparkSession:
 spark-shell \
   --driver-memory 16g \
   --conf spark.kryoserializer.buffer.max=2000M \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 ## Scala
@@ -442,7 +442,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -453,7 +453,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -464,7 +464,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-aarch64_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -475,7 +475,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>4.4.4</version>
+    <version>5.0.0-rc1</version>
 </dependency>
 ```
 
@@ -485,28 +485,28 @@ coordinates:
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.0.0-rc1"
 ```
 
 **spark-nlp-gpu:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.0.0-rc1"
 ```
 
 **spark-nlp-aarch64:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.0.0-rc1"
 ```
 
 **spark-nlp-silicon:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "4.4.4"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0-rc1"
 ```
 
 Maven
@@ -528,7 +528,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 Pip:
 
 ```bash
-pip install spark-nlp==4.4.4
+pip install spark-nlp==5.0.0-rc1
 ```
 
 Conda:
@@ -557,7 +557,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")
     .getOrCreate()
 ```
 
@@ -628,7 +628,7 @@ Use either one of the following options
 - Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 - Add a path to pre-built jar from [here](#compiled-jars) in the interpreter's library list making sure the jar is
@@ -639,7 +639,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
 Apart from the previous step, install the python module through pip
 
 ```bash
-pip install spark-nlp==4.4.4
+pip install spark-nlp==5.0.0-rc1
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -667,7 +667,7 @@ launch the Jupyter from the same Python environment:
 $ conda create -n sparknlp python=3.8 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==4.4.4 pyspark==3.3.1 jupyter
+$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1 jupyter
 $ jupyter notebook
 ```
 
@@ -684,7 +684,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
@@ -711,7 +711,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Google Colab for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 4.4.4
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb)
@@ -734,7 +734,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Kaggle for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 4.4.4
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
 ```
 
 [Spark NLP quick start on Kaggle Kernel](https://www.kaggle.com/mozzie/spark-nlp-named-entity-recognition) is a live
@@ -753,9 +753,9 @@ demo on Kaggle Kernel that performs named entity recognitions by using Spark NLP
 
 3. In `Libraries` tab inside your cluster you need to follow these steps:
 
-   3.1. Install New -> PyPI -> `spark-nlp==4.4.4` -> Install
+   3.1. Install New -> PyPI -> `spark-nlp==5.0.0-rc1` -> Install
 
-   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4` -> Install
+   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 
@@ -806,7 +806,7 @@ A sample of your software configuration in JSON on S3 (must be public access):
       "spark.kryoserializer.buffer.max": "2000M",
       "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
       "spark.driver.maxResultSize": "0",
-      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4"
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1"
     }
 }]
 ```
@@ -815,7 +815,7 @@ A sample of AWS CLI to launch EMR cluster:
 
 ```.sh
 aws emr create-cluster \
---name "Spark NLP 4.4.4" \
+--name "Spark NLP 5.0.0-rc1" \
 --release-label emr-6.2.0 \
 --applications Name=Hadoop Name=Spark Name=Hive \
 --instance-type m4.4xlarge \
@@ -879,7 +879,7 @@ gcloud dataproc clusters create ${CLUSTER_NAME} \
   --enable-component-gateway \
   --metadata 'PIP_PACKAGES=spark-nlp spark-nlp-display google-cloud-bigquery google-cloud-storage' \
   --initialization-actions gs://goog-dataproc-initialization-actions-${REGION}/python/pip-install.sh \
-  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 2. On an existing one, you need to install spark-nlp and spark-nlp-display packages from PyPI.
@@ -918,7 +918,7 @@ spark = SparkSession.builder
     .config("spark.kryoserializer.buffer.max", "2000m")
     .config("spark.jsl.settings.pretrained.cache_folder", "sample_data/pretrained")
     .config("spark.jsl.settings.storage.cluster_tmp_dir", "sample_data/storage")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")
     .getOrCreate()
 ```
 
@@ -932,7 +932,7 @@ spark-shell \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 **pyspark:**
@@ -945,7 +945,7 @@ pyspark \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 ```
 
 **Databricks:**
@@ -1217,7 +1217,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars", "/tmp/spark-nlp-assembly-4.4.4.jar")
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.0.0-rc1.jar")
     .getOrCreate()
 ```
 
@@ -1226,7 +1226,7 @@ spark = SparkSession.builder
   version (3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x)
 - If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need
   to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (
-  i.e., `hdfs:///tmp/spark-nlp-assembly-4.4.4.jar`)
+  i.e., `hdfs:///tmp/spark-nlp-assembly-5.0.0-rc1.jar`)
 
 Example of using pretrained Models and Pipelines in offline:
 
diff --git a/python/docs/conf.py b/python/docs/conf.py
index 0ac5b6ac0781d1..1a63bec2bfdf1b 100644
--- a/python/docs/conf.py
+++ b/python/docs/conf.py
@@ -23,7 +23,7 @@
 author = "John Snow Labs"
 
 # The full version, including alpha/beta/rc tags
-release = "4.4.4"
+release = "5.0.0-rc1"
 pyspark_version = "3.2.3"
 
 # -- General configuration ---------------------------------------------------
diff --git a/python/setup.py b/python/setup.py
index 8291ce89f2f2c3..ebd7988deb5e17 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -41,7 +41,7 @@
     # project code, see
     # https://packaging.python.org/en/latest/single_source_version.html
 
-    version='4.4.4',  # Required
+    version='5.0.0-rc1',  # Required
 
     # This is a one-line description or tagline of what your project does. This
     # corresponds to the 'Summary' metadata field:
diff --git a/python/sparknlp/__init__.py b/python/sparknlp/__init__.py
index 4c398e87bc221a..5bc12684dfbcae 100644
--- a/python/sparknlp/__init__.py
+++ b/python/sparknlp/__init__.py
@@ -128,7 +128,7 @@ def start(gpu=False,
         The initiated Spark session.
 
     """
-    current_version = "4.4.4"
+    current_version = "5.0.0-rc1"
 
     if params is None:
         params = {}
@@ -298,4 +298,4 @@ def version():
     str
         The current Spark NLP version.
     """
-    return '4.4.4'
+    return '5.0.0-rc1'
diff --git a/scripts/colab_setup.sh b/scripts/colab_setup.sh
index 19a4d335643617..2757eb27031e1d 100644
--- a/scripts/colab_setup.sh
+++ b/scripts/colab_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 #default values for pyspark, spark-nlp, and SPARK_HOME
-SPARKNLP="4.4.4"
+SPARKNLP="5.0.0-rc1"
 PYSPARK="3.2.3"
 
 while getopts s:p:g option
diff --git a/scripts/kaggle_setup.sh b/scripts/kaggle_setup.sh
index 1f2138dcadc232..55825765028b25 100644
--- a/scripts/kaggle_setup.sh
+++ b/scripts/kaggle_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 #default values for pyspark, spark-nlp, and SPARK_HOME
-SPARKNLP="4.4.4"
+SPARKNLP="5.0.0-rc1"
 PYSPARK="3.2.3"
 
 while getopts s:p:g option
diff --git a/scripts/sagemaker_setup.sh b/scripts/sagemaker_setup.sh
index 78bdd2e972f5f6..7f074a47e0b36f 100644
--- a/scripts/sagemaker_setup.sh
+++ b/scripts/sagemaker_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 # Default values for pyspark, spark-nlp, and SPARK_HOME
-SPARKNLP="4.4.4"
+SPARKNLP="5.0.0-rc1"
 PYSPARK="3.2.3"
 
 echo "Setup SageMaker for PySpark $PYSPARK and Spark NLP $SPARKNLP"
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index ae495ee3dcf908..1eb5ab932ffbf9 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -20,7 +20,7 @@ import org.apache.spark.sql.SparkSession
 
 object SparkNLP {
 
-  val currentVersion = "4.4.4"
+  val currentVersion = "5.0.0-rc1"
   val MavenSpark3 = s"com.johnsnowlabs.nlp:spark-nlp_2.12:$currentVersion"
   val MavenGpuSpark3 = s"com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:$currentVersion"
   val MavenSparkSilicon = s"com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:$currentVersion"
diff --git a/src/main/scala/com/johnsnowlabs/util/Build.scala b/src/main/scala/com/johnsnowlabs/util/Build.scala
index e8f1667bcda04f..1393865a04f02c 100644
--- a/src/main/scala/com/johnsnowlabs/util/Build.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Build.scala
@@ -17,5 +17,5 @@
 package com.johnsnowlabs.util
 
 object Build {
-  val version: String = "4.4.4"
+  val version: String = "5.0.0-rc1"
 }

From 5ade2945ad4c8c7a48dfdda3e6f2c9654e0ccb5b Mon Sep 17 00:00:00 2001
From: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date: Fri, 30 Jun 2023 20:39:28 +0200
Subject: [PATCH 02/13] Update version to 5.0.0 [skip test]

---
 README.md                                     | 90 +++++++++----------
 build.sbt                                     |  2 +-
 docs/_layouts/landing.html                    |  2 +-
 docs/en/concepts.md                           |  2 +-
 docs/en/examples.md                           |  4 +-
 docs/en/hardware_acceleration.md              |  2 +-
 docs/en/install.md                            | 54 +++++------
 docs/en/spark_nlp.md                          |  2 +-
 examples/docker/README.md                     |  4 +-
 python/README.md                              | 90 +++++++++----------
 python/docs/conf.py                           |  2 +-
 python/setup.py                               |  2 +-
 python/sparknlp/__init__.py                   |  4 +-
 scripts/colab_setup.sh                        |  2 +-
 scripts/kaggle_setup.sh                       |  2 +-
 scripts/sagemaker_setup.sh                    |  2 +-
 .../scala/com/johnsnowlabs/nlp/SparkNLP.scala |  2 +-
 .../scala/com/johnsnowlabs/util/Build.scala   |  2 +-
 18 files changed, 135 insertions(+), 135 deletions(-)

diff --git a/README.md b/README.md
index f527abbf7dac06..2e6dd3d53d5a51 100644
--- a/README.md
+++ b/README.md
@@ -148,7 +148,7 @@ documentation and examples
 - Automatic Speech Recognition (Wav2Vec2)
 - Automatic Speech Recognition (HuBERT)
 - Named entity recognition (Deep learning)
-- Easy TensorFlow integration
+- Easy ONNX and TensorFlow integrations
 - GPU Support
 - Full integration with Spark ML functions
 - +12000 pre-trained models in +200 languages!
@@ -165,7 +165,7 @@ To use Spark NLP you need the following requirements:
 
 **GPU (optional):**
 
-Spark NLP 5.0.0-rc1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.0.0 is built with ONNX 1.15.1 and TensorFlow 2.7.1 deep learning engines. The minimum following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
@@ -181,7 +181,7 @@ $ java -version
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1
+$ pip install spark-nlp==5.0.0 pyspark==3.3.1
 ```
 
 In Python console or Jupyter `Python3` kernel:
@@ -226,7 +226,7 @@ For more examples, you can visit our dedicated [examples](https://github.com/Joh
 
 ## Apache Spark Support
 
-Spark NLP *5.0.0-rc1* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
+Spark NLP *5.0.0* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
 
 | Spark NLP | Apache Spark 2.3.x | Apache Spark 2.4.x | Apache Spark 3.0.x | Apache Spark 3.1.x | Apache Spark 3.2.x | Apache Spark 3.3.x | Apache Spark 3.4.x |
 |-----------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|
@@ -265,7 +265,7 @@ Find out more about `Spark NLP` versions from our [release notes](https://github
 
 ## Databricks Support
 
-Spark NLP 5.0.0-rc1 has been tested and is compatible with the following runtimes:
+Spark NLP 5.0.0 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
@@ -322,7 +322,7 @@ runtimes supporting CUDA 11 are 9.x and above as listed under GPU.
 
 ## EMR Support
 
-Spark NLP 5.0.0-rc1 has been tested and is compatible with the following EMR releases:
+Spark NLP 5.0.0 has been tested and is compatible with the following EMR releases:
 
 - emr-6.2.0
 - emr-6.3.0
@@ -365,11 +365,11 @@ Spark NLP supports all major releases of Apache Spark 3.0.x, Apache Spark 3.1.x,
 ```sh
 # CPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 The `spark-nlp` has been published to
@@ -378,11 +378,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # GPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0
 
 ```
 
@@ -392,11 +392,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # AArch64
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0
 
 ```
 
@@ -406,11 +406,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # M1/M2 (Apple Silicon)
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0
 
 ```
 
@@ -424,7 +424,7 @@ set in your SparkSession:
 spark-shell \
   --driver-memory 16g \
   --conf spark.kryoserializer.buffer.max=2000M \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 ## Scala
@@ -442,7 +442,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -453,7 +453,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -464,7 +464,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-aarch64_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -475,7 +475,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -485,28 +485,28 @@ coordinates:
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.0.0"
 ```
 
 **spark-nlp-gpu:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.0.0"
 ```
 
 **spark-nlp-aarch64:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.0.0"
 ```
 
 **spark-nlp-silicon:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0"
 ```
 
 Maven
@@ -528,7 +528,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 Pip:
 
 ```bash
-pip install spark-nlp==5.0.0-rc1
+pip install spark-nlp==5.0.0
 ```
 
 Conda:
@@ -557,7 +557,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0")
     .getOrCreate()
 ```
 
@@ -628,7 +628,7 @@ Use either one of the following options
 - Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 - Add a path to pre-built jar from [here](#compiled-jars) in the interpreter's library list making sure the jar is
@@ -639,7 +639,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 Apart from the previous step, install the python module through pip
 
 ```bash
-pip install spark-nlp==5.0.0-rc1
+pip install spark-nlp==5.0.0
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -667,7 +667,7 @@ launch the Jupyter from the same Python environment:
 $ conda create -n sparknlp python=3.8 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1 jupyter
+$ pip install spark-nlp==5.0.0 pyspark==3.3.1 jupyter
 $ jupyter notebook
 ```
 
@@ -684,7 +684,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
@@ -711,7 +711,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Google Colab for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb)
@@ -734,7 +734,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Kaggle for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0
 ```
 
 [Spark NLP quick start on Kaggle Kernel](https://www.kaggle.com/mozzie/spark-nlp-named-entity-recognition) is a live
@@ -753,9 +753,9 @@ demo on Kaggle Kernel that performs named entity recognitions by using Spark NLP
 
 3. In `Libraries` tab inside your cluster you need to follow these steps:
 
-   3.1. Install New -> PyPI -> `spark-nlp==5.0.0-rc1` -> Install
+   3.1. Install New -> PyPI -> `spark-nlp==5.0.0` -> Install
 
-   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1` -> Install
+   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 
@@ -806,7 +806,7 @@ A sample of your software configuration in JSON on S3 (must be public access):
       "spark.kryoserializer.buffer.max": "2000M",
       "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
       "spark.driver.maxResultSize": "0",
-      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1"
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0"
     }
 }]
 ```
@@ -815,7 +815,7 @@ A sample of AWS CLI to launch EMR cluster:
 
 ```.sh
 aws emr create-cluster \
---name "Spark NLP 5.0.0-rc1" \
+--name "Spark NLP 5.0.0" \
 --release-label emr-6.2.0 \
 --applications Name=Hadoop Name=Spark Name=Hive \
 --instance-type m4.4xlarge \
@@ -879,7 +879,7 @@ gcloud dataproc clusters create ${CLUSTER_NAME} \
   --enable-component-gateway \
   --metadata 'PIP_PACKAGES=spark-nlp spark-nlp-display google-cloud-bigquery google-cloud-storage' \
   --initialization-actions gs://goog-dataproc-initialization-actions-${REGION}/python/pip-install.sh \
-  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 2. On an existing one, you need to install spark-nlp and spark-nlp-display packages from PyPI.
@@ -918,7 +918,7 @@ spark = SparkSession.builder
     .config("spark.kryoserializer.buffer.max", "2000m")
     .config("spark.jsl.settings.pretrained.cache_folder", "sample_data/pretrained")
     .config("spark.jsl.settings.storage.cluster_tmp_dir", "sample_data/storage")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0")
     .getOrCreate()
 ```
 
@@ -932,7 +932,7 @@ spark-shell \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 **pyspark:**
@@ -945,7 +945,7 @@ pyspark \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 **Databricks:**
@@ -1217,7 +1217,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars", "/tmp/spark-nlp-assembly-5.0.0-rc1.jar")
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.0.0.jar")
     .getOrCreate()
 ```
 
@@ -1226,7 +1226,7 @@ spark = SparkSession.builder
   version (3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x)
 - If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need
   to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (
-  i.e., `hdfs:///tmp/spark-nlp-assembly-5.0.0-rc1.jar`)
+  i.e., `hdfs:///tmp/spark-nlp-assembly-5.0.0.jar`)
 
 Example of using pretrained Models and Pipelines in offline:
 
diff --git a/build.sbt b/build.sbt
index a5bfda5b4ecac1..7821eecfcc413b 100644
--- a/build.sbt
+++ b/build.sbt
@@ -6,7 +6,7 @@ name := getPackageName(is_silicon, is_gpu, is_aarch64)
 
 organization := "com.johnsnowlabs.nlp"
 
-version := "5.0.0-rc1"
+version := "5.0.0"
 
 (ThisBuild / scalaVersion) := scalaVer
 
diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
index 38e17fbe09d7d1..b1724ad7c1e212 100755
--- a/docs/_layouts/landing.html
+++ b/docs/_layouts/landing.html
@@ -332,7 +332,7 @@ <h4 class="blue h4_title">NLP Features</h4>
                     <li>Microsoft Swin Transformer <strong>Image Classification</strong></li>
                     <li>Facebook ConvNext <strong>Image Classification</strong></li>
                     <li>Automatic Speech Recognition <strong>(Wav2Vec2 & HuBERT)</strong></li>
-                    <li>Easy <strong>TensorFlow</strong> integration</li>
+                    <li>Easy <strong>ONNX</strong> and <strong>TensorFlow</strong> integrations</li>
                     <li><strong>GPU</strong> Support</li>
                     <li>Full integration with <strong>Spark ML</strong> functions</li>
                     <li><strong>12000+</strong> pre-trained <strong>models </strong> in <strong>200+ languages! </strong>
diff --git a/docs/en/concepts.md b/docs/en/concepts.md
index 13e63d6d934fa6..fa58cbf7181663 100644
--- a/docs/en/concepts.md
+++ b/docs/en/concepts.md
@@ -62,7 +62,7 @@ $ java -version
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1 jupyter
+$ pip install spark-nlp==5.0.0 pyspark==3.3.1 jupyter
 $ jupyter notebook
 ```
 
diff --git a/docs/en/examples.md b/docs/en/examples.md
index 8f5a67f8b21f43..4a321bb4fb0bdb 100644
--- a/docs/en/examples.md
+++ b/docs/en/examples.md
@@ -16,7 +16,7 @@ $ java -version
 # should be Java 8 (Oracle or OpenJDK)
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
-$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1
+$ pip install spark-nlp==5.0.0 pyspark==3.3.1
 ```
 
 ## Google Colab Notebook
@@ -36,7 +36,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -p is for pyspark
 # -s is for spark-nlp
 # by default they are set to the latest
-!bash colab.sh -p 3.2.3 -s 5.0.0-rc1
+!bash colab.sh -p 3.2.3 -s 5.0.0
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb) is a live demo on Google Colab that performs named entity recognitions and sentiment analysis by using Spark NLP pretrained pipelines.
diff --git a/docs/en/hardware_acceleration.md b/docs/en/hardware_acceleration.md
index 2c3b6da8c5df1e..82b6ffc3040a81 100644
--- a/docs/en/hardware_acceleration.md
+++ b/docs/en/hardware_acceleration.md
@@ -49,7 +49,7 @@ Since the new Transformer models such as BERT for Word and Sentence embeddings a
 | DeBERTa Large     |        +477%(5.8x)        |
 | Longformer Base   |         +52%(1.5x)        |
 
-Spark NLP 5.0.0-rc1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.0.0 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
diff --git a/docs/en/install.md b/docs/en/install.md
index fe55ac9031131c..0190c1d2047272 100644
--- a/docs/en/install.md
+++ b/docs/en/install.md
@@ -15,22 +15,22 @@ sidebar:
 
 ```bash
 # Install Spark NLP from PyPI
-pip install spark-nlp==5.0.0-rc1
+pip install spark-nlp==5.0.0
 
 # Install Spark NLP from Anacodna/Conda
 conda install -c johnsnowlabs spark-nlp
 
 # Load Spark NLP with Spark Shell
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
 # Load Spark NLP with PySpark
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
 # Load Spark NLP with Spark Submit
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
 # Load Spark NLP as external JAR after compiling and building Spark NLP by `sbt assembly`
-spark-shell --jars spark-nlp-assembly-5.0.0-rc1.jar
+spark-shell --jars spark-nlp-assembly-5.0.0.jar
 ```
 
 ## Python
@@ -49,7 +49,7 @@ $ java -version
 # should be Java 8 (Oracle or OpenJDK)
 $ conda create -n sparknlp python=3.8 -y
 $ conda activate sparknlp
-$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1
+$ pip install spark-nlp==5.0.0 pyspark==3.3.1
 ```
 
 Of course you will need to have jupyter installed in your system:
@@ -76,7 +76,7 @@ spark = SparkSession.builder \
     .config("spark.driver.memory","16G")\
     .config("spark.driver.maxResultSize", "0") \
     .config("spark.kryoserializer.buffer.max", "2000M")\
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")\
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0")\
     .getOrCreate()
 ```
 
@@ -91,7 +91,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -102,7 +102,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -113,7 +113,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -124,7 +124,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-aarch64_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -134,28 +134,28 @@ spark = SparkSession.builder \
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.0.0"
 ```
 
 **spark-nlp-gpu:**
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.0.0"
 ```
 
 **spark-nlp-silicon:**
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0"
 ```
 
 **spark-nlp-aarch64:**
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.0.0"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -233,7 +233,7 @@ maven coordinates like these:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -241,7 +241,7 @@ or in case of sbt:
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0"
 ```
 
 If everything went well, you can now start Spark NLP with the `m1` flag set to `true`:
@@ -274,7 +274,7 @@ spark = sparknlp.start(apple_silicon=True)
 
 ## Installation for Linux Aarch64 Systems
 
-Starting from version 5.0.0-rc1, Spark NLP supports Linux systems running on an aarch64
+Starting from version 5.0.0, Spark NLP supports Linux systems running on an aarch64
 processor architecture. The necessary dependencies have been built on Ubuntu 16.04, so a
 recent system with an environment of at least that will be needed.
 
@@ -318,7 +318,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -p is for pyspark
 # -s is for spark-nlp
 # by default they are set to the latest
-!wget http://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
+!wget http://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb) is a live demo on Google Colab that performs named entity recognitions and sentiment analysis by using Spark NLP pretrained pipelines.
@@ -337,7 +337,7 @@ Run the following code in Kaggle Kernel and start using spark-nlp right away.
 
 ## Databricks Support
 
-Spark NLP 5.0.0-rc1 has been tested and is compatible with the following runtimes:
+Spark NLP 5.0.0 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
@@ -403,7 +403,7 @@ NOTE: Spark NLP 4.0.x is based on TensorFlow 2.7.x which is compatible with CUDA
 
     3.1. Install New -> PyPI -> `spark-nlp` -> Install
 
-    3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1` -> Install
+    3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 
@@ -419,7 +419,7 @@ Note: You can import these notebooks by using their URLs.
 
 ## EMR Support
 
-Spark NLP 5.0.0-rc1 has been tested and is compatible with the following EMR releases:
+Spark NLP 5.0.0 has been tested and is compatible with the following EMR releases:
 
 - emr-6.2.0
 - emr-6.3.0
@@ -477,7 +477,7 @@ A sample of your software configuration in JSON on S3 (must be public access):
       "spark.kryoserializer.buffer.max": "2000M",
       "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
       "spark.driver.maxResultSize": "0",
-      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1"
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0"
     }
 }
 ]
@@ -487,7 +487,7 @@ A sample of AWS CLI to launch EMR cluster:
 
 ```sh
 aws emr create-cluster \
---name "Spark NLP 5.0.0-rc1" \
+--name "Spark NLP 5.0.0" \
 --release-label emr-6.2.0 \
 --applications Name=Hadoop Name=Spark Name=Hive \
 --instance-type m4.4xlarge \
@@ -741,7 +741,7 @@ We recommend using `conda` to manage your Python environment on Windows.
 Now you can use the downloaded binary by navigating to `%SPARK_HOME%\bin` and
 running
 
-Either create a conda env for python 3.6, install *pyspark==3.3.1 spark-nlp numpy* and use Jupyter/python console, or in the same conda env you can go to spark bin for *pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1*.
+Either create a conda env for python 3.6, install *pyspark==3.3.1 spark-nlp numpy* and use Jupyter/python console, or in the same conda env you can go to spark bin for *pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0*.
 
 <img class="image image--xl" src="/assets/images/installation/90126972-c03e5500-dd64-11ea-8285-e4f76aa9e543.jpg" style="width:100%; align:center; box-shadow: 0 3px 6px rgba(0,0,0,0.16), 0 3px 6px rgba(0,0,0,0.23);"/>
 
@@ -767,12 +767,12 @@ spark = SparkSession.builder \
     .config("spark.driver.memory","16G")\
     .config("spark.driver.maxResultSize", "0") \
     .config("spark.kryoserializer.buffer.max", "2000M")\
-    .config("spark.jars", "/tmp/spark-nlp-assembly-5.0.0-rc1.jar")\
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.0.0.jar")\
     .getOrCreate()
 ```
 
 - You can download provided Fat JARs from each [release notes](https://github.com/JohnSnowLabs/spark-nlp/releases), please pay attention to pick the one that suits your environment depending on the device (CPU/GPU) and Apache Spark version (3.x)
-- If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (i.e., `hdfs:///tmp/spark-nlp-assembly-5.0.0-rc1.jar`)
+- If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (i.e., `hdfs:///tmp/spark-nlp-assembly-5.0.0.jar`)
 
 Example of using pretrained Models and Pipelines in offline:
 
diff --git a/docs/en/spark_nlp.md b/docs/en/spark_nlp.md
index dce0861451334b..5d0a07bc7bd110 100644
--- a/docs/en/spark_nlp.md
+++ b/docs/en/spark_nlp.md
@@ -25,7 +25,7 @@ Spark NLP is built on top of **Apache Spark 3.x**. For using Spark NLP you need:
 
 **GPU (optional):**
 
-Spark NLP 5.0.0-rc1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.0.0 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
diff --git a/examples/docker/README.md b/examples/docker/README.md
index 8b10a4d43782a6..bdf00be0a55508 100644
--- a/examples/docker/README.md
+++ b/examples/docker/README.md
@@ -73,7 +73,7 @@ docker run -it --name sparknlp-container \
     --conf "spark.serializer"="org.apache.spark.serializer.KryoSerializer" \
     --conf "spark.kryoserializer.buffer.max"="2000M" \
     --conf "spark.driver.maxResultSize"="0" \
-    --packages "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1"
+    --packages "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0"
 ```
 
 To run the shell with GPU support, we use the image from [Jupyter Notebook with GPU
@@ -91,5 +91,5 @@ docker run -it --name sparknlp-container \
     --conf "spark.serializer"="org.apache.spark.serializer.KryoSerializer" \
     --conf "spark.kryoserializer.buffer.max"="2000M" \
     --conf "spark.driver.maxResultSize"="0" \
-    --packages "com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1"
+    --packages "com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0"
 ```
diff --git a/python/README.md b/python/README.md
index f527abbf7dac06..2e6dd3d53d5a51 100644
--- a/python/README.md
+++ b/python/README.md
@@ -148,7 +148,7 @@ documentation and examples
 - Automatic Speech Recognition (Wav2Vec2)
 - Automatic Speech Recognition (HuBERT)
 - Named entity recognition (Deep learning)
-- Easy TensorFlow integration
+- Easy ONNX and TensorFlow integrations
 - GPU Support
 - Full integration with Spark ML functions
 - +12000 pre-trained models in +200 languages!
@@ -165,7 +165,7 @@ To use Spark NLP you need the following requirements:
 
 **GPU (optional):**
 
-Spark NLP 5.0.0-rc1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.0.0 is built with ONNX 1.15.1 and TensorFlow 2.7.1 deep learning engines. The minimum following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
@@ -181,7 +181,7 @@ $ java -version
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1
+$ pip install spark-nlp==5.0.0 pyspark==3.3.1
 ```
 
 In Python console or Jupyter `Python3` kernel:
@@ -226,7 +226,7 @@ For more examples, you can visit our dedicated [examples](https://github.com/Joh
 
 ## Apache Spark Support
 
-Spark NLP *5.0.0-rc1* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
+Spark NLP *5.0.0* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
 
 | Spark NLP | Apache Spark 2.3.x | Apache Spark 2.4.x | Apache Spark 3.0.x | Apache Spark 3.1.x | Apache Spark 3.2.x | Apache Spark 3.3.x | Apache Spark 3.4.x |
 |-----------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|
@@ -265,7 +265,7 @@ Find out more about `Spark NLP` versions from our [release notes](https://github
 
 ## Databricks Support
 
-Spark NLP 5.0.0-rc1 has been tested and is compatible with the following runtimes:
+Spark NLP 5.0.0 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
@@ -322,7 +322,7 @@ runtimes supporting CUDA 11 are 9.x and above as listed under GPU.
 
 ## EMR Support
 
-Spark NLP 5.0.0-rc1 has been tested and is compatible with the following EMR releases:
+Spark NLP 5.0.0 has been tested and is compatible with the following EMR releases:
 
 - emr-6.2.0
 - emr-6.3.0
@@ -365,11 +365,11 @@ Spark NLP supports all major releases of Apache Spark 3.0.x, Apache Spark 3.1.x,
 ```sh
 # CPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 The `spark-nlp` has been published to
@@ -378,11 +378,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # GPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0-rc1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.0.0
 
 ```
 
@@ -392,11 +392,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # AArch64
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0-rc1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.0.0
 
 ```
 
@@ -406,11 +406,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # M1/M2 (Apple Silicon)
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0-rc1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.0.0
 
 ```
 
@@ -424,7 +424,7 @@ set in your SparkSession:
 spark-shell \
   --driver-memory 16g \
   --conf spark.kryoserializer.buffer.max=2000M \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 ## Scala
@@ -442,7 +442,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -453,7 +453,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -464,7 +464,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-aarch64_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -475,7 +475,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>5.0.0-rc1</version>
+    <version>5.0.0</version>
 </dependency>
 ```
 
@@ -485,28 +485,28 @@ coordinates:
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.0.0"
 ```
 
 **spark-nlp-gpu:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.0.0"
 ```
 
 **spark-nlp-aarch64:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.0.0"
 ```
 
 **spark-nlp-silicon:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0-rc1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.0.0"
 ```
 
 Maven
@@ -528,7 +528,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 Pip:
 
 ```bash
-pip install spark-nlp==5.0.0-rc1
+pip install spark-nlp==5.0.0
 ```
 
 Conda:
@@ -557,7 +557,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0")
     .getOrCreate()
 ```
 
@@ -628,7 +628,7 @@ Use either one of the following options
 - Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 - Add a path to pre-built jar from [here](#compiled-jars) in the interpreter's library list making sure the jar is
@@ -639,7 +639,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
 Apart from the previous step, install the python module through pip
 
 ```bash
-pip install spark-nlp==5.0.0-rc1
+pip install spark-nlp==5.0.0
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -667,7 +667,7 @@ launch the Jupyter from the same Python environment:
 $ conda create -n sparknlp python=3.8 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.0.0-rc1 pyspark==3.3.1 jupyter
+$ pip install spark-nlp==5.0.0 pyspark==3.3.1 jupyter
 $ jupyter notebook
 ```
 
@@ -684,7 +684,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
@@ -711,7 +711,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Google Colab for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb)
@@ -734,7 +734,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Kaggle for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0-rc1
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.0.0
 ```
 
 [Spark NLP quick start on Kaggle Kernel](https://www.kaggle.com/mozzie/spark-nlp-named-entity-recognition) is a live
@@ -753,9 +753,9 @@ demo on Kaggle Kernel that performs named entity recognitions by using Spark NLP
 
 3. In `Libraries` tab inside your cluster you need to follow these steps:
 
-   3.1. Install New -> PyPI -> `spark-nlp==5.0.0-rc1` -> Install
+   3.1. Install New -> PyPI -> `spark-nlp==5.0.0` -> Install
 
-   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1` -> Install
+   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 
@@ -806,7 +806,7 @@ A sample of your software configuration in JSON on S3 (must be public access):
       "spark.kryoserializer.buffer.max": "2000M",
       "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
       "spark.driver.maxResultSize": "0",
-      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1"
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0"
     }
 }]
 ```
@@ -815,7 +815,7 @@ A sample of AWS CLI to launch EMR cluster:
 
 ```.sh
 aws emr create-cluster \
---name "Spark NLP 5.0.0-rc1" \
+--name "Spark NLP 5.0.0" \
 --release-label emr-6.2.0 \
 --applications Name=Hadoop Name=Spark Name=Hive \
 --instance-type m4.4xlarge \
@@ -879,7 +879,7 @@ gcloud dataproc clusters create ${CLUSTER_NAME} \
   --enable-component-gateway \
   --metadata 'PIP_PACKAGES=spark-nlp spark-nlp-display google-cloud-bigquery google-cloud-storage' \
   --initialization-actions gs://goog-dataproc-initialization-actions-${REGION}/python/pip-install.sh \
-  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 2. On an existing one, you need to install spark-nlp and spark-nlp-display packages from PyPI.
@@ -918,7 +918,7 @@ spark = SparkSession.builder
     .config("spark.kryoserializer.buffer.max", "2000m")
     .config("spark.jsl.settings.pretrained.cache_folder", "sample_data/pretrained")
     .config("spark.jsl.settings.storage.cluster_tmp_dir", "sample_data/storage")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0")
     .getOrCreate()
 ```
 
@@ -932,7 +932,7 @@ spark-shell \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 **pyspark:**
@@ -945,7 +945,7 @@ pyspark \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0-rc1
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 ```
 
 **Databricks:**
@@ -1217,7 +1217,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars", "/tmp/spark-nlp-assembly-5.0.0-rc1.jar")
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.0.0.jar")
     .getOrCreate()
 ```
 
@@ -1226,7 +1226,7 @@ spark = SparkSession.builder
   version (3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x)
 - If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need
   to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (
-  i.e., `hdfs:///tmp/spark-nlp-assembly-5.0.0-rc1.jar`)
+  i.e., `hdfs:///tmp/spark-nlp-assembly-5.0.0.jar`)
 
 Example of using pretrained Models and Pipelines in offline:
 
diff --git a/python/docs/conf.py b/python/docs/conf.py
index 1a63bec2bfdf1b..faddea1aa5c952 100644
--- a/python/docs/conf.py
+++ b/python/docs/conf.py
@@ -23,7 +23,7 @@
 author = "John Snow Labs"
 
 # The full version, including alpha/beta/rc tags
-release = "5.0.0-rc1"
+release = "5.0.0"
 pyspark_version = "3.2.3"
 
 # -- General configuration ---------------------------------------------------
diff --git a/python/setup.py b/python/setup.py
index ebd7988deb5e17..a4c0594f6ce900 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -41,7 +41,7 @@
     # project code, see
     # https://packaging.python.org/en/latest/single_source_version.html
 
-    version='5.0.0-rc1',  # Required
+    version='5.0.0',  # Required
 
     # This is a one-line description or tagline of what your project does. This
     # corresponds to the 'Summary' metadata field:
diff --git a/python/sparknlp/__init__.py b/python/sparknlp/__init__.py
index 5bc12684dfbcae..5eca3c05193f9f 100644
--- a/python/sparknlp/__init__.py
+++ b/python/sparknlp/__init__.py
@@ -128,7 +128,7 @@ def start(gpu=False,
         The initiated Spark session.
 
     """
-    current_version = "5.0.0-rc1"
+    current_version = "5.0.0"
 
     if params is None:
         params = {}
@@ -298,4 +298,4 @@ def version():
     str
         The current Spark NLP version.
     """
-    return '5.0.0-rc1'
+    return '5.0.0'
diff --git a/scripts/colab_setup.sh b/scripts/colab_setup.sh
index 2757eb27031e1d..09d14bb884778a 100644
--- a/scripts/colab_setup.sh
+++ b/scripts/colab_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 #default values for pyspark, spark-nlp, and SPARK_HOME
-SPARKNLP="5.0.0-rc1"
+SPARKNLP="5.0.0"
 PYSPARK="3.2.3"
 
 while getopts s:p:g option
diff --git a/scripts/kaggle_setup.sh b/scripts/kaggle_setup.sh
index 55825765028b25..30c3041c84018b 100644
--- a/scripts/kaggle_setup.sh
+++ b/scripts/kaggle_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 #default values for pyspark, spark-nlp, and SPARK_HOME
-SPARKNLP="5.0.0-rc1"
+SPARKNLP="5.0.0"
 PYSPARK="3.2.3"
 
 while getopts s:p:g option
diff --git a/scripts/sagemaker_setup.sh b/scripts/sagemaker_setup.sh
index 7f074a47e0b36f..a8839055c6387f 100644
--- a/scripts/sagemaker_setup.sh
+++ b/scripts/sagemaker_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 # Default values for pyspark, spark-nlp, and SPARK_HOME
-SPARKNLP="5.0.0-rc1"
+SPARKNLP="5.0.0"
 PYSPARK="3.2.3"
 
 echo "Setup SageMaker for PySpark $PYSPARK and Spark NLP $SPARKNLP"
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index 1eb5ab932ffbf9..12904be9b6bd97 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -20,7 +20,7 @@ import org.apache.spark.sql.SparkSession
 
 object SparkNLP {
 
-  val currentVersion = "5.0.0-rc1"
+  val currentVersion = "5.0.0"
   val MavenSpark3 = s"com.johnsnowlabs.nlp:spark-nlp_2.12:$currentVersion"
   val MavenGpuSpark3 = s"com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:$currentVersion"
   val MavenSparkSilicon = s"com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:$currentVersion"
diff --git a/src/main/scala/com/johnsnowlabs/util/Build.scala b/src/main/scala/com/johnsnowlabs/util/Build.scala
index 1393865a04f02c..0e1254219d5164 100644
--- a/src/main/scala/com/johnsnowlabs/util/Build.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Build.scala
@@ -17,5 +17,5 @@
 package com.johnsnowlabs.util
 
 object Build {
-  val version: String = "5.0.0-rc1"
+  val version: String = "5.0.0"
 }

From ae688ab8ac511998ccd08ecb72e80f8b28e87abf Mon Sep 17 00:00:00 2001
From: Prabod Rathnayaka <prabod@rathnayaka.me>
Date: Sat, 1 Jul 2023 23:07:33 +1000
Subject: [PATCH 03/13] SPARKNLP 836 - Introducing "Instructor Embeddings" for
 sentence embeddings like Instructor-XL model (#13849)

* Added Instructor Embeddings

* Added Instructor Embeddings python code

* fixed broadcast bug

* fixed broadcast bug

* Changed test type to slow
---
 .../sparknlp/annotator/embeddings/__init__.py |   1 +
 .../embeddings/instructor_embeddings.py       | 204 ++++++++
 python/sparknlp/internal/__init__.py          |   5 +
 .../embeddings/instructor_embeddings_test.py  |  85 ++++
 .../com/johnsnowlabs/ml/ai/Instructor.scala   | 211 +++++++++
 .../sign/ModelSignatureConstants.scala        |   5 +
 .../nlp/embeddings/InstructorEmbeddings.scala | 440 ++++++++++++++++++
 .../InstructorEmbeddingsTestSpec.scala        |  65 +++
 8 files changed, 1016 insertions(+)
 create mode 100755 python/sparknlp/annotator/embeddings/instructor_embeddings.py
 create mode 100644 python/test/annotator/embeddings/instructor_embeddings_test.py
 create mode 100644 src/main/scala/com/johnsnowlabs/ml/ai/Instructor.scala
 create mode 100644 src/main/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.scala
 create mode 100644 src/test/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddingsTestSpec.scala

diff --git a/python/sparknlp/annotator/embeddings/__init__.py b/python/sparknlp/annotator/embeddings/__init__.py
index 13501c98901163..02ee80f98fa264 100644
--- a/python/sparknlp/annotator/embeddings/__init__.py
+++ b/python/sparknlp/annotator/embeddings/__init__.py
@@ -22,6 +22,7 @@
 from sparknlp.annotator.embeddings.distil_bert_embeddings import *
 from sparknlp.annotator.embeddings.doc2vec import *
 from sparknlp.annotator.embeddings.elmo_embeddings import *
+from sparknlp.annotator.embeddings.instructor_embeddings import *
 from sparknlp.annotator.embeddings.longformer_embeddings import *
 from sparknlp.annotator.embeddings.roberta_embeddings import *
 from sparknlp.annotator.embeddings.roberta_sentence_embeddings import *
diff --git a/python/sparknlp/annotator/embeddings/instructor_embeddings.py b/python/sparknlp/annotator/embeddings/instructor_embeddings.py
new file mode 100755
index 00000000000000..31ca3c7fd52723
--- /dev/null
+++ b/python/sparknlp/annotator/embeddings/instructor_embeddings.py
@@ -0,0 +1,204 @@
+#  Copyright 2017-2022 John Snow Labs
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+"""Contains classes for BertEmbeddings."""
+
+from sparknlp.common import *
+
+
+class InstructorEmbeddings(AnnotatorModel,
+                           HasEmbeddingsProperties,
+                           HasCaseSensitiveProperties,
+                           HasStorageRef,
+                           HasBatchedAnnotate,
+                           HasMaxSentenceLengthLimit):
+    """Sentence embeddings using INSTRUCTOR.
+
+    Instructor👨‍🏫, an instruction-finetuned text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.) and domains (e.g., science, finance, etc.) by simply providing the task instruction, without any finetuning. Instructor👨‍ achieves sota on 70 diverse embedding tasks!
+
+    Pretrained models can be loaded with :meth:`.pretrained` of the companion
+    object:
+
+    >>> embeddings = InstructorEmbeddings.pretrained() \\
+    ...     .setInputCols(["document"]) \\
+    ...     .setInstruction("Represent the Medicine sentence for clustering: ") \\
+    ...     .setOutputCol("instructor_embeddings")
+
+
+    The default model is ``"instructor_base"``, if no name is provided.
+
+    For available pretrained models please see the
+    `Models Hub <https://sparknlp.org/models?q=Instructor>`__.
+
+
+    ====================== ======================
+    Input Annotation types Output Annotation type
+    ====================== ======================
+    ``DOCUMENT``            ``SENTENCE_EMBEDDINGS``
+    ====================== ======================
+
+    Parameters
+    ----------
+    batchSize
+        Size of every batch , by default 8
+    dimension
+        Number of embedding dimensions, by default 768
+    caseSensitive
+        Whether to ignore case in tokens for embeddings matching, by default False
+    instruction
+        Set transformer instruction, e.g. 'summarize:'
+    maxSentenceLength
+        Max sentence length to process, by default 128
+    configProtoBytes
+        ConfigProto from tensorflow, serialized into byte array.
+
+    References
+    ----------
+    `One Embedder, Any Task: Instruction-Finetuned Text Embeddings <https://arxiv.org/abs/2212.09741>`__
+
+    https://github.com/HKUNLP/instructor-embedding/
+
+    **Paper abstract**
+
+    *We introduce INSTRUCTOR, a new method for computing text embeddings given task instructions:
+    every text input is embedded together with instructions explaining the use case (e.g., task and
+    domain descriptions). Unlike encoders from prior work that are more specialized, INSTRUCTOR is a
+    single embedder that can generate text embeddings tailored to different downstream tasks and domains,
+    without any further training. We first annotate instructions for 330 diverse tasks and train INSTRUCTOR
+    on this multitask mixture with a contrastive loss. We evaluate INSTRUCTOR on 70 embedding evaluation tasks
+    (66 of which are unseen during training), ranging from classification and information retrieval to semantic
+    textual similarity and text generation evaluation. INSTRUCTOR, while having an order of magnitude fewer
+    parameters than the previous best model, achieves state-of-the-art performance, with an average improvement
+    of 3.4% compared to the previous best results on the 70 diverse datasets. Our analysis suggests that
+    INSTRUCTOR is robust to changes in instructions, and that instruction finetuning mitigates the challenge of
+    training a single model on diverse datasets. Our model, code, and data are available at this https
+    URL <https://instructor-embedding.github.io/>.*
+
+    Examples
+    --------
+    >>> import sparknlp
+    >>> from sparknlp.base import *
+    >>> from sparknlp.annotator import *
+    >>> from pyspark.ml import Pipeline
+    >>> documentAssembler = DocumentAssembler() \\
+    ...     .setInputCol("text") \\
+    ...     .setOutputCol("document")
+    >>> embeddings = InstructorEmbeddings.pretrained() \\
+    ...     .setInputCols(["document"]) \\
+    ...     .setInstruction("Represent the Medicine sentence for clustering: ") \\
+    ...     .setOutputCol("instructor_embeddings")
+    >>> embeddingsFinisher = EmbeddingsFinisher() \\
+    ...     .setInputCols(["instructor_embeddings"]) \\
+    ...     .setOutputCols("finished_embeddings") \\
+    ...     .setOutputAsVector(True)
+    >>> pipeline = Pipeline().setStages([
+    ...     documentAssembler,
+    ...     embeddings,
+    ...     embeddingsFinisher
+    ... ])
+    >>> data = spark.createDataFrame([["Dynamical Scalar Degree of Freedom in Horava-Lifshitz Gravity"]]).toDF("text")
+    >>> result = pipeline.fit(data).transform(data)
+    >>> result.selectExpr("explode(finished_embeddings) as result").show(5, 80)
+    +--------------------------------------------------------------------------------+
+    |                                                                          result|
+    +--------------------------------------------------------------------------------+
+    |[-2.3497989177703857,0.480538547039032,-0.3238905668258667,-1.612930893898010...|
+    +--------------------------------------------------------------------------------+
+    """
+
+    name = "InstructorEmbeddings"
+
+    inputAnnotatorTypes = [AnnotatorType.DOCUMENT]
+
+    outputAnnotatorType = AnnotatorType.SENTENCE_EMBEDDINGS
+    instruction = Param(Params._dummy(), "instruction", "Set transformer instruction, e.g. 'summarize:'",
+                        typeConverter=TypeConverters.toString)
+    configProtoBytes = Param(Params._dummy(),
+                             "configProtoBytes",
+                             "ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()",
+                             TypeConverters.toListInt)
+
+    def setInstruction(self, value):
+        """ Sets transformer instruction, e.g. 'summarize:'.
+
+        Parameters
+        ----------
+        value : str
+        """
+        return self._set(instruction=value)
+
+    def setConfigProtoBytes(self, b):
+        """Sets configProto from tensorflow, serialized into byte array.
+
+        Parameters
+        ----------
+        b : List[int]
+            ConfigProto from tensorflow, serialized into byte array
+        """
+        return self._set(configProtoBytes=b)
+
+    @keyword_only
+    def __init__(self, classname="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings", java_model=None):
+        super(InstructorEmbeddings, self).__init__(
+            classname=classname,
+            java_model=java_model
+        )
+        self._setDefault(
+            dimension=768,
+            batchSize=8,
+            maxSentenceLength=128,
+            caseSensitive=False,
+            instruction="",
+        )
+
+    @staticmethod
+    def loadSavedModel(folder, spark_session):
+        """Loads a locally saved model.
+
+        Parameters
+        ----------
+        folder : str
+            Folder of the saved model
+        spark_session : pyspark.sql.SparkSession
+            The current SparkSession
+
+        Returns
+        -------
+        InstructorEmbeddings
+            The restored model
+        """
+        from sparknlp.internal import _InstructorLoader
+        jModel = _InstructorLoader(folder, spark_session._jsparkSession)._java_obj
+        return InstructorEmbeddings(java_model=jModel)
+
+    @staticmethod
+    def pretrained(name="instructor_base", lang="en", remote_loc=None):
+        """Downloads and loads a pretrained model.
+
+        Parameters
+        ----------
+        name : str, optional
+            Name of the pretrained model, by default "instructor_base"
+        lang : str, optional
+            Language of the pretrained model, by default "en"
+        remote_loc : str, optional
+            Optional remote address of the resource, by default None. Will use
+            Spark NLPs repositories otherwise.
+
+        Returns
+        -------
+        InstructorEmbeddings
+            The restored model
+        """
+        from sparknlp.pretrained import ResourceDownloader
+        return ResourceDownloader.downloadModel(InstructorEmbeddings, name, lang, remote_loc)
diff --git a/python/sparknlp/internal/__init__.py b/python/sparknlp/internal/__init__.py
index 21b48e7693b793..9131d37788b9e4 100644
--- a/python/sparknlp/internal/__init__.py
+++ b/python/sparknlp/internal/__init__.py
@@ -529,3 +529,8 @@ def __init__(self, path, jspark):
         super(_RoBertaForZeroShotClassification, self).__init__(
             "com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification.loadSavedModel", path,
             jspark)
+
+
+class _InstructorLoader(ExtendedJavaWrapper):
+    def __init__(self, path, jspark):
+        super(_InstructorLoader, self).__init__("com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings.loadSavedModel", path, jspark)
\ No newline at end of file
diff --git a/python/test/annotator/embeddings/instructor_embeddings_test.py b/python/test/annotator/embeddings/instructor_embeddings_test.py
new file mode 100644
index 00000000000000..4dcfd32f060d45
--- /dev/null
+++ b/python/test/annotator/embeddings/instructor_embeddings_test.py
@@ -0,0 +1,85 @@
+#  Copyright 2017-2022 John Snow Labs
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+import os
+import unittest
+
+import pytest
+
+from sparknlp.annotator import *
+from sparknlp.base import *
+from test.annotator.common.has_max_sentence_length_test import HasMaxSentenceLengthTests
+from test.util import SparkContextForTest
+
+
+@pytest.mark.slow
+class InstructorEmbeddingsTestSpec(unittest.TestCase):
+    def setUp(self):
+        self.spark = SparkContextForTest.spark
+        self.tested_annotator = InstructorEmbeddings.pretrained() \
+            .setInstruction("Represent the Wikipedia document for retrieval: ") \
+            .setInputCols(["documents"]) \
+            .setOutputCol("instructor")
+
+    def runTest(self):
+        data = self.spark.createDataFrame([
+            [1, """Capitalism has been dominant in the Western world since the end of feudalism, but most feel[who?] that 
+            the term "mixed economies" more precisely describes most contemporary economies, due to their containing both 
+            private-owned and state-owned enterprises. In capitalism, prices determine the demand-supply scale. For 
+            example, higher demand for certain goods and services lead to higher prices and lower demand for certain 
+            goods lead to lower prices. """]]).toDF("id", "text")
+
+        document_assembler = DocumentAssembler() \
+            .setInputCol("text") \
+            .setOutputCol("documents")
+
+        instruction = self.tested_annotator
+
+        pipeline = Pipeline().setStages([document_assembler, instruction])
+        results = pipeline.fit(data).transform(data)
+
+        results.select("instructor.embeddings").show(truncate=False)
+
+#
+# @pytest.mark.slow
+# class BertEmbeddingsLoadSavedModelTestSpec(unittest.TestCase):
+#
+#     def setUp(self):
+#         self.data = SparkContextForTest.spark.read.option("header", "true") \
+#             .csv(path="file:///" + os.getcwd() + "/../src/test/resources/embeddings/sentence_embeddings.csv")
+#
+#     def runTest(self):
+#         document_assembler = DocumentAssembler() \
+#             .setInputCol("text") \
+#             .setOutputCol("document")
+#         sentence_detector = SentenceDetector() \
+#             .setInputCols(["document"]) \
+#             .setOutputCol("sentence")
+#         tokenizer = Tokenizer() \
+#             .setInputCols(["sentence"]) \
+#             .setOutputCol("token")
+#         albert = BertEmbeddings.loadSavedModel(os.getcwd() + "/../src/test/resources/tf-hub-bert/model",
+#                                                SparkContextForTest.spark) \
+#             .setInputCols(["sentence", "token"]) \
+#             .setOutputCol("embeddings")
+#
+#         pipeline = Pipeline(stages=[
+#             document_assembler,
+#             sentence_detector,
+#             tokenizer,
+#             albert
+#         ])
+#
+#         model = pipeline.fit(self.data)
+#         model.write().overwrite().save("./tmp_bert_pipeline_model")
+#         model.transform(self.data).show()
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/Instructor.scala b/src/main/scala/com/johnsnowlabs/ml/ai/Instructor.scala
new file mode 100644
index 00000000000000..1507da55a59de7
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/Instructor.scala
@@ -0,0 +1,211 @@
+/*
+ * Copyright 2017 - 2023  John Snow Labs
+ *
+ *    Licensed under the Apache License, Version 2.0 (the "License");
+ *    you may not use this file except in compliance with the License.
+ *    You may obtain a copy of the License at
+ *
+ *        http://www.apache.org/licenses/LICENSE-2.0
+ *
+ *    Unless required by applicable law or agreed to in writing, software
+ *    distributed under the License is distributed on an "AS IS" BASIS,
+ *    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ *    See the License for the specific language governing permissions and
+ *    limitations under the License.
+ */
+
+package com.johnsnowlabs.ml.ai
+
+import com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper
+import com.johnsnowlabs.ml.tensorflow.sign.{ModelSignatureConstants, ModelSignatureManager}
+import com.johnsnowlabs.ml.tensorflow.{TensorResources, TensorflowWrapper}
+import com.johnsnowlabs.nlp.{Annotation, AnnotatorType}
+
+import scala.collection.JavaConverters._
+
+/** InstructorEmbeddings provides the functionality to generate embeddings for instruction and
+  * task
+  * @param tensorflow
+  *   tensorflow wrapper
+  * @param configProtoBytes
+  *   configProtoBytes
+  * @param spp
+  *   SentencePieceWrapper
+  * @param signatures
+  *   signatures
+  */
+
+private[johnsnowlabs] class Instructor(
+    val tensorflow: TensorflowWrapper,
+    val spp: SentencePieceWrapper,
+    configProtoBytes: Option[Array[Byte]] = None,
+    signatures: Option[Map[String, String]] = None)
+    extends Serializable {
+
+  private val _tfInstructorSignatures: Map[String, String] =
+    signatures.getOrElse(ModelSignatureManager.apply())
+  private val paddingTokenId = 0
+  private val eosTokenId = 1
+
+  /** Get sentence embeddings for a batch of sentences
+    * @param batch
+    *   batch of sentences
+    * @param contextLengths
+    *   context lengths
+    * @return
+    *   sentence embeddings
+    */
+  private def getSentenceEmbedding(
+      batch: Seq[Array[Int]],
+      contextLengths: Seq[Int]): Array[Array[Float]] = {
+    // get max sentence length
+    val sequencesLength = batch.map(x => x.length).toArray
+    val maxSentenceLength = sequencesLength.max
+    val batchLength = batch.length
+
+    // encode batch
+    val tensorEncoder = new TensorResources()
+    val inputDim = batch.length * maxSentenceLength
+
+    // create buffers
+    val encoderInputBuffers = tensorEncoder.createIntBuffer(inputDim)
+    val encoderAttentionMaskBuffers = tensorEncoder.createIntBuffer(inputDim)
+    val encoderContextMaskBuffers = tensorEncoder.createIntBuffer(inputDim)
+
+    val shape = Array(batch.length.toLong, maxSentenceLength)
+
+    batch.zipWithIndex.foreach { case (tokenIds, idx) =>
+      val offset = idx * maxSentenceLength
+      val diff = maxSentenceLength - tokenIds.length
+
+      // pad with 0
+      val s = tokenIds.take(maxSentenceLength) ++ Array.fill[Int](diff)(this.paddingTokenId)
+      encoderInputBuffers.offset(offset).write(s)
+
+      // create attention mask
+      val mask = s.map(x => if (x != this.paddingTokenId) 1 else 0)
+      encoderAttentionMaskBuffers.offset(offset).write(mask)
+
+      // create context mask
+      val contextMask = mask.zipWithIndex.map {
+        case (x, i) => { if (i < contextLengths(idx)) 0 else x }
+      }
+      encoderContextMaskBuffers.offset(offset).write(contextMask)
+    }
+
+    // create tensors
+    val encoderInputTensors = tensorEncoder.createIntBufferTensor(shape, encoderInputBuffers)
+    val encoderAttentionMaskTensors =
+      tensorEncoder.createIntBufferTensor(shape, encoderAttentionMaskBuffers)
+    val encoderContextMaskTensors =
+      tensorEncoder.createIntBufferTensor(shape, encoderContextMaskBuffers)
+
+    // run model
+    val runner = tensorflow
+      .getTFSessionWithSignature(
+        configProtoBytes = configProtoBytes,
+        initAllTables = false,
+        savedSignatures = signatures)
+      .runner
+
+    runner
+      .feed(
+        _tfInstructorSignatures.getOrElse(
+          ModelSignatureConstants.EncoderInputIds.key,
+          "missing_encoder_input_ids"),
+        encoderInputTensors)
+      .feed(
+        _tfInstructorSignatures.getOrElse(
+          ModelSignatureConstants.EncoderAttentionMask.key,
+          "missing_encoder_attention_mask"),
+        encoderAttentionMaskTensors)
+      .feed(
+        _tfInstructorSignatures.getOrElse(
+          ModelSignatureConstants.EncoderContextMask.key,
+          "missing_encoder_context_mask"),
+        encoderContextMaskTensors)
+      .fetch(_tfInstructorSignatures
+        .getOrElse(ModelSignatureConstants.LastHiddenState.key, "missing_last_hidden_state"))
+
+    // get embeddings
+    val sentenceEmbeddings = runner.run().asScala
+    val sentenceEmbeddingsFloats = TensorResources.extractFloats(sentenceEmbeddings.head)
+    val dim = sentenceEmbeddingsFloats.length / batchLength
+
+    // group embeddings
+    val sentenceEmbeddingsFloatsArray = sentenceEmbeddingsFloats.grouped(dim).toArray
+
+    // close buffers
+    sentenceEmbeddings.foreach(_.close())
+    encoderInputTensors.close()
+    encoderAttentionMaskTensors.close()
+    encoderContextMaskTensors.close()
+    tensorEncoder.clearTensors()
+    tensorEncoder.clearSession(sentenceEmbeddings)
+
+    sentenceEmbeddingsFloatsArray
+  }
+
+  /** Tokenize sentences
+    * @param sentences
+    *   sentences
+    * @param task
+    *   task
+    * @param maxSentenceLength
+    *   max sentence length
+    * @return
+    */
+  def tokenize(
+      sentences: Seq[Annotation],
+      task: String,
+      maxSentenceLength: Int): Seq[Array[Int]] = {
+    sentences.map(s => {
+      val sentWithTask = if (task.nonEmpty) task.concat("").concat(s.result) else s.result
+      spp.getSppModel.encodeAsIds(sentWithTask).take(maxSentenceLength - 1) ++ Array(
+        this.eosTokenId)
+    })
+  }
+
+  /** Predict sentence embeddings
+    * @param sentences
+    *   sentences
+    * @param batchSize
+    *   batch size
+    * @param maxSentenceLength
+    *   max sentence length
+    * @param instruction
+    *   instruction
+    * @return
+    */
+  def predict(
+      sentences: Seq[Annotation],
+      batchSize: Int,
+      maxSentenceLength: Int,
+      instruction: String): Seq[Annotation] = {
+
+    val instructionTokenized = spp.getSppModel.encodeAsIds(instruction)
+    // repeat instruction length for each sentence
+    val instructionTokenizedRepeated: Array[Int] =
+      Array.fill(sentences.length)(instructionTokenized.length)
+
+    val batchEmbeddings = sentences.grouped(batchSize).toArray.flatMap { batch =>
+      // encode batch
+      val batchSP = tokenize(batch, instruction, maxSentenceLength)
+      // get sentence embeddings
+      val sentenceEmbeddings = getSentenceEmbedding(batchSP, instructionTokenizedRepeated)
+
+      // create annotations
+      batch.zip(sentenceEmbeddings).map { case (sentence, vectors) =>
+        Annotation(
+          annotatorType = AnnotatorType.SENTENCE_EMBEDDINGS,
+          begin = sentence.begin,
+          end = sentence.end,
+          result = sentence.result,
+          metadata = sentence.metadata,
+          embeddings = vectors)
+      }
+    }
+    batchEmbeddings
+  }
+
+}
diff --git a/src/main/scala/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants.scala b/src/main/scala/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants.scala
index 383c6b8751582a..94516652e6f30b 100644
--- a/src/main/scala/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants.scala
@@ -273,6 +273,11 @@ object ModelSignatureConstants {
     override val value: String = "StatefulPartitionedCall_1:2"
   }
 
+  case object EncoderContextMask extends TFInfoNameMapper {
+    override val key: String = "encoder_context_mask"
+    override val value: String = "encoder_encoder_context_mask:0"
+  }
+
   /** Retrieve signature patterns for a given provider
     *
     * @param modelProvider
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.scala
new file mode 100644
index 00000000000000..8caee7749a00ad
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.scala
@@ -0,0 +1,440 @@
+/*
+ * Copyright 2017-2022 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.johnsnowlabs.nlp.embeddings
+
+import com.johnsnowlabs.ml.ai.Instructor
+import com.johnsnowlabs.ml.tensorflow._
+import com.johnsnowlabs.ml.tensorflow.sentencepiece.{
+  ReadSentencePieceModel,
+  SentencePieceWrapper,
+  WriteSentencePieceModel
+}
+import com.johnsnowlabs.ml.util.LoadExternalModel.{
+  loadSentencePieceAsset,
+  modelSanityCheck,
+  notSupportedEngineError
+}
+import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.nlp._
+import com.johnsnowlabs.nlp.serialization.MapFeature
+import com.johnsnowlabs.storage.HasStorageRef
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.ml.param._
+import org.apache.spark.ml.util.Identifiable
+import org.apache.spark.sql.{DataFrame, SparkSession}
+import org.slf4j.{Logger, LoggerFactory}
+
+/** Sentence embeddings using INSTRUCTOR.
+  *
+  * Instructor👨‍🏫, an instruction-finetuned text embedding model that can generate text
+  * embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation,
+  * etc.) and domains (e.g., science, finance, etc.) by simply providing the task instruction,
+  * without any finetuning. Instructor👨‍ achieves sota on 70 diverse embedding tasks!
+  *
+  * Pretrained models can be loaded with `pretrained` of the companion object:
+  * {{{
+  * val embeddings = InstructorEmbeddings.pretrained()
+  *   .setInputCols("document")
+  *   .setOutputCol("instructor_embeddings")
+  * }}}
+  * The default model is `"instructor_base"`, if no name is provided.
+  *
+  * For available pretrained models please see the
+  * [[https://sparknlp.org/models?q=Instructor Models Hub]].
+  *
+  * For extended examples of usage, see
+  * [[https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddingsTestSpec.scala InstructorEmbeddingsTestSpec]].
+  *
+  * '''Sources''' :
+  *
+  * [[https://arxiv.org/abs/2212.09741 One Embedder, Any Task: Instruction-Finetuned Text Embeddings]]
+  *
+  * [[https://github.com/HKUNLP/instructor-embedding/ INSTRUCTOR Github Repository]]
+  *
+  * ''' Paper abstract '''
+  *
+  * ''We introduce INSTRUCTOR, a new method for computing text embeddings given task instructions:
+  * every text input is embedded together with instructions explaining the use case (e.g., task
+  * and domain descriptions). Unlike encoders from prior work that are more specialized,
+  * INSTRUCTOR is a single embedder that can generate text embeddings tailored to different
+  * downstream tasks and domains, without any further training. We first annotate instructions for
+  * 330 diverse tasks and train INSTRUCTOR on this multitask mixture with a contrastive loss. We
+  * evaluate INSTRUCTOR on 70 embedding evaluation tasks (66 of which are unseen during training),
+  * ranging from classification and information retrieval to semantic textual similarity and text
+  * generation evaluation. INSTRUCTOR, while having an order of magnitude fewer parameters than
+  * the previous best model, achieves state-of-the-art performance, with an average improvement of
+  * 3.4% compared to the previous best results on the 70 diverse datasets. Our analysis suggests
+  * that INSTRUCTOR is robust to changes in instructions, and that instruction finetuning
+  * mitigates the challenge of training a single model on diverse datasets. Our model, code, and
+  * data are available at this https URL. [[https://instructor-embedding.github.io/]] ''
+  *
+  * ==Example==
+  * {{{
+  * import spark.implicits._
+  * import com.johnsnowlabs.nlp.base.DocumentAssembler
+  * import com.johnsnowlabs.nlp.annotators.Tokenizer
+  * import com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings
+  * import com.johnsnowlabs.nlp.EmbeddingsFinisher
+  * import org.apache.spark.ml.Pipeline
+  *
+  * val documentAssembler = new DocumentAssembler()
+  *   .setInputCol("text")
+  *   .setOutputCol("document")
+  *
+  * val embeddings = InstructorEmbeddings.pretrained("instructor_base", "en")
+  *   .setInputCols("document")
+  *   .setInstruction("Represent the Medicine sentence for clustering: ")
+  *   .setOutputCol("instructor_embeddings")
+  *
+  * val embeddingsFinisher = new EmbeddingsFinisher()
+  *   .setInputCols("instructor_embeddings")
+  *   .setOutputCols("finished_embeddings")
+  *   .setOutputAsVector(true)
+  *
+  * val pipeline = new Pipeline().setStages(Array(
+  *   documentAssembler,
+  *   embeddings,
+  *   embeddingsFinisher
+  * ))
+  *
+  * val data = Seq("Dynamical Scalar Degree of Freedom in Horava-Lifshitz Gravity").toDF("text")
+  * val result = pipeline.fit(data).transform(data)
+  *
+  * result.selectExpr("explode(finished_embeddings) as result").show(1, 80)
+  * +--------------------------------------------------------------------------------+
+  * |                                                                          result|
+  * +--------------------------------------------------------------------------------+
+  * |[-2.3497989177703857,0.480538547039032,-0.3238905668258667,-1.612930893898010...|
+  * +--------------------------------------------------------------------------------+
+  * }}}
+  *
+  * @see
+  *   [[https://sparknlp.org/docs/en/annotators Annotators Main Page]] for a list of transformer
+  *   based embeddings
+  * @param uid
+  *   required uid for storing annotator to disk
+  * @groupname anno Annotator types
+  * @groupdesc anno
+  *   Required input and expected output annotator types
+  * @groupname Ungrouped Members
+  * @groupname param Parameters
+  * @groupname setParam Parameter setters
+  * @groupname getParam Parameter getters
+  * @groupname Ungrouped Members
+  * @groupprio param  1
+  * @groupprio anno  2
+  * @groupprio Ungrouped 3
+  * @groupprio setParam  4
+  * @groupprio getParam  5
+  * @groupdesc param
+  *   A list of (hyper-)parameter keys this annotator can take. Users can set and get the
+  *   parameter values through setters and getters, respectively.
+  */
+class InstructorEmbeddings(override val uid: String)
+    extends AnnotatorModel[InstructorEmbeddings]
+    with HasBatchedAnnotate[InstructorEmbeddings]
+    with WriteTensorflowModel
+    with HasEmbeddingsProperties
+    with HasStorageRef
+    with WriteSentencePieceModel
+    with HasCaseSensitiveProperties
+    with HasEngine {
+
+  /** Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+    * type
+    */
+  override val inputAnnotatorTypes: Array[String] =
+    Array(AnnotatorType.DOCUMENT)
+  override val outputAnnotatorType: AnnotatorType = AnnotatorType.SENTENCE_EMBEDDINGS
+
+  /** ConfigProto from tensorflow, serialized into byte array. Get with
+    * `config_proto.SerializeToString()`
+    *
+    * @group param
+    */
+  val configProtoBytes = new IntArrayParam(
+    this,
+    "configProtoBytes",
+    "ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()")
+
+  /** Max sentence length to process (Default: `128`)
+    *
+    * @group param
+    */
+  val maxSentenceLength =
+    new IntParam(this, "maxSentenceLength", "Max sentence length to process")
+
+  /** Set transformer instruction, e.g. 'summarize' format: `"instruction:"`.
+    *
+    * @group param
+    */
+  val instruction =
+    new Param[String](this, "instruction", "Set transformer instruction, e.g. 'summarize'")
+
+  /** It contains TF model signatures for the laded saved model
+    *
+    * @group param
+    */
+  val signatures =
+    new MapFeature[String, String](model = this, name = "signatures").setProtected()
+  private var _model: Option[Broadcast[Instructor]] = None
+
+  def this() = this(Identifiable.randomUID("INSTRUCTOR_EMBEDDINGS"))
+
+  /** @group setParam */
+  def setConfigProtoBytes(bytes: Array[Int]): InstructorEmbeddings.this.type =
+    set(this.configProtoBytes, bytes)
+
+  /** @group setParam */
+  def setMaxSentenceLength(value: Int): this.type = {
+    require(
+      value <= 512,
+      "Instructor models do not support sequences longer than 512 because of trainable positional embeddings.")
+    require(value >= 1, "The maxSentenceLength must be at least 1")
+    set(maxSentenceLength, value)
+    this
+  }
+
+  /** @group getParam */
+  def getMaxSentenceLength: Int = $(maxSentenceLength)
+
+  def setInstruction(value: String): InstructorEmbeddings.this.type = {
+    set(instruction, value)
+    this
+  }
+
+  /** @group setParam */
+  def setSignatures(value: Map[String, String]): this.type = {
+    if (get(signatures).isEmpty)
+      set(signatures, value)
+    this
+  }
+
+  /** @group setParam */
+  def setModelIfNotSet(
+      spark: SparkSession,
+      tensorflowWrapper: TensorflowWrapper,
+      spp: SentencePieceWrapper): InstructorEmbeddings = {
+    if (_model.isEmpty) {
+      _model = Some(
+        spark.sparkContext.broadcast(
+          new Instructor(
+            tensorflowWrapper,
+            spp = spp,
+            configProtoBytes = getConfigProtoBytes,
+            signatures = getSignatures)))
+    }
+
+    this
+  }
+
+  /** Set Embeddings dimensions for the BERT model Only possible to set this when the first time
+    * is saved dimension is not changeable, it comes from BERT config file
+    *
+    * @group setParam
+    */
+  override def setDimension(value: Int): this.type = {
+    if (get(dimension).isEmpty)
+      set(this.dimension, value)
+    this
+  }
+
+  /** Whether to lowercase tokens or not
+    *
+    * @group setParam
+    */
+  override def setCaseSensitive(value: Boolean): this.type = {
+    if (get(caseSensitive).isEmpty)
+      set(this.caseSensitive, value)
+    this
+  }
+
+  setDefault(
+    dimension -> 768,
+    batchSize -> 8,
+    maxSentenceLength -> 128,
+    caseSensitive -> false,
+    instruction -> "")
+
+  /** takes a document and annotations and produces new annotations of this annotator's annotation
+    * type
+    *
+    * @param batchedAnnotations
+    *   Annotations that correspond to inputAnnotationCols generated by previous annotators if any
+    * @return
+    *   any number of annotations processed for every input annotation. Not necessary one to one
+    *   relationship
+    */
+  override def batchAnnotate(batchedAnnotations: Seq[Array[Annotation]]): Seq[Seq[Annotation]] = {
+
+    val allAnnotations = batchedAnnotations
+      .filter(_.nonEmpty)
+      .zipWithIndex
+      .flatMap { case (annotations, i) =>
+        annotations.filter(_.result.nonEmpty).map(x => (x, i))
+      }
+    val processedAnnotations = if (allAnnotations.nonEmpty) {
+      this.getModelIfNotSet.predict(
+        sentences = allAnnotations.map(_._1),
+        batchSize = $(batchSize),
+        maxSentenceLength = $(maxSentenceLength),
+        instruction = $(instruction))
+    } else {
+      Seq()
+    }
+
+    // Group resulting annotations by rows. If there are not sentences in a given row, return empty sequence
+    batchedAnnotations.indices.map(rowIndex => {
+      val rowAnnotations = processedAnnotations
+        // zip each annotation with its corresponding row index
+        .zip(allAnnotations)
+        // select the sentences belonging to the current row
+        .filter(_._2._2 == rowIndex)
+        // leave the annotation only
+        .map(_._1)
+
+      if (rowAnnotations.nonEmpty)
+        rowAnnotations
+      else
+        Seq.empty[Annotation]
+    })
+
+  }
+
+  /** @group getParam */
+  def getModelIfNotSet: Instructor = _model.get.value
+
+  override def onWrite(path: String, spark: SparkSession): Unit = {
+    super.onWrite(path, spark)
+    writeTensorflowModelV2(
+      path,
+      spark,
+      getModelIfNotSet.tensorflow,
+      "_instructor",
+      InstructorEmbeddings.tfFile,
+      configProtoBytes = getConfigProtoBytes,
+      savedSignatures = getSignatures)
+    writeSentencePieceModel(
+      path,
+      spark,
+      getModelIfNotSet.spp,
+      "_instructor",
+      InstructorEmbeddings.sppFile)
+
+  }
+
+  /** @group getParam */
+  def getConfigProtoBytes: Option[Array[Byte]] = get(this.configProtoBytes).map(_.map(_.toByte))
+
+  /** @group getParam */
+  def getSignatures: Option[Map[String, String]] = get(this.signatures)
+
+  override protected def afterAnnotate(dataset: DataFrame): DataFrame = {
+    dataset.withColumn(
+      getOutputCol,
+      wrapSentenceEmbeddingsMetadata(
+        dataset.col(getOutputCol),
+        $(dimension),
+        Some($(storageRef))))
+  }
+
+}
+
+trait ReadablePretrainedInstructorModel
+    extends ParamsAndFeaturesReadable[InstructorEmbeddings]
+    with HasPretrained[InstructorEmbeddings] {
+  override val defaultModelName: Some[String] = Some("instructor_base")
+
+  /** Java compliant-overrides */
+  override def pretrained(): InstructorEmbeddings = super.pretrained()
+
+  override def pretrained(name: String): InstructorEmbeddings = super.pretrained(name)
+
+  override def pretrained(name: String, lang: String): InstructorEmbeddings =
+    super.pretrained(name, lang)
+
+  override def pretrained(name: String, lang: String, remoteLoc: String): InstructorEmbeddings =
+    super.pretrained(name, lang, remoteLoc)
+}
+
+trait ReadInstructorDLModel extends ReadTensorflowModel with ReadSentencePieceModel {
+  this: ParamsAndFeaturesReadable[InstructorEmbeddings] =>
+
+  override val tfFile: String = "instructor_tensorflow"
+  override val sppFile: String = "instructor_spp"
+  def readModel(instance: InstructorEmbeddings, path: String, spark: SparkSession): Unit = {
+
+    val tf = readTensorflowModel(
+      path,
+      spark,
+      "_instructor_tf",
+      savedSignatures = instance.getSignatures,
+      initAllTables = false)
+    val spp = readSentencePieceModel(path, spark, "_instructor_spp", sppFile)
+    instance.setModelIfNotSet(spark, tf, spp)
+  }
+
+  addReader(readModel)
+
+  def loadSavedModel(modelPath: String, spark: SparkSession): InstructorEmbeddings = {
+
+    val (localModelPath, detectedEngine) = modelSanityCheck(modelPath)
+
+    /*Universal parameters for all engines*/
+    val annotatorModel = new InstructorEmbeddings()
+
+    annotatorModel.set(annotatorModel.engine, detectedEngine)
+    val spModel = loadSentencePieceAsset(localModelPath, "spiece.model")
+    detectedEngine match {
+      case ModelEngine.tensorflow =>
+        val (wrapper, signatures) = TensorflowWrapper.read(
+          localModelPath,
+          zipped = false,
+          useBundle = true,
+          tags = Array("serve"),
+          initAllTables = false)
+
+        val _signatures = signatures match {
+          case Some(s) => s
+          case None => throw new Exception("Cannot load signature definitions from model!")
+        }
+
+        /** the order of setSignatures is important if we use getSignatures inside
+          * setModelIfNotSet
+          */
+        annotatorModel
+          .setSignatures(_signatures)
+          .setModelIfNotSet(spark, wrapper, spModel)
+
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
+
+    annotatorModel
+  }
+}
+
+/** This is the companion object of [[InstructorEmbeddings]]. Please refer to that class for the
+  * documentation.
+  */
+object InstructorEmbeddings
+    extends ReadablePretrainedInstructorModel
+    with ReadInstructorDLModel
+    with ReadSentencePieceModel {
+  private[InstructorEmbeddings] val logger: Logger =
+    LoggerFactory.getLogger("InstructorEmbeddings")
+}
diff --git a/src/test/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddingsTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddingsTestSpec.scala
new file mode 100644
index 00000000000000..717dc494e0c120
--- /dev/null
+++ b/src/test/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddingsTestSpec.scala
@@ -0,0 +1,65 @@
+/*
+ * Copyright 2017-2022 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.johnsnowlabs.nlp.embeddings
+
+import com.johnsnowlabs.nlp.base.DocumentAssembler
+import com.johnsnowlabs.nlp.util.io.ResourceHelper
+import com.johnsnowlabs.tags.SlowTest
+import org.apache.spark.ml.Pipeline
+import org.scalatest.flatspec.AnyFlatSpec
+
+class InstructorEmbeddingsTestSpec extends AnyFlatSpec {
+
+  "Instructor Embeddings" should "correctly embed multiple sentences" taggedAs SlowTest in {
+
+    import ResourceHelper.spark.implicits._
+
+    val ddd = Seq(
+      "Capitalism has been dominant in the Western world since the end of feudalism, but most feel[who?]" +
+        " that the term \"mixed economies\" more precisely describes most contemporary economies, due to their " +
+        "containing both private-owned and state-owned enterprises. In capitalism, prices determine the " +
+        "demand-supply scale. For example, higher demand for certain goods and services lead to higher prices " +
+        "and lower demand for certain goods lead to lower prices.",
+      "The disparate impact theory is especially controversial under the Fair Housing Act because the Act " +
+        "regulates many activities relating to housing, insurance, and mortgage loans—and some scholars" +
+        " have argued that the theory's use under the Fair Housing Act, combined with extensions of the " +
+        "Community Reinvestment Act, contributed to rise of sub-prime lending and the crash of the U.S. " +
+        "housing market and ensuing global economic recession",
+      "Disparate impact in United States labor law refers to practices in employment, housing, and other" +
+        " areas that adversely affect one group of people of a protected characteristic more than another, " +
+        "even though rules applied by employers or landlords are formally neutral. Although the protected classes " +
+        "vary by statute, most federal civil rights laws protect based on race, color, religion, national origin, " +
+        "and sex as protected traits, and some laws include disability status and other traits as well.")
+      .toDF("text")
+
+    val document = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val embeddings = InstructorEmbeddings
+      .pretrained()
+      .setInstruction("Represent the Wikipedia document for retrieval: ")
+      .setInputCols(Array("document"))
+      .setOutputCol("instructor")
+
+    val pipeline = new Pipeline().setStages(Array(document, embeddings))
+
+    val pipelineDF = pipeline.fit(ddd).transform(ddd)
+    pipelineDF.select("instructor.embeddings").show(truncate = false)
+
+  }
+}

From c2dd80db4b88aa5a582dd36fd7297ae94431ad94 Mon Sep 17 00:00:00 2001
From: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date: Sat, 1 Jul 2023 15:09:47 +0200
Subject: [PATCH 04/13] =?UTF-8?q?Integrating=20ONNX=20runtime=20(ORT)=20in?=
 =?UTF-8?q?=20Spark=20NLP=205.0.0=20=F0=9F=8E=89=20(#13857)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* Add ONNX Runtime to the dependencies

* Add both CPU and GPU coordinates for onnxruntime

* Implement OnnxSerializeModel

* Implement OnnxWrapper

* Update error message for loading external models

* Add support for ONNX to BertEmbeddings annotator

* Add support for ONNX to BERT backend

* Add support for ONNX to DeBERTa

* Implement ONNX in DeBERTa backend

* Adapt Bert For sentence embeddings with the new backend

* Update unit test for BERT (temp)

* Update unit test for DeBERTa (temp)

* Update onnxruntime and google cloud dependencies

* Seems Apple Silicon and Aarch64 are supported in onnxruntime

* Cleaning up

* Remove bad merge

* Update BERT unit test

* Add fix me to the try

* Making withSafeOnnxModelLoader thread safe

* update onnxruntime

* Revert back to normal unit tests for now [ski ptest]

* Added ADT for ModelEngine (#13862)

Co-authored-by: Stefano Lori <s.lori@izicap.com>

* Optimize ONNX on CPU

* refactor

* Add ONNX support to DistilBERT

* Add support for ONNX in RoBERTa

* Fix the bad serialization on write

* Fix using the wrong object

---------

Co-authored-by: Stefano Lori <wolliq@users.noreply.github.com>
Co-authored-by: Stefano Lori <s.lori@izicap.com>
---
 build.sbt                                     |  11 +
 project/Dependencies.scala                    |   5 +-
 .../scala/com/johnsnowlabs/ml/ai/Bert.scala   | 280 ++++++++++++------
 .../com/johnsnowlabs/ml/ai/DeBerta.scala      | 143 ++++++---
 .../com/johnsnowlabs/ml/ai/DistilBert.scala   | 123 +++++---
 .../com/johnsnowlabs/ml/ai/RoBerta.scala      | 124 +++++---
 .../ml/onnx/OnnxSerializeModel.scala          |  98 ++++++
 .../johnsnowlabs/ml/onnx/OnnxWrapper.scala    | 162 ++++++++++
 .../ml/util/LoadExternalModel.scala           |  28 +-
 .../johnsnowlabs/ml/util/ModelEngine.scala    |  31 +-
 .../com/johnsnowlabs/nlp/HasEngine.scala      |   4 +-
 .../nlp/annotators/audio/HubertForCTC.scala   |   4 +-
 .../nlp/annotators/audio/Wav2Vec2ForCTC.scala |   4 +-
 .../dl/AlbertForQuestionAnswering.scala       |   4 +-
 .../dl/AlbertForSequenceClassification.scala  |   4 +-
 .../dl/AlbertForTokenClassification.scala     |   4 +-
 .../dl/BertForQuestionAnswering.scala         |   4 +-
 .../dl/BertForSequenceClassification.scala    |   4 +-
 .../dl/BertForTokenClassification.scala       |   4 +-
 .../dl/BertForZeroShotClassification.scala    |   8 +-
 .../dl/CamemBertForQuestionAnswering.scala    |   4 +-
 .../CamemBertForSequenceClassification.scala  |   4 +-
 .../dl/CamemBertForTokenClassification.scala  |   4 +-
 .../dl/DeBertaForQuestionAnswering.scala      |   4 +-
 .../dl/DeBertaForSequenceClassification.scala |   4 +-
 .../dl/DeBertaForTokenClassification.scala    |   4 +-
 .../dl/DistilBertForQuestionAnswering.scala   |   4 +-
 .../DistilBertForSequenceClassification.scala |   4 +-
 .../dl/DistilBertForTokenClassification.scala |   4 +-
 .../DistilBertForZeroShotClassification.scala |   4 +-
 .../dl/LongformerForQuestionAnswering.scala   |   4 +-
 .../LongformerForSequenceClassification.scala |   4 +-
 .../dl/LongformerForTokenClassification.scala |   4 +-
 .../dl/RoBertaForQuestionAnswering.scala      |   4 +-
 .../dl/RoBertaForSequenceClassification.scala |   4 +-
 .../dl/RoBertaForTokenClassification.scala    |   4 +-
 .../dl/RoBertaForZeroShotClassification.scala |   4 +-
 .../dl/TapasForQuestionAnswering.scala        |   4 +-
 .../dl/XlmRoBertaForQuestionAnswering.scala   |   4 +-
 .../XlmRoBertaForSequenceClassification.scala |   4 +-
 .../dl/XlmRoBertaForTokenClassification.scala |   4 +-
 .../dl/XlnetForSequenceClassification.scala   |   4 +-
 .../dl/XlnetForTokenClassification.scala      |   4 +-
 .../annotators/coref/SpanBertCorefModel.scala |   4 +-
 .../cv/ConvNextForImageClassification.scala   |   4 +-
 .../cv/SwinForImageClassification.scala       |   4 +-
 .../cv/ViTForImageClassification.scala        |   6 +-
 .../annotators/ld/dl/LanguageDetectorDL.scala |   4 +-
 .../annotators/seq2seq/BartTransformer.scala  |   4 +-
 .../annotators/seq2seq/GPT2Transformer.scala  |   4 +-
 .../seq2seq/MarianTransformer.scala           |   4 +-
 .../annotators/seq2seq/T5Transformer.scala    |   4 +-
 .../nlp/embeddings/AlbertEmbeddings.scala     |   4 +-
 .../nlp/embeddings/BertEmbeddings.scala       |  91 ++++--
 .../embeddings/BertSentenceEmbeddings.scala   |  79 +++--
 .../nlp/embeddings/CamemBertEmbeddings.scala  |   4 +-
 .../nlp/embeddings/DeBertaEmbeddings.scala    |  88 ++++--
 .../nlp/embeddings/DistilBertEmbeddings.scala |  93 ++++--
 .../nlp/embeddings/ElmoEmbeddings.scala       |   4 +-
 .../nlp/embeddings/LongformerEmbeddings.scala |  15 +-
 .../nlp/embeddings/RoBertaEmbeddings.scala    |  65 +++-
 .../RoBertaSentenceEmbeddings.scala           |  16 +-
 .../embeddings/UniversalSentenceEncoder.scala |   4 +-
 .../nlp/embeddings/XlmRoBertaEmbeddings.scala |   4 +-
 .../XlmRoBertaSentenceEmbeddings.scala        |   4 +-
 .../nlp/embeddings/XlnetEmbeddings.scala      |   4 +-
 66 files changed, 1199 insertions(+), 455 deletions(-)
 create mode 100644 src/main/scala/com/johnsnowlabs/ml/onnx/OnnxSerializeModel.scala
 create mode 100644 src/main/scala/com/johnsnowlabs/ml/onnx/OnnxWrapper.scala

diff --git a/build.sbt b/build.sbt
index 7821eecfcc413b..c9e37ecd4a699e 100644
--- a/build.sbt
+++ b/build.sbt
@@ -165,6 +165,16 @@ val tensorflowDependencies: Seq[sbt.ModuleID] =
   else
     Seq(tensorflowCPU)
 
+val onnxDependencies: Seq[sbt.ModuleID] =
+  if (is_gpu.equals("true"))
+    Seq(onnxGPU)
+  else if (is_silicon.equals("true"))
+    Seq(onnxCPU)
+  else if (is_aarch64.equals("true"))
+    Seq(onnxCPU)
+  else
+    Seq(onnxCPU)
+
 lazy val mavenProps = settingKey[Unit]("workaround for Maven properties")
 
 lazy val root = (project in file("."))
@@ -175,6 +185,7 @@ lazy val root = (project in file("."))
         testDependencies ++
         utilDependencies ++
         tensorflowDependencies ++
+        onnxDependencies ++
         typedDependencyParserDependencies,
     // TODO potentially improve this?
     mavenProps := {
diff --git a/project/Dependencies.scala b/project/Dependencies.scala
index f36d7f528d3c54..99b725d3b51c76 100644
--- a/project/Dependencies.scala
+++ b/project/Dependencies.scala
@@ -108,7 +108,10 @@ object Dependencies {
   val tensorflowM1 = "com.johnsnowlabs.nlp" %% "tensorflow-m1" % tensorflowVersion
   val tensorflowLinuxAarch64 = "com.johnsnowlabs.nlp" %% "tensorflow-aarch64" % tensorflowVersion
 
-  val gcpStorageVersion = "2.16.0"
+  val onnxRuntimeVersion = "1.15.0"
+  val onnxCPU = "com.microsoft.onnxruntime" % "onnxruntime" % onnxRuntimeVersion
+  val onnxGPU = "com.microsoft.onnxruntime" % "onnxruntime_gpu" % onnxRuntimeVersion
+  val gcpStorageVersion = "2.20.1"
   val gcpStorage = "com.google.cloud" % "google-cloud-storage" % gcpStorageVersion
 
   /** ------- Dependencies end  ------- */
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/Bert.scala b/src/main/scala/com/johnsnowlabs/ml/ai/Bert.scala
index ed704f8c3ef476..c291b9f23c549d 100644
--- a/src/main/scala/com/johnsnowlabs/ml/ai/Bert.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/Bert.scala
@@ -16,10 +16,12 @@
 
 package com.johnsnowlabs.ml.ai
 
+import ai.onnxruntime.OnnxTensor
 import com.johnsnowlabs.ml.ai.util.PrepareEmbeddings
+import com.johnsnowlabs.ml.onnx.OnnxWrapper
 import com.johnsnowlabs.ml.tensorflow.sign.{ModelSignatureConstants, ModelSignatureManager}
 import com.johnsnowlabs.ml.tensorflow.{TensorResources, TensorflowWrapper}
-import com.johnsnowlabs.ml.util.ModelArch
+import com.johnsnowlabs.ml.util.{ModelArch, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.{Annotation, AnnotatorType}
 
@@ -35,6 +37,8 @@ import scala.collection.JavaConverters._
   *
   * @param tensorflowWrapper
   *   Bert Model wrapper with TensorFlow Wrapper
+  * @param onnxWrapper
+  *   Bert Model wrapper with ONNX Wrapper
   * @param sentenceStartTokenId
   *   Id of sentence start Token
   * @param sentenceEndTokenId
@@ -47,7 +51,8 @@ import scala.collection.JavaConverters._
   * Source: [[https://github.com/google-research/bert]]
   */
 private[johnsnowlabs] class Bert(
-    val tensorflowWrapper: TensorflowWrapper,
+    val tensorflowWrapper: Option[TensorflowWrapper],
+    val onnxWrapper: Option[OnnxWrapper],
     sentenceStartTokenId: Int,
     sentenceEndTokenId: Int,
     configProtoBytes: Option[Array[Byte]] = None,
@@ -57,6 +62,10 @@ private[johnsnowlabs] class Bert(
     extends Serializable {
 
   val _tfBertSignatures: Map[String, String] = signatures.getOrElse(ModelSignatureManager.apply())
+  val detectedEngine: String =
+    if (tensorflowWrapper.isDefined) TensorFlow.name
+    else if (onnxWrapper.isDefined) ONNX.name
+    else TensorFlow.name
 
   private def sessionWarmup(): Unit = {
     val dummyInput =
@@ -74,51 +83,99 @@ private[johnsnowlabs] class Bert(
   sessionWarmup()
 
   def tag(batch: Seq[Array[Int]]): Seq[Array[Array[Float]]] = {
-
     val maxSentenceLength = batch.map(pieceIds => pieceIds.length).max
     val batchLength = batch.length
 
-    val tensors = new TensorResources()
-
-    val (tokenTensors, maskTensors, segmentTensors) =
-      PrepareEmbeddings.prepareBatchTensorsWithSegment(
-        tensors = tensors,
-        batch = batch,
-        maxSentenceLength = maxSentenceLength,
-        batchLength = batchLength)
-
-    val runner = tensorflowWrapper
-      .getTFSessionWithSignature(
-        configProtoBytes = configProtoBytes,
-        savedSignatures = signatures,
-        initAllTables = false)
-      .runner
-
-    runner
-      .feed(
-        _tfBertSignatures.getOrElse(
-          ModelSignatureConstants.InputIdsV1.key,
-          "missing_input_id_key"),
-        tokenTensors)
-      .feed(
-        _tfBertSignatures
-          .getOrElse(ModelSignatureConstants.AttentionMaskV1.key, "missing_input_mask_key"),
-        maskTensors)
-      .feed(
-        _tfBertSignatures
-          .getOrElse(ModelSignatureConstants.TokenTypeIdsV1.key, "missing_segment_ids_key"),
-        segmentTensors)
-      .fetch(_tfBertSignatures
-        .getOrElse(ModelSignatureConstants.LastHiddenStateV1.key, "missing_sequence_output_key"))
-
-    val outs = runner.run().asScala
-    val embeddings = TensorResources.extractFloats(outs.head)
+    val embeddings = detectedEngine match {
+
+      case ONNX.name =>
+        // [nb of encoded sentences , maxSentenceLength]
+        val (runner, env) = onnxWrapper.get.getSession()
+
+        val tokenTensors =
+          OnnxTensor.createTensor(env, batch.map(x => x.map(x => x.toLong)).toArray)
+        val maskTensors =
+          OnnxTensor.createTensor(
+            env,
+            batch.map(sentence => sentence.map(x => if (x == 0L) 0L else 1L)).toArray)
+
+        val segmentTensors =
+          OnnxTensor.createTensor(env, batch.map(x => Array.fill(maxSentenceLength)(0L)).toArray)
+
+        val inputs =
+          Map(
+            "input_ids" -> tokenTensors,
+            "attention_mask" -> maskTensors,
+            "token_type_ids" -> segmentTensors).asJava
+
+        // TODO:  A try without a catch or finally is equivalent to putting its body in a block; no exceptions are handled.
+        try {
+          val results = runner.run(inputs)
+          try {
+            val embeddings = results
+              .get("last_hidden_state")
+              .get()
+              .asInstanceOf[OnnxTensor]
+              .getFloatBuffer
+              .array()
+            tokenTensors.close()
+            maskTensors.close()
+            segmentTensors.close()
+            //    runner.close()
+            //    env.close()
+            //
+            embeddings
+          } finally if (results != null) results.close()
+        }
+      case _ =>
+        val tensors = new TensorResources()
+
+        val (tokenTensors, maskTensors, segmentTensors) =
+          PrepareEmbeddings.prepareBatchTensorsWithSegment(
+            tensors,
+            batch,
+            maxSentenceLength,
+            batchLength)
+
+        val runner = tensorflowWrapper.get
+          .getTFSessionWithSignature(
+            configProtoBytes = configProtoBytes,
+            savedSignatures = signatures,
+            initAllTables = false)
+          .runner
+
+        runner
+          .feed(
+            _tfBertSignatures.getOrElse(
+              ModelSignatureConstants.InputIdsV1.key,
+              "missing_input_id_key"),
+            tokenTensors)
+          .feed(
+            _tfBertSignatures
+              .getOrElse(ModelSignatureConstants.AttentionMaskV1.key, "missing_input_mask_key"),
+            maskTensors)
+          .feed(
+            _tfBertSignatures
+              .getOrElse(ModelSignatureConstants.TokenTypeIdsV1.key, "missing_segment_ids_key"),
+            segmentTensors)
+          .fetch(
+            _tfBertSignatures
+              .getOrElse(
+                ModelSignatureConstants.LastHiddenStateV1.key,
+                "missing_sequence_output_key"))
+
+        val outs = runner.run().asScala
+        val embeddings = TensorResources.extractFloats(outs.head)
+
+        tokenTensors.close()
+        maskTensors.close()
+        segmentTensors.close()
+        tensors.clearSession(outs)
+        tensors.clearTensors()
+
+        embeddings
 
-    tokenTensors.close()
-    maskTensors.close()
-    segmentTensors.close()
-    tensors.clearSession(outs)
-    tensors.clearTensors()
+    }
 
     PrepareEmbeddings.prepareBatchWordEmbeddings(
       batch,
@@ -133,48 +190,91 @@ private[johnsnowlabs] class Bert(
     val maxSentenceLength = batch.map(pieceIds => pieceIds.length).max
     val batchLength = batch.length
 
-    val tensors = new TensorResources()
-
-    val (tokenTensors, maskTensors, segmentTensors) =
-      PrepareEmbeddings.prepareBatchTensorsWithSegment(
-        tensors = tensors,
-        batch = batch,
-        maxSentenceLength = maxSentenceLength,
-        batchLength = batchLength)
-
-    val runner = tensorflowWrapper
-      .getTFSessionWithSignature(
-        configProtoBytes = configProtoBytes,
-        savedSignatures = signatures,
-        initAllTables = false)
-      .runner
-
-    runner
-      .feed(
-        _tfBertSignatures.getOrElse(
-          ModelSignatureConstants.InputIdsV1.key,
-          "missing_input_id_key"),
-        tokenTensors)
-      .feed(
-        _tfBertSignatures
-          .getOrElse(ModelSignatureConstants.AttentionMaskV1.key, "missing_input_mask_key"),
-        maskTensors)
-      .feed(
-        _tfBertSignatures
-          .getOrElse(ModelSignatureConstants.TokenTypeIdsV1.key, "missing_segment_ids_key"),
-        segmentTensors)
-      .fetch(_tfBertSignatures
-        .getOrElse(ModelSignatureConstants.PoolerOutput.key, "missing_pooled_output_key"))
-
-    val outs = runner.run().asScala
-    val embeddings = TensorResources.extractFloats(outs.head)
-
-    tokenTensors.close()
-    maskTensors.close()
-    segmentTensors.close()
-    tensors.clearSession(outs)
-    tensors.clearTensors()
+    val embeddings = detectedEngine match {
+      case ONNX.name =>
+        // [nb of encoded sentences , maxSentenceLength]
+        val (runner, env) = onnxWrapper.get.getSession()
+
+        val tokenTensors =
+          OnnxTensor.createTensor(env, batch.map(x => x.map(x => x.toLong)).toArray)
+        val maskTensors =
+          OnnxTensor.createTensor(
+            env,
+            batch.map(sentence => sentence.map(x => if (x == 0L) 0L else 1L)).toArray)
+
+        val segmentTensors =
+          OnnxTensor.createTensor(env, batch.map(x => Array.fill(maxSentenceLength)(0L)).toArray)
+
+        val inputs =
+          Map(
+            "input_ids" -> tokenTensors,
+            "attention_mask" -> maskTensors,
+            "token_type_ids" -> segmentTensors).asJava
+
+        try {
+          val results = runner.run(inputs)
+          try {
+            val embeddings = results
+              .get("pooler_output")
+              .get()
+              .asInstanceOf[OnnxTensor]
+              .getFloatBuffer
+              .array()
+            tokenTensors.close()
+            maskTensors.close()
+            segmentTensors.close()
+            //    runner.close()
+            //    env.close()
+            //
+            embeddings
+          } finally if (results != null) results.close()
+        }
+      case _ =>
+        val tensors = new TensorResources()
+
+        val (tokenTensors, maskTensors, segmentTensors) =
+          PrepareEmbeddings.prepareBatchTensorsWithSegment(
+            tensors,
+            batch,
+            maxSentenceLength,
+            batchLength)
+
+        val runner = tensorflowWrapper.get
+          .getTFSessionWithSignature(
+            configProtoBytes = configProtoBytes,
+            savedSignatures = signatures,
+            initAllTables = false)
+          .runner
+
+        runner
+          .feed(
+            _tfBertSignatures.getOrElse(
+              ModelSignatureConstants.InputIdsV1.key,
+              "missing_input_id_key"),
+            tokenTensors)
+          .feed(
+            _tfBertSignatures
+              .getOrElse(ModelSignatureConstants.AttentionMaskV1.key, "missing_input_mask_key"),
+            maskTensors)
+          .feed(
+            _tfBertSignatures
+              .getOrElse(ModelSignatureConstants.TokenTypeIdsV1.key, "missing_segment_ids_key"),
+            segmentTensors)
+          .fetch(_tfBertSignatures
+            .getOrElse(ModelSignatureConstants.PoolerOutput.key, "missing_pooled_output_key"))
+
+        val outs = runner.run().asScala
+        val embeddings = TensorResources.extractFloats(outs.head)
+
+        tokenTensors.close()
+        maskTensors.close()
+        segmentTensors.close()
+        tensors.clearSession(outs)
+        tensors.clearTensors()
+
+        embeddings
 
+    }
     val dim = embeddings.length / batchLength
     embeddings.grouped(dim).toArray
 
@@ -200,17 +300,17 @@ private[johnsnowlabs] class Bert(
       segmentBuffers.offset(offset).write(Array.fill(maxSentenceLength)(0L))
     }
 
-    val runner = tensorflowWrapper
+    val tokenTensors = tensors.createLongBufferTensor(shape, tokenBuffers)
+    val maskTensors = tensors.createLongBufferTensor(shape, maskBuffers)
+    val segmentTensors = tensors.createLongBufferTensor(shape, segmentBuffers)
+
+    val runner = tensorflowWrapper.get
       .getTFSessionWithSignature(
         configProtoBytes = configProtoBytes,
         savedSignatures = signatures,
         initAllTables = false)
       .runner
 
-    val tokenTensors = tensors.createLongBufferTensor(shape, tokenBuffers)
-    val maskTensors = tensors.createLongBufferTensor(shape, maskBuffers)
-    val segmentTensors = tensors.createLongBufferTensor(shape, segmentBuffers)
-
     runner
       .feed(
         _tfBertSignatures.getOrElse(
@@ -257,7 +357,6 @@ private[johnsnowlabs] class Bert(
           maxSentenceLength,
           sentenceStartTokenId,
           sentenceEndTokenId)
-
         val vectors = tag(encoded)
 
         /*Combine tokens and calculated embeddings*/
@@ -324,7 +423,6 @@ private[johnsnowlabs] class Bert(
           maxSentenceLength,
           sentenceStartTokenId,
           sentenceEndTokenId)
-
         val embeddings = if (isLong) {
           tagSequenceSBert(encoded)
         } else {
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/DeBerta.scala b/src/main/scala/com/johnsnowlabs/ml/ai/DeBerta.scala
index 2f2638c5acd65e..bbf4ac83b1862b 100644
--- a/src/main/scala/com/johnsnowlabs/ml/ai/DeBerta.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/DeBerta.scala
@@ -16,10 +16,13 @@
 
 package com.johnsnowlabs.ml.ai
 
+import ai.onnxruntime.OnnxTensor
 import com.johnsnowlabs.ml.ai.util.PrepareEmbeddings
-import com.johnsnowlabs.ml.tensorflow.sentencepiece.{SentencePieceWrapper, SentencepieceEncoder}
+import com.johnsnowlabs.ml.onnx.OnnxWrapper
+import com.johnsnowlabs.ml.tensorflow.sentencepiece._
 import com.johnsnowlabs.ml.tensorflow.sign.{ModelSignatureConstants, ModelSignatureManager}
 import com.johnsnowlabs.ml.tensorflow.{TensorResources, TensorflowWrapper}
+import com.johnsnowlabs.ml.util.{ONNX, TensorFlow}
 import com.johnsnowlabs.nlp.annotators.common._
 
 import scala.collection.JavaConverters._
@@ -34,7 +37,8 @@ import scala.collection.JavaConverters._
   *   Configuration for TensorFlow session
   */
 class DeBerta(
-    val tensorflowWrapper: TensorflowWrapper,
+    val tensorflowWrapper: Option[TensorflowWrapper],
+    val onnxWrapper: Option[OnnxWrapper],
     val spp: SentencePieceWrapper,
     batchSize: Int,
     configProtoBytes: Option[Array[Byte]] = None,
@@ -44,6 +48,11 @@ class DeBerta(
   val _tfDeBertaSignatures: Map[String, String] =
     signatures.getOrElse(ModelSignatureManager.apply())
 
+  val detectedEngine: String =
+    if (tensorflowWrapper.isDefined) TensorFlow.name
+    else if (onnxWrapper.isDefined) ONNX.name
+    else TensorFlow.name
+
   // keys representing the input and output tensors of the DeBERTa model
   private val SentenceStartTokenId = spp.getSppModel.pieceToId("[CLS]")
   private val SentenceEndTokenId = spp.getSppModel.pieceToId("[SEP]")
@@ -51,52 +60,96 @@ class DeBerta(
   private val SentencePieceDelimiterId = spp.getSppModel.pieceToId("▁")
 
   def tag(batch: Seq[Array[Int]]): Seq[Array[Array[Float]]] = {
-
+    /* Actual size of each sentence to skip padding in the TF model */
     val maxSentenceLength = batch.map(pieceIds => pieceIds.length).max
     val batchLength = batch.length
 
-    val tensors = new TensorResources()
-
-    val (tokenTensors, maskTensors, segmentTensors) =
-      PrepareEmbeddings.prepareBatchTensorsWithSegment(
-        tensors = tensors,
-        batch = batch,
-        maxSentenceLength = maxSentenceLength,
-        batchLength = batchLength,
-        sentencePadTokenId = SentencePadTokenId)
-
-    val runner = tensorflowWrapper
-      .getTFSessionWithSignature(
-        configProtoBytes = configProtoBytes,
-        savedSignatures = signatures,
-        initAllTables = false)
-      .runner
-
-    runner
-      .feed(
-        _tfDeBertaSignatures.getOrElse(
-          ModelSignatureConstants.InputIds.key,
-          "missing_input_id_key"),
-        tokenTensors)
-      .feed(
-        _tfDeBertaSignatures
-          .getOrElse(ModelSignatureConstants.AttentionMask.key, "missing_input_mask_key"),
-        maskTensors)
-      .feed(
-        _tfDeBertaSignatures
-          .getOrElse(ModelSignatureConstants.TokenTypeIds.key, "missing_segment_ids_key"),
-        segmentTensors)
-      .fetch(_tfDeBertaSignatures
-        .getOrElse(ModelSignatureConstants.LastHiddenState.key, "missing_sequence_output_key"))
-
-    val outs = runner.run().asScala
-    val embeddings = TensorResources.extractFloats(outs.head)
-
-    tokenTensors.close()
-    maskTensors.close()
-    segmentTensors.close()
-    tensors.clearSession(outs)
-    tensors.clearTensors()
+    val embeddings = detectedEngine match {
+
+      case ONNX.name =>
+        // [nb of encoded sentences , maxSentenceLength]
+        val (runner, env) = onnxWrapper.get.getSession()
+
+        val tokenTensors =
+          OnnxTensor.createTensor(env, batch.map(x => x.map(x => x.toLong)).toArray)
+        val maskTensors =
+          OnnxTensor.createTensor(
+            env,
+            batch.map(sentence => sentence.map(x => if (x == 0L) 0L else 1L)).toArray)
+
+        val segmentTensors =
+          OnnxTensor.createTensor(env, batch.map(x => Array.fill(maxSentenceLength)(0L)).toArray)
+
+        val inputs =
+          Map("input_ids" -> tokenTensors, "attention_mask" -> maskTensors).asJava
+
+        try {
+          val results = runner.run(inputs)
+          try {
+            val embeddings = results
+              .get("last_hidden_state")
+              .get()
+              .asInstanceOf[OnnxTensor]
+              .getFloatBuffer
+              .array()
+            tokenTensors.close()
+            maskTensors.close()
+            segmentTensors.close()
+            //    runner.close()
+            //    env.close()
+            //
+            embeddings
+          } finally if (results != null) results.close()
+        }
+      case _ =>
+        val tensors = new TensorResources()
+
+        val (tokenTensors, maskTensors, segmentTensors) =
+          PrepareEmbeddings.prepareBatchTensorsWithSegment(
+            tensors,
+            batch,
+            maxSentenceLength,
+            batchLength)
+
+        val runner = tensorflowWrapper.get
+          .getTFSessionWithSignature(
+            configProtoBytes = configProtoBytes,
+            savedSignatures = signatures,
+            initAllTables = false)
+          .runner
+
+        runner
+          .feed(
+            _tfDeBertaSignatures.getOrElse(
+              ModelSignatureConstants.InputIds.key,
+              "missing_input_id_key"),
+            tokenTensors)
+          .feed(
+            _tfDeBertaSignatures
+              .getOrElse(ModelSignatureConstants.AttentionMask.key, "missing_input_mask_key"),
+            maskTensors)
+          .feed(
+            _tfDeBertaSignatures
+              .getOrElse(ModelSignatureConstants.TokenTypeIds.key, "missing_segment_ids_key"),
+            segmentTensors)
+          .fetch(
+            _tfDeBertaSignatures
+              .getOrElse(
+                ModelSignatureConstants.LastHiddenState.key,
+                "missing_sequence_output_key"))
+
+        val outs = runner.run().asScala
+        val embeddings = TensorResources.extractFloats(outs.head)
+
+        tokenTensors.close()
+        maskTensors.close()
+        segmentTensors.close()
+        tensors.clearSession(outs)
+        tensors.clearTensors()
+
+        embeddings
+
+    }
 
     PrepareEmbeddings.prepareBatchWordEmbeddings(
       batch,
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/DistilBert.scala b/src/main/scala/com/johnsnowlabs/ml/ai/DistilBert.scala
index 3e0d9a022a52cf..afa6a3b8bb29d5 100644
--- a/src/main/scala/com/johnsnowlabs/ml/ai/DistilBert.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/DistilBert.scala
@@ -16,10 +16,12 @@
 
 package com.johnsnowlabs.ml.ai
 
+import ai.onnxruntime.OnnxTensor
 import com.johnsnowlabs.ml.ai.util.PrepareEmbeddings
+import com.johnsnowlabs.ml.onnx.OnnxWrapper
 import com.johnsnowlabs.ml.tensorflow.sign.{ModelSignatureConstants, ModelSignatureManager}
 import com.johnsnowlabs.ml.tensorflow.{TensorResources, TensorflowWrapper}
-import com.johnsnowlabs.ml.util.ModelArch
+import com.johnsnowlabs.ml.util.{ModelArch, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.{Annotation, AnnotatorType}
 
@@ -66,7 +68,8 @@ import scala.collection.JavaConverters._
   *   Configuration for TensorFlow session
   */
 private[johnsnowlabs] class DistilBert(
-    val tensorflowWrapper: TensorflowWrapper,
+    val tensorflowWrapper: Option[TensorflowWrapper],
+    val onnxWrapper: Option[OnnxWrapper],
     sentenceStartTokenId: Int,
     sentenceEndTokenId: Int,
     configProtoBytes: Option[Array[Byte]] = None,
@@ -75,6 +78,10 @@ private[johnsnowlabs] class DistilBert(
     extends Serializable {
 
   val _tfBertSignatures: Map[String, String] = signatures.getOrElse(ModelSignatureManager.apply())
+  val detectedEngine: String =
+    if (tensorflowWrapper.isDefined) TensorFlow.name
+    else if (onnxWrapper.isDefined) ONNX.name
+    else TensorFlow.name
 
   private def sessionWarmup(): Unit = {
     val dummyInput =
@@ -93,46 +100,88 @@ private[johnsnowlabs] class DistilBert(
     val maxSentenceLength = batch.map(pieceIds => pieceIds.length).max
     val batchLength = batch.length
 
-    val tensors = new TensorResources()
-
-    val (tokenTensors, maskTensors) =
-      PrepareEmbeddings.prepareBatchTensors(
-        tensors = tensors,
-        batch = batch,
-        maxSentenceLength = maxSentenceLength,
-        batchLength = batchLength)
-
-    val runner = tensorflowWrapper
-      .getTFSessionWithSignature(
-        configProtoBytes = configProtoBytes,
-        savedSignatures = signatures,
-        initAllTables = false)
-      .runner
-
-    runner
-      .feed(
-        _tfBertSignatures.getOrElse(ModelSignatureConstants.InputIds.key, "missing_input_id_key"),
-        tokenTensors)
-      .feed(
-        _tfBertSignatures
-          .getOrElse(ModelSignatureConstants.AttentionMask.key, "missing_input_mask_key"),
-        maskTensors)
-      .fetch(_tfBertSignatures
-        .getOrElse(ModelSignatureConstants.LastHiddenState.key, "missing_sequence_output_key"))
-
-    val outs = runner.run().asScala
-    val embeddings = TensorResources.extractFloats(outs.head)
-
-    tokenTensors.close()
-    maskTensors.close()
-    tensors.clearSession(outs)
-    tensors.clearTensors()
+    val embeddings = detectedEngine match {
+      case ONNX.name =>
+        // [nb of encoded sentences , maxSentenceLength]
+        val (runner, env) = onnxWrapper.get.getSession()
+
+        val tokenTensors =
+          OnnxTensor.createTensor(env, batch.map(x => x.map(x => x.toLong)).toArray)
+        val maskTensors =
+          OnnxTensor.createTensor(
+            env,
+            batch.map(sentence => sentence.map(x => if (x == 0L) 0L else 1L)).toArray)
+
+        val inputs =
+          Map("input_ids" -> tokenTensors, "attention_mask" -> maskTensors).asJava
+
+        // TODO:  A try without a catch or finally is equivalent to putting its body in a block; no exceptions are handled.
+        try {
+          val results = runner.run(inputs)
+          try {
+            val embeddings = results
+              .get("last_hidden_state")
+              .get()
+              .asInstanceOf[OnnxTensor]
+              .getFloatBuffer
+              .array()
+            tokenTensors.close()
+            maskTensors.close()
+
+            embeddings
+          } finally if (results != null) results.close()
+        }
+      case _ =>
+        val tensors = new TensorResources()
+
+        val (tokenTensors, maskTensors, segmentTensors) =
+          PrepareEmbeddings.prepareBatchTensorsWithSegment(
+            tensors,
+            batch,
+            maxSentenceLength,
+            batchLength)
+
+        val runner = tensorflowWrapper.get
+          .getTFSessionWithSignature(
+            configProtoBytes = configProtoBytes,
+            savedSignatures = signatures,
+            initAllTables = false)
+          .runner
+
+        runner
+          .feed(
+            _tfBertSignatures.getOrElse(
+              ModelSignatureConstants.InputIds.key,
+              "missing_input_id_key"),
+            tokenTensors)
+          .feed(
+            _tfBertSignatures
+              .getOrElse(ModelSignatureConstants.AttentionMask.key, "missing_input_mask_key"),
+            maskTensors)
+          .fetch(
+            _tfBertSignatures
+              .getOrElse(
+                ModelSignatureConstants.LastHiddenState.key,
+                "missing_sequence_output_key"))
+
+        val outs = runner.run().asScala
+        val embeddings = TensorResources.extractFloats(outs.head)
+
+        tokenTensors.close()
+        maskTensors.close()
+        segmentTensors.close()
+        tensors.clearSession(outs)
+        tensors.clearTensors()
+
+        embeddings
+    }
 
     PrepareEmbeddings.prepareBatchWordEmbeddings(
       batch,
       embeddings,
       maxSentenceLength,
       batchLength)
+
   }
 
   /** @param batch
@@ -154,7 +203,7 @@ private[johnsnowlabs] class DistilBert(
         maxSentenceLength = maxSentenceLength,
         batchLength = batchLength)
 
-    val runner = tensorflowWrapper
+    val runner = tensorflowWrapper.get
       .getTFSessionWithSignature(
         configProtoBytes = configProtoBytes,
         savedSignatures = signatures,
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/RoBerta.scala b/src/main/scala/com/johnsnowlabs/ml/ai/RoBerta.scala
index b5d0f7c8c51560..1e903ff0d4a345 100644
--- a/src/main/scala/com/johnsnowlabs/ml/ai/RoBerta.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/RoBerta.scala
@@ -16,10 +16,12 @@
 
 package com.johnsnowlabs.ml.ai
 
+import ai.onnxruntime.OnnxTensor
 import com.johnsnowlabs.ml.ai.util.PrepareEmbeddings
+import com.johnsnowlabs.ml.onnx.OnnxWrapper
 import com.johnsnowlabs.ml.tensorflow.sign.{ModelSignatureConstants, ModelSignatureManager}
 import com.johnsnowlabs.ml.tensorflow.{TensorResources, TensorflowWrapper}
-import com.johnsnowlabs.ml.util.ModelArch
+import com.johnsnowlabs.ml.util.{ModelArch, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.{Annotation, AnnotatorType}
 
@@ -39,7 +41,8 @@ import scala.collection.JavaConverters._
   *   Model's inputs and output(s) signatures
   */
 private[johnsnowlabs] class RoBerta(
-    val tensorflowWrapper: TensorflowWrapper,
+    val tensorflowWrapper: Option[TensorflowWrapper],
+    val onnxWrapper: Option[OnnxWrapper],
     sentenceStartTokenId: Int,
     sentenceEndTokenId: Int,
     padTokenId: Int,
@@ -50,6 +53,10 @@ private[johnsnowlabs] class RoBerta(
 
   val _tfRoBertaSignatures: Map[String, String] =
     signatures.getOrElse(ModelSignatureManager.apply())
+  val detectedEngine: String =
+    if (tensorflowWrapper.isDefined) TensorFlow.name
+    else if (onnxWrapper.isDefined) ONNX.name
+    else TensorFlow.name
 
   private def sessionWarmup(): Unit = {
     val dummyInput =
@@ -68,42 +75,81 @@ private[johnsnowlabs] class RoBerta(
     val maxSentenceLength = batch.map(pieceIds => pieceIds.length).max
     val batchLength = batch.length
 
-    val tensors = new TensorResources()
-
-    val (tokenTensors, maskTensors) =
-      PrepareEmbeddings.prepareBatchTensors(
-        tensors = tensors,
-        batch = batch,
-        maxSentenceLength = maxSentenceLength,
-        batchLength = batchLength,
-        sentencePadTokenId = padTokenId)
-
-    val runner = tensorflowWrapper
-      .getTFSessionWithSignature(
-        configProtoBytes = configProtoBytes,
-        savedSignatures = signatures,
-        initAllTables = false)
-      .runner
-
-    runner
-      .feed(
-        _tfRoBertaSignatures
-          .getOrElse(ModelSignatureConstants.InputIds.key, "missing_input_id_key"),
-        tokenTensors)
-      .feed(
-        _tfRoBertaSignatures
-          .getOrElse(ModelSignatureConstants.AttentionMask.key, "missing_input_mask_key"),
-        maskTensors)
-      .fetch(_tfRoBertaSignatures
-        .getOrElse(ModelSignatureConstants.LastHiddenState.key, "missing_sequence_output_key"))
-
-    val outs = runner.run().asScala
-    val embeddings = TensorResources.extractFloats(outs.head)
-
-    tokenTensors.close()
-    maskTensors.close()
-    tensors.clearSession(outs)
-    tensors.clearTensors()
+    val embeddings = detectedEngine match {
+
+      case ONNX.name =>
+        // [nb of encoded sentences , maxSentenceLength]
+        val (runner, env) = onnxWrapper.get.getSession()
+
+        val tokenTensors =
+          OnnxTensor.createTensor(env, batch.map(x => x.map(x => x.toLong)).toArray)
+        val maskTensors =
+          OnnxTensor.createTensor(
+            env,
+            batch.map(sentence => sentence.map(x => if (x == 0L) 0L else 1L)).toArray)
+
+        val inputs =
+          Map("input_ids" -> tokenTensors, "attention_mask" -> maskTensors).asJava
+
+        // TODO:  A try without a catch or finally is equivalent to putting its body in a block; no exceptions are handled.
+        try {
+          val results = runner.run(inputs)
+          try {
+            val embeddings = results
+              .get("last_hidden_state")
+              .get()
+              .asInstanceOf[OnnxTensor]
+              .getFloatBuffer
+              .array()
+            tokenTensors.close()
+            maskTensors.close()
+            embeddings
+
+          } finally if (results != null) results.close()
+        }
+      case _ =>
+        val tensors = new TensorResources()
+
+        val (tokenTensors, maskTensors) =
+          PrepareEmbeddings.prepareBatchTensors(
+            tensors = tensors,
+            batch = batch,
+            maxSentenceLength = maxSentenceLength,
+            batchLength = batchLength,
+            sentencePadTokenId = padTokenId)
+
+        val runner = tensorflowWrapper.get
+          .getTFSessionWithSignature(
+            configProtoBytes = configProtoBytes,
+            savedSignatures = signatures,
+            initAllTables = false)
+          .runner
+
+        runner
+          .feed(
+            _tfRoBertaSignatures
+              .getOrElse(ModelSignatureConstants.InputIds.key, "missing_input_id_key"),
+            tokenTensors)
+          .feed(
+            _tfRoBertaSignatures
+              .getOrElse(ModelSignatureConstants.AttentionMask.key, "missing_input_mask_key"),
+            maskTensors)
+          .fetch(
+            _tfRoBertaSignatures
+              .getOrElse(
+                ModelSignatureConstants.LastHiddenState.key,
+                "missing_sequence_output_key"))
+
+        val outs = runner.run().asScala
+        val embeddings = TensorResources.extractFloats(outs.head)
+
+        tokenTensors.close()
+        maskTensors.close()
+        tensors.clearSession(outs)
+        tensors.clearTensors()
+
+        embeddings
+    }
 
     PrepareEmbeddings.prepareBatchWordEmbeddings(
       batch,
@@ -133,7 +179,7 @@ private[johnsnowlabs] class RoBerta(
         batchLength = batchLength,
         sentencePadTokenId = padTokenId)
 
-    val runner = tensorflowWrapper
+    val runner = tensorflowWrapper.get
       .getTFSessionWithSignature(
         configProtoBytes = configProtoBytes,
         savedSignatures = signatures,
diff --git a/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxSerializeModel.scala b/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxSerializeModel.scala
new file mode 100644
index 00000000000000..b6acafabbb8a3a
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxSerializeModel.scala
@@ -0,0 +1,98 @@
+/*
+ * Copyright 2017-2022 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.johnsnowlabs.ml.onnx
+
+import ai.onnxruntime.OrtSession.SessionOptions
+import com.johnsnowlabs.util.FileHelper
+import org.apache.commons.io.FileUtils
+import org.apache.hadoop.fs.{FileSystem, Path}
+import org.apache.spark.sql.SparkSession
+
+import java.io.File
+import java.nio.file.{Files, Paths}
+import java.util.UUID
+
+trait WriteOnnxModel {
+
+  def writeOnnxModel(
+      path: String,
+      spark: SparkSession,
+      onnxWrapper: OnnxWrapper,
+      suffix: String,
+      fileName: String): Unit = {
+    val uri = new java.net.URI(path.replaceAllLiterally("\\", "/"))
+    val fs = FileSystem.get(uri, spark.sparkContext.hadoopConfiguration)
+
+    // 1. Create tmp folder
+    val tmpFolder = Files
+      .createTempDirectory(UUID.randomUUID().toString.takeRight(12) + suffix)
+      .toAbsolutePath
+      .toString
+
+    val onnxFile = Paths.get(tmpFolder, fileName).toString
+
+    // 2. Save Tensorflow state
+    onnxWrapper.saveToFile(onnxFile)
+
+    // 3. Copy to dest folder
+    fs.copyFromLocalFile(new Path(onnxFile), new Path(path))
+
+    // 4. Remove tmp folder
+    FileUtils.deleteDirectory(new File(tmpFolder))
+  }
+
+}
+
+trait ReadOnnxModel {
+  val onnxFile: String
+
+  def readOnnxModel(
+      path: String,
+      spark: SparkSession,
+      suffix: String,
+      zipped: Boolean = true,
+      useBundle: Boolean = false,
+      sessionOptions: Option[SessionOptions] = None): OnnxWrapper = {
+
+    val uri = new java.net.URI(path.replaceAllLiterally("\\", "/"))
+    val fs = FileSystem.get(uri, spark.sparkContext.hadoopConfiguration)
+
+    // 1. Create tmp directory
+    val tmpFolder = Files
+      .createTempDirectory(UUID.randomUUID().toString.takeRight(12) + suffix)
+      .toAbsolutePath
+      .toString
+
+    // 2. Copy to local dir
+    fs.copyToLocalFile(new Path(path, onnxFile), new Path(tmpFolder))
+
+    val localPath = new Path(tmpFolder, onnxFile).toString
+
+    // 3. Read ONNX state
+    val onnxWrapper = OnnxWrapper.read(
+      localPath,
+      zipped = zipped,
+      useBundle = useBundle,
+      sessionOptions = sessionOptions)
+
+    // 4. Remove tmp folder
+    FileHelper.delete(tmpFolder)
+
+    onnxWrapper
+  }
+
+}
diff --git a/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxWrapper.scala b/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxWrapper.scala
new file mode 100644
index 00000000000000..3e755615521afe
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/ml/onnx/OnnxWrapper.scala
@@ -0,0 +1,162 @@
+/*
+ * Copyright 2017-2022 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.johnsnowlabs.ml.onnx
+
+import ai.onnxruntime.OrtSession.SessionOptions
+import ai.onnxruntime.OrtSession.SessionOptions.{ExecutionMode, OptLevel}
+import ai.onnxruntime.providers.OrtCUDAProviderOptions
+import ai.onnxruntime.{OrtEnvironment, OrtSession}
+import com.johnsnowlabs.util.{FileHelper, ZipArchiveUtil}
+import org.apache.commons.io.FileUtils
+import org.slf4j.{Logger, LoggerFactory}
+
+import java.io._
+import java.nio.file.{Files, Paths}
+import java.util.UUID
+
+class OnnxWrapper(var onnxModel: Array[Byte]) extends Serializable {
+
+  /** For Deserialization */
+  def this() = {
+    this(null)
+  }
+
+  // Important for serialization on none-kyro serializers
+  @transient private var m_session: OrtSession = _
+  @transient private var m_env: OrtEnvironment = _
+  @transient private val logger = LoggerFactory.getLogger("OnnxWrapper")
+
+  def getSession(sessionOptions: Option[SessionOptions] = None): (OrtSession, OrtEnvironment) =
+    this.synchronized {
+      if (m_session == null && m_env == null) {
+        val (session, env) = OnnxWrapper.withSafeOnnxModelLoader(onnxModel, sessionOptions)
+        m_env = env
+        m_session = session
+      }
+      (m_session, m_env)
+    }
+
+  def saveToFile(file: String): Unit = {
+    // 1. Create tmp director
+    val tmpFolder = Files
+      .createTempDirectory(UUID.randomUUID().toString.takeRight(12) + "_onnx")
+      .toAbsolutePath
+      .toString
+
+    // 2. Save onnx model
+    val onnxFile = Paths.get(tmpFolder, file).toString
+    FileUtils.writeByteArrayToFile(new File(onnxFile), onnxModel)
+
+    // 4. Zip folder
+    ZipArchiveUtil.zip(tmpFolder, file)
+
+    // 5. Remove tmp directory
+    FileHelper.delete(tmpFolder)
+  }
+
+}
+
+/** Companion object */
+object OnnxWrapper {
+  private[OnnxWrapper] val logger: Logger = LoggerFactory.getLogger("OnnxWrapper")
+
+  // TODO: make sure this.synchronized is needed or it's not a bottleneck
+  private def withSafeOnnxModelLoader(
+      onnxModel: Array[Byte],
+      sessionOptions: Option[SessionOptions] = None): (OrtSession, OrtEnvironment) =
+    this.synchronized {
+      val env = OrtEnvironment.getEnvironment()
+
+      val opts =
+        if (sessionOptions.isDefined) sessionOptions.get else new OrtSession.SessionOptions()
+
+      val providers = OrtEnvironment.getAvailableProviders
+
+      if (providers.toArray.map(x => x.toString).contains("CUDA")) {
+        logger.info("using CUDA")
+        // it seems there is no easy way to use multiple GPUs
+        // at least not without using multiple threads
+        // TODO: add support for multiple GPUs
+        // TODO: allow user to specify which GPU to use
+        val gpuDeviceId = 0 // The GPU device ID to execute on
+        val cudaOpts = new OrtCUDAProviderOptions(gpuDeviceId)
+        // TODO: incorporate other cuda-related configs
+        // cudaOpts.add("gpu_mem_limit", "" + (512 * 1024 * 1024))
+        // sessOptions.addCUDA(gpuDeviceId)
+        opts.addCUDA(cudaOpts)
+      } else {
+        logger.info("using CPUs")
+        // TODO: the following configs can be tested for performance
+        // However, so far, they seem to be slower than the ones used
+        // opts.setIntraOpNumThreads(Runtime.getRuntime.availableProcessors())
+        // opts.setMemoryPatternOptimization(true)
+        // opts.setCPUArenaAllocator(false)
+        opts.setIntraOpNumThreads(6)
+        opts.setOptimizationLevel(OptLevel.ALL_OPT)
+        opts.setExecutionMode(ExecutionMode.SEQUENTIAL)
+      }
+
+      val session = env.createSession(onnxModel, opts)
+      (session, env)
+    }
+
+  def read(
+      modelPath: String,
+      zipped: Boolean = true,
+      useBundle: Boolean = false,
+      modelName: String = "model",
+      sessionOptions: Option[SessionOptions] = None): OnnxWrapper = {
+
+    // 1. Create tmp folder
+    val tmpFolder = Files
+      .createTempDirectory(UUID.randomUUID().toString.takeRight(12) + "_onnx")
+      .toAbsolutePath
+      .toString
+
+    // 2. Unpack archive
+    val folder =
+      if (zipped)
+        ZipArchiveUtil.unzip(new File(modelPath), Some(tmpFolder))
+      else
+        modelPath
+
+    // TODO: simplify this logic of useBundle
+    val (session, env, modelBytes) =
+      if (useBundle) {
+        val onnxFile = Paths.get(modelPath, s"$modelName.onnx").toString
+        val modelFile = new File(onnxFile)
+        val modelBytes = FileUtils.readFileToByteArray(modelFile)
+        val (session, env) = withSafeOnnxModelLoader(modelBytes, sessionOptions)
+        (session, env, modelBytes)
+      } else {
+        val modelFile = new File(folder).list().head
+        val fullPath = Paths.get(folder, modelFile).toFile
+        val modelBytes = FileUtils.readFileToByteArray(fullPath)
+        val (session, env) = withSafeOnnxModelLoader(modelBytes, sessionOptions)
+        (session, env, modelBytes)
+      }
+
+    // 4. Remove tmp folder
+    FileHelper.delete(tmpFolder)
+
+    val onnxWrapper = new OnnxWrapper(modelBytes)
+    onnxWrapper.m_session = session
+    onnxWrapper.m_env = env
+    onnxWrapper
+  }
+
+}
diff --git a/src/main/scala/com/johnsnowlabs/ml/util/LoadExternalModel.scala b/src/main/scala/com/johnsnowlabs/ml/util/LoadExternalModel.scala
index 8e1f737be3a512..58aff6825f0408 100644
--- a/src/main/scala/com/johnsnowlabs/ml/util/LoadExternalModel.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/util/LoadExternalModel.scala
@@ -37,12 +37,26 @@ object LoadExternalModel {
        |    ├── variables.data-00000-of-00001
        |    └── variables.index
        |
+       |A typical imported ONNX model has the following structure:
+       |
+       |├── assets/
+       |    ├── your-assets-are-here (vocab, sp model, labels, etc.)
+       |├── model.onnx
+       |
+       |A typical imported ONNX model for Seq2Seq has the following structure:
+       |
+       |├── assets/
+       |    ├── your-assets-are-here (vocab, sp model, labels, etc.)
+       |├── encoder_model.onnx
+       |├── decoder_model.onnx
+       |├── decoder_with_past_model.onnx (not used in this release)
+       |
        |Please make sure you follow provided notebooks to import external models into Spark NLP:
        |https://github.com/JohnSnowLabs/spark-nlp/discussions/5669""".stripMargin
   }
 
   def isTensorFlowModel(modelPath: String): Boolean = {
-    val tfSavedModel = new File(modelPath, ModelEngine.tensorflowModelName)
+    val tfSavedModel = new File(modelPath, TensorFlow.modelName)
     tfSavedModel.exists()
 
   }
@@ -50,11 +64,11 @@ object LoadExternalModel {
   def isOnnxModel(modelPath: String, isEncoderDecoder: Boolean = false): Boolean = {
 
     if (isEncoderDecoder) {
-      val onnxEncoderModel = new File(modelPath, ModelEngine.onnxEncoderModel)
-      val onnxDecoderModel = new File(modelPath, ModelEngine.onnxDecoderModel)
+      val onnxEncoderModel = new File(modelPath, ONNX.encoderModel)
+      val onnxDecoderModel = new File(modelPath, ONNX.decoderModel)
       onnxEncoderModel.exists() && onnxDecoderModel.exists()
     } else {
-      val onnxModel = new File(modelPath, ModelEngine.onnxModelName)
+      val onnxModel = new File(modelPath, ONNX.modelName)
       onnxModel.exists()
     }
 
@@ -80,12 +94,12 @@ object LoadExternalModel {
     val onnxModelExist = isOnnxModel(modelPath, isEncoderDecoder)
 
     if (tfSavedModelExist) {
-      ModelEngine.tensorflow
+      TensorFlow.name
     } else if (onnxModelExist) {
-      ModelEngine.onnx
+      ONNX.name
     } else {
       require(tfSavedModelExist || onnxModelExist, notSupportedEngineError)
-      ModelEngine.unk
+      Unknown.name
     }
 
   }
diff --git a/src/main/scala/com/johnsnowlabs/ml/util/ModelEngine.scala b/src/main/scala/com/johnsnowlabs/ml/util/ModelEngine.scala
index 9e8b93e9991219..061a42e7caa930 100644
--- a/src/main/scala/com/johnsnowlabs/ml/util/ModelEngine.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/util/ModelEngine.scala
@@ -1,5 +1,5 @@
 /*
- * Copyright 2017-2022 John Snow Labs
+ * Copyright 2017-2023 John Snow Labs
  *
  * Licensed under the Apache License, Version 2.0 (the "License");
  * you may not use this file except in compliance with the License.
@@ -16,13 +16,24 @@
 
 package com.johnsnowlabs.ml.util
 
-object ModelEngine {
-  val tensorflow = "tensorflow"
-  val tensorflowModelName = "saved_model.pb"
-  val onnx = "onnx"
-  val onnxModelName = "model.onnx"
-  val onnxEncoderModel = "encoder_model.onnx"
-  val onnxDecoderModel = "decoder_model.onnx"
-  val onnxDecoderWithPastModel = "decoder_with_past_model.onnx"
-  val unk = "unk"
+sealed trait ModelEngine
+
+final case object TensorFlow extends ModelEngine {
+  val name = "tensorflow"
+  val modelName = "saved_model.pb"
+}
+final case object PyTorch extends ModelEngine {
+  val name = "pytorch"
+}
+
+final case object ONNX extends ModelEngine {
+  val name = "onnx"
+  val modelName = "model.onnx"
+  val encoderModel = "encoder_model.onnx"
+  val decoderModel = "decoder_model.onnx"
+  val decoderWithPastModel = "decoder_with_past_model.onnx"
+}
+
+final case object Unknown extends ModelEngine {
+  val name = "unk"
 }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/HasEngine.scala b/src/main/scala/com/johnsnowlabs/nlp/HasEngine.scala
index 541d50b34afee5..39870b3073ce12 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/HasEngine.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/HasEngine.scala
@@ -16,7 +16,7 @@
 
 package com.johnsnowlabs.nlp
 
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import org.apache.spark.ml.param.Param
 
 trait HasEngine extends ParamsAndFeaturesWritable {
@@ -27,7 +27,7 @@ trait HasEngine extends ParamsAndFeaturesWritable {
     */
   val engine = new Param[String](this, "engine", "Deep Learning engine used for this model")
 
-  setDefault(engine, ModelEngine.tensorflow)
+  setDefault(engine, TensorFlow.name)
 
   /** @group getParam */
   def getEngine: String = $(engine)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC.scala
index 989b3ee0634d30..520ffd0bda69ab 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC.scala
@@ -22,7 +22,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.audio.feature_extractor.Preprocessor
 import org.apache.spark.ml.util.Identifiable
@@ -213,7 +213,7 @@ trait ReadHubertForAudioDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC.scala
index 4e51a3812f1a25..5927de36c587e9 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC.scala
@@ -27,7 +27,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp.AnnotatorType.{AUDIO, DOCUMENT}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.audio.feature_extractor.Preprocessor
@@ -340,7 +340,7 @@ trait ReadWav2Vec2ForAudioDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering.scala
index 1d2026e7f1bd3a..217fbc6ca25947 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering.scala
@@ -28,7 +28,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -317,7 +317,7 @@ trait ReadAlbertForQuestionAnsweringDLModel
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification.scala
index 8e110c8460ec5a..f0d61bcaade650 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -372,7 +372,7 @@ trait ReadAlbertForSequenceDLModel extends ReadTensorflowModel with ReadSentence
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification.scala
index 4abbb18a6307f1..89e61223d63097 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.{ModelEngine, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -343,7 +343,7 @@ trait ReadAlbertForTokenDLModel extends ReadTensorflowModel with ReadSentencePie
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.scala
index e8d17348c1b968..d48b40dcb65c08 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.{ModelEngine, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -325,7 +325,7 @@ trait ReadBertForQuestionAnsweringDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.scala
index d873915c1e412e..ff0bb3aeb4676a 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.scala
@@ -24,7 +24,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.{ModelEngine, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -383,7 +383,7 @@ trait ReadBertForSequenceDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.scala
index c9062cd3d99b83..0c287de7d2cd64 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -346,7 +346,7 @@ trait ReadBertForTokenDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.scala
index b0149ab660d9c8..6c6ddc35140d1a 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.scala
@@ -19,23 +19,19 @@ package com.johnsnowlabs.nlp.annotators.classifier.dl
 import com.johnsnowlabs.ml.ai.BertClassification
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.util.LoadExternalModel.{
-  loadSentencePieceAsset,
   loadTextAsset,
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
-import com.johnsnowlabs.nlp.util.io.{ExternalResource, ReadAs, ResourceHelper}
 import org.apache.spark.broadcast.Broadcast
 import org.apache.spark.ml.param.{BooleanParam, IntArrayParam, IntParam}
 import org.apache.spark.ml.util.Identifiable
 import org.apache.spark.sql.SparkSession
 
-import java.io.File
-
 /** BertForZeroShotClassification using a `ModelForSequenceClassification` trained on NLI (natural
   * language inference) tasks. Equivalent of `BertForSequenceClassification` models, but these
   * models don't require a hardcoded number of potential classes, they can be chosen at runtime.
@@ -421,7 +417,7 @@ trait ReadBertForZeroShotDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.scala
index 784003488a1a83..e55e6adf4b6cb5 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.scala
@@ -28,7 +28,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -323,7 +323,7 @@ trait ReadCamemBertForQADLModel extends ReadTensorflowModel with ReadSentencePie
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.scala
index d96d8e59318e1e..9519af01f8a7ac 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -378,7 +378,7 @@ trait ReadCamemBertForSequenceDLModel extends ReadTensorflowModel with ReadSente
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification.scala
index 7b440341739223..275cd4bba61238 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -345,7 +345,7 @@ trait ReadCamemBertForTokenDLModel extends ReadTensorflowModel with ReadSentence
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.scala
index 06e9c955d1f0f6..600b85da999a6d 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.scala
@@ -28,7 +28,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -323,7 +323,7 @@ trait ReadDeBertaForQuestionAnsweringDLModel
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.scala
index dae903e43e14df..0f025ebca7c367 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -374,7 +374,7 @@ trait ReadDeBertaForSequenceDLModel extends ReadTensorflowModel with ReadSentenc
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.scala
index b09d9d5298bca9..81b3fdff7def4b 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -343,7 +343,7 @@ trait ReadDeBertaForTokenDLModel extends ReadTensorflowModel with ReadSentencePi
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.scala
index e950099b9e82fc..be3709d19b6279 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -328,7 +328,7 @@ trait ReadDistilBertForQuestionAnsweringDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification.scala
index 4c2699cf848e28..aee25f66d01640 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -383,7 +383,7 @@ trait ReadDistilBertForSequenceDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification.scala
index 53690d311104e2..20616a8303e7fc 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -351,7 +351,7 @@ trait ReadDistilBertForTokenDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.scala
index 27f34509c867aa..b1afba431726d2 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -423,7 +423,7 @@ trait ReadDistilBertForZeroShotDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering.scala
index f9cdbeaf323127..453b8ac7e2cb17 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -349,7 +349,7 @@ trait ReadLongformerForQuestionAnsweringDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification.scala
index e6c91330eaf371..6dd293f033515c 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -403,7 +403,7 @@ trait ReadLongformerForSequenceDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification.scala
index 1957ccb20b00cb..176fea3d1e19f2 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -371,7 +371,7 @@ trait ReadLongformerForTokenDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.scala
index 27212384881b1b..35bd006fc4a3e5 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.{ModelEngine, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -347,7 +347,7 @@ trait ReadRoBertaForQuestionAnsweringDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification.scala
index f3c76c0b88f915..5e4b268af48f0d 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -398,7 +398,7 @@ trait ReadRoBertaForSequenceDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification.scala
index 65c14a953c5b05..742306621bd376 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -369,7 +369,7 @@ trait ReadRoBertaForTokenDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.scala
index ff24acd94a7894..60041627854e15 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -441,7 +441,7 @@ trait ReadRoBertaForZeroShotDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering.scala
index b9a1e253525054..22b3760cb8fa69 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp.base.TableAssembler
 import com.johnsnowlabs.nlp.{Annotation, AnnotatorType, HasPretrained, ParamsAndFeaturesReadable}
 import org.apache.spark.broadcast.Broadcast
@@ -265,7 +265,7 @@ trait ReadTapasForQuestionAnsweringDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.scala
index a42fef9c880aea..01920477d5a672 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.scala
@@ -28,7 +28,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -323,7 +323,7 @@ trait ReadXlmRoBertaForQuestionAnsweringDLModel
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.scala
index eada6953d7bca1..add55d9270b8be 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -375,7 +375,7 @@ trait ReadXlmRoBertaForSequenceDLModel extends ReadTensorflowModel with ReadSent
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.scala
index 38a379d9ae529a..ded252b097d481 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -345,7 +345,7 @@ trait ReadXlmRoBertaForTokenDLModel extends ReadTensorflowModel with ReadSentenc
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification.scala
index 593e9d51e37a6f..b9e786c4a869fb 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -371,7 +371,7 @@ trait ReadXlnetForSequenceDLModel extends ReadTensorflowModel with ReadSentenceP
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification.scala
index 3f9e9f54df57e8..43b1e4dcd46103 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -343,7 +343,7 @@ trait ReadXlnetForTokenDLModel extends ReadTensorflowModel with ReadSentencePiec
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel.scala
index 1b097a76813d03..bb48cbc9d7c575 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel.scala
@@ -26,7 +26,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.annotators.tokenizer.wordpiece.{BasicTokenizer, WordpieceEncoder}
@@ -449,7 +449,7 @@ trait ReadSpanBertCorefTensorflowModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification.scala
index b87de63bae8e58..3af9710b12ff9b 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.cv.feature_extractor.Preprocessor
 import org.apache.spark.broadcast.Broadcast
@@ -353,7 +353,7 @@ trait ReadConvNextForImageDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/SwinForImageClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/SwinForImageClassification.scala
index 4341fa23cd4bd6..344200c0c2e501 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/SwinForImageClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/SwinForImageClassification.scala
@@ -22,7 +22,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.cv.feature_extractor.Preprocessor
 import org.apache.spark.ml.param.{BooleanParam, DoubleParam}
@@ -334,7 +334,7 @@ trait ReadSwinForImageDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/ViTForImageClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/ViTForImageClassification.scala
index e786739b6ac718..985fbc041251a5 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/ViTForImageClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/cv/ViTForImageClassification.scala
@@ -27,7 +27,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp.AnnotatorType.{CATEGORY, IMAGE}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.cv.feature_extractor.Preprocessor
@@ -39,8 +39,6 @@ import org.apache.spark.sql.SparkSession
 import org.json4s._
 import org.json4s.jackson.JsonMethods._
 
-import java.io.File
-
 /** Vision Transformer (ViT) for image classification.
   *
   * ViT is a transformer based alternative to the convolutional neural networks usually used for
@@ -384,7 +382,7 @@ trait ReadViTForImageDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL.scala
index 79a14a4b6098e5..5e05d06d6c2bec 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL.scala
@@ -22,7 +22,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -341,7 +341,7 @@ trait ReadLanguageDetectorDLTensorflowModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, _) =
           TensorflowWrapper.read(
             localModelPath,
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.scala
index 66d97181a86e38..aa72c0e4738fbe 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.scala
@@ -27,7 +27,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp.AnnotatorType.DOCUMENT
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -596,7 +596,7 @@ trait ReadBartTransformerDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(
             localModelPath,
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.scala
index 246c6e8a6f10ac..29d76fcd0dea17 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.scala
@@ -27,7 +27,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp.AnnotatorType.DOCUMENT
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.tokenizer.bpe.{BpeTokenizer, Gpt2Tokenizer}
@@ -544,7 +544,7 @@ trait ReadGPT2TransformerDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, _) =
           TensorflowWrapper.read(
             localModelPath,
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.scala
index e15729d3f05a42..ce18cf3ad4f8bd 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.scala
@@ -29,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -458,7 +458,7 @@ trait ReadMarianMTDLModel extends ReadTensorflowModel with ReadSentencePieceMode
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) = TensorflowWrapper.read(
           localModelPath,
           zipped = false,
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer.scala
index ac70e675f3df97..edc691a236191c 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer.scala
@@ -32,7 +32,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp.AnnotatorType.DOCUMENT
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -537,7 +537,7 @@ trait ReadT5TransformerDLModel extends ReadTensorflowModel with ReadSentencePiec
     val spModel = loadSentencePieceAsset(localModelPath, "spiece.model")
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) = TensorflowWrapper.read(
           localModelPath,
           zipped = false,
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/AlbertEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/AlbertEmbeddings.scala
index 1f4c0e8a2923b3..c8da89256f2b4c 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/AlbertEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/AlbertEmbeddings.scala
@@ -28,7 +28,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -396,7 +396,7 @@ trait ReadAlbertDLModel extends ReadTensorflowModel with ReadSentencePieceModel
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.scala
index fb47275a624d3e..3717c09bf3b9bc 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.scala
@@ -17,13 +17,14 @@
 package com.johnsnowlabs.nlp.embeddings
 
 import com.johnsnowlabs.ml.ai.Bert
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.util.LoadExternalModel.{
   loadTextAsset,
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.{ModelEngine, ModelArch}
+import com.johnsnowlabs.ml.util.{ModelArch, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.annotators.tokenizer.wordpiece.{BasicTokenizer, WordpieceEncoder}
@@ -157,13 +158,30 @@ class BertEmbeddings(override val uid: String)
     extends AnnotatorModel[BertEmbeddings]
     with HasBatchedAnnotate[BertEmbeddings]
     with WriteTensorflowModel
+    with WriteOnnxModel
     with HasEmbeddingsProperties
     with HasStorageRef
     with HasCaseSensitiveProperties
     with HasEngine {
 
+  /** Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+    * type
+    */
   def this() = this(Identifiable.randomUID("BERT_EMBEDDINGS"))
 
+  /** Input Annotator Types: DOCUMENT, TOKEN
+    *
+    * @group anno
+    */
+  override val inputAnnotatorTypes: Array[String] =
+    Array(AnnotatorType.DOCUMENT, AnnotatorType.TOKEN)
+
+  /** Output Annotator Types: WORD_EMBEDDINGS
+    *
+    * @group anno
+    */
+  override val outputAnnotatorType: AnnotatorType = AnnotatorType.WORD_EMBEDDINGS
+
   /** @group setParam */
   def sentenceStartTokenId: Int = {
     $$(vocabulary)("[CLS]")
@@ -241,12 +259,14 @@ class BertEmbeddings(override val uid: String)
   /** @group setParam */
   def setModelIfNotSet(
       spark: SparkSession,
-      tensorflowWrapper: TensorflowWrapper): BertEmbeddings = {
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper]): BertEmbeddings = {
     if (_model.isEmpty) {
       _model = Some(
         spark.sparkContext.broadcast(
           new Bert(
             tensorflowWrapper,
+            onnxWrapper,
             sentenceStartTokenId,
             sentenceEndTokenId,
             configProtoBytes = getConfigProtoBytes,
@@ -257,7 +277,6 @@ class BertEmbeddings(override val uid: String)
     this
   }
 
-  /** @group getParam */
   def getModelIfNotSet: Bert = _model.get.value
 
   /** Set Embeddings dimensions for the BERT model Only possible to set this when the first time
@@ -354,22 +373,30 @@ class BertEmbeddings(override val uid: String)
       wrapEmbeddingsMetadata(dataset.col(getOutputCol), $(dimension), Some($(storageRef))))
   }
 
-  /** Annotator reference id. Used to identify elements in metadata or to refer to this annotator
-    * type
-    */
-  override val inputAnnotatorTypes: Array[String] =
-    Array(AnnotatorType.DOCUMENT, AnnotatorType.TOKEN)
-  override val outputAnnotatorType: AnnotatorType = AnnotatorType.WORD_EMBEDDINGS
-
   override def onWrite(path: String, spark: SparkSession): Unit = {
     super.onWrite(path, spark)
-    writeTensorflowModelV2(
-      path,
-      spark,
-      getModelIfNotSet.tensorflowWrapper,
-      "_bert",
-      BertEmbeddings.tfFile,
-      configProtoBytes = getConfigProtoBytes)
+    val suffix = "_bert"
+
+    getEngine match {
+      case TensorFlow.name =>
+        writeTensorflowModelV2(
+          path,
+          spark,
+          getModelIfNotSet.tensorflowWrapper.get,
+          suffix,
+          BertEmbeddings.tfFile,
+          configProtoBytes = getConfigProtoBytes)
+      case ONNX.name =>
+        writeOnnxModel(
+          path,
+          spark,
+          getModelIfNotSet.onnxWrapper.get,
+          suffix,
+          BertEmbeddings.onnxFile)
+
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
   }
 
 }
@@ -391,15 +418,27 @@ trait ReadablePretrainedBertModel
     super.pretrained(name, lang, remoteLoc)
 }
 
-trait ReadBertDLModel extends ReadTensorflowModel {
+trait ReadBertDLModel extends ReadTensorflowModel with ReadOnnxModel {
   this: ParamsAndFeaturesReadable[BertEmbeddings] =>
 
   override val tfFile: String = "bert_tensorflow"
+  override val onnxFile: String = "bert_onnx"
 
   def readModel(instance: BertEmbeddings, path: String, spark: SparkSession): Unit = {
 
-    val tf = readTensorflowModel(path, spark, "_bert_tf", initAllTables = false)
-    instance.setModelIfNotSet(spark, tf)
+    instance.getEngine match {
+      case TensorFlow.name =>
+        val tfWrapper = readTensorflowModel(path, spark, "_bert_tf", initAllTables = false)
+        instance.setModelIfNotSet(spark, Some(tfWrapper), None)
+
+      case ONNX.name => {
+        val onnxWrapper =
+          readOnnxModel(path, spark, "_bert_onnx", zipped = true, useBundle = false, None)
+        instance.setModelIfNotSet(spark, None, Some(onnxWrapper))
+      }
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
   }
 
   addReader(readModel)
@@ -417,8 +456,8 @@ trait ReadBertDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
-        val (wrapper, signatures) =
+      case TensorFlow.name =>
+        val (tfWrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
         val _signatures = signatures match {
@@ -431,7 +470,12 @@ trait ReadBertDLModel extends ReadTensorflowModel {
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper)
+          .setModelIfNotSet(spark, Some(tfWrapper), None)
+
+      case ONNX.name =>
+        val onnxWrapper = OnnxWrapper.read(localModelPath, zipped = false, useBundle = true)
+        annotatorModel
+          .setModelIfNotSet(spark, None, Some(onnxWrapper))
 
       case _ =>
         throw new Exception(notSupportedEngineError)
@@ -439,6 +483,7 @@ trait ReadBertDLModel extends ReadTensorflowModel {
 
     annotatorModel
   }
+
 }
 
 /** This is the companion object of [[BertEmbeddings]]. Please refer to that class for the
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.scala
index 6e7af48bd113b0..c2e36695688a38 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.scala
@@ -17,13 +17,14 @@
 package com.johnsnowlabs.nlp.embeddings
 
 import com.johnsnowlabs.ml.ai.Bert
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.util.LoadExternalModel.{
   loadTextAsset,
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.{ModelEngine, ModelArch}
+import com.johnsnowlabs.ml.util.{ModelArch, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.annotators.tokenizer.wordpiece.{BasicTokenizer, WordpieceEncoder}
@@ -122,7 +123,7 @@ import org.apache.spark.sql.{DataFrame, SparkSession}
   * }}}
   *
   * @see
-  *   [[BertEmbeddings]] for token-level embeddings
+  *   [[BertSentenceEmbeddings]] for sentence-level embeddings
   * @see
   *   [[com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification BertForSequenceClassification]]
   *   for embeddings with a sequence classification layer on top
@@ -152,6 +153,7 @@ class BertSentenceEmbeddings(override val uid: String)
     extends AnnotatorModel[BertSentenceEmbeddings]
     with HasBatchedAnnotate[BertSentenceEmbeddings]
     with WriteTensorflowModel
+    with WriteOnnxModel
     with HasEmbeddingsProperties
     with HasStorageRef
     with HasCaseSensitiveProperties
@@ -302,13 +304,17 @@ class BertSentenceEmbeddings(override val uid: String)
   def getModelIfNotSet: Bert = _model.get.value
 
   /** @group setParam */
-  def setModelIfNotSet(spark: SparkSession, tensorflow: TensorflowWrapper): this.type = {
+  def setModelIfNotSet(
+      spark: SparkSession,
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper]): this.type = {
     if (_model.isEmpty) {
 
       _model = Some(
         spark.sparkContext.broadcast(
           new Bert(
-            tensorflow,
+            tensorflowWrapper,
+            onnxWrapper,
             sentenceStartTokenId,
             sentenceEndTokenId,
             configProtoBytes = getConfigProtoBytes,
@@ -391,13 +397,28 @@ class BertSentenceEmbeddings(override val uid: String)
 
   override def onWrite(path: String, spark: SparkSession): Unit = {
     super.onWrite(path, spark)
-    writeTensorflowModelV2(
-      path,
-      spark,
-      getModelIfNotSet.tensorflowWrapper,
-      "_bert_sentence",
-      BertSentenceEmbeddings.tfFile,
-      configProtoBytes = getConfigProtoBytes)
+
+    getEngine match {
+      case TensorFlow.name =>
+        writeTensorflowModelV2(
+          path,
+          spark,
+          getModelIfNotSet.tensorflowWrapper.get,
+          "_bert_sentence",
+          BertSentenceEmbeddings.tfFile,
+          configProtoBytes = getConfigProtoBytes)
+      case ONNX.name =>
+        writeOnnxModel(
+          path,
+          spark,
+          getModelIfNotSet.onnxWrapper.get,
+          "_bert_sentence",
+          BertSentenceEmbeddings.onnxFile)
+
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
+
   }
 
 }
@@ -419,15 +440,34 @@ trait ReadablePretrainedBertSentenceModel
     super.pretrained(name, lang, remoteLoc)
 }
 
-trait ReadBertSentenceDLModel extends ReadTensorflowModel {
+trait ReadBertSentenceDLModel extends ReadTensorflowModel with ReadOnnxModel {
   this: ParamsAndFeaturesReadable[BertSentenceEmbeddings] =>
 
   override val tfFile: String = "bert_sentence_tensorflow"
+  override val onnxFile: String = "bert_sentence_onnx"
 
   def readModel(instance: BertSentenceEmbeddings, path: String, spark: SparkSession): Unit = {
 
-    val tf = readTensorflowModel(path, spark, "_bert_sentence_tf", initAllTables = false)
-    instance.setModelIfNotSet(spark, tf)
+    instance.getEngine match {
+      case TensorFlow.name =>
+        val tfWrapper =
+          readTensorflowModel(path, spark, "_bert_sentence_tf", initAllTables = false)
+        instance.setModelIfNotSet(spark, Some(tfWrapper), None)
+
+      case ONNX.name => {
+        val onnxWrapper =
+          readOnnxModel(
+            path,
+            spark,
+            "_bert_sentence_onnx",
+            zipped = true,
+            useBundle = false,
+            None)
+        instance.setModelIfNotSet(spark, None, Some(onnxWrapper))
+      }
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
   }
 
   addReader(readModel)
@@ -445,8 +485,8 @@ trait ReadBertSentenceDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
-        val (wrapper, signatures) =
+      case TensorFlow.name =>
+        val (tfWrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
         val _signatures = signatures match {
@@ -459,7 +499,12 @@ trait ReadBertSentenceDLModel extends ReadTensorflowModel {
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper)
+          .setModelIfNotSet(spark, Some(tfWrapper), None)
+
+      case ONNX.name =>
+        val onnxWrapper = OnnxWrapper.read(localModelPath, zipped = false, useBundle = true)
+        annotatorModel
+          .setModelIfNotSet(spark, None, Some(onnxWrapper))
 
       case _ =>
         throw new Exception(notSupportedEngineError)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/CamemBertEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/CamemBertEmbeddings.scala
index 12c2b4d1edaef0..914d9b87b91449 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/CamemBertEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/CamemBertEmbeddings.scala
@@ -12,7 +12,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -362,7 +362,7 @@ trait ReadCamemBertDLModel extends ReadTensorflowModel with ReadSentencePieceMod
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.scala
index e502484f1f1521..56f57238e3a84e 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.scala
@@ -17,6 +17,7 @@
 package com.johnsnowlabs.nlp.embeddings
 
 import com.johnsnowlabs.ml.ai.DeBerta
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.tensorflow.sentencepiece.{
   ReadSentencePieceModel,
@@ -28,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.{ModelEngine, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -160,6 +161,7 @@ class DeBertaEmbeddings(override val uid: String)
     extends AnnotatorModel[DeBertaEmbeddings]
     with HasBatchedAnnotate[DeBertaEmbeddings]
     with WriteTensorflowModel
+    with WriteOnnxModel
     with WriteSentencePieceModel
     with HasEmbeddingsProperties
     with HasStorageRef
@@ -247,7 +249,8 @@ class DeBertaEmbeddings(override val uid: String)
   /** @group setParam */
   def setModelIfNotSet(
       spark: SparkSession,
-      tensorflowWrapper: TensorflowWrapper,
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper],
       spp: SentencePieceWrapper): DeBertaEmbeddings = {
     if (_model.isEmpty) {
 
@@ -255,6 +258,7 @@ class DeBertaEmbeddings(override val uid: String)
         spark.sparkContext.broadcast(
           new DeBerta(
             tensorflowWrapper,
+            onnxWrapper,
             spp,
             batchSize = $(batchSize),
             configProtoBytes = getConfigProtoBytes,
@@ -308,30 +312,41 @@ class DeBertaEmbeddings(override val uid: String)
     })
   }
 
-  override def onWrite(path: String, spark: SparkSession): Unit = {
-    super.onWrite(path, spark)
-    writeTensorflowModelV2(
-      path,
-      spark,
-      getModelIfNotSet.tensorflowWrapper,
-      "_deberta",
-      DeBertaEmbeddings.tfFile,
-      configProtoBytes = getConfigProtoBytes)
-    writeSentencePieceModel(
-      path,
-      spark,
-      getModelIfNotSet.spp,
-      "_deberta",
-      DeBertaEmbeddings.sppFile)
-
-  }
-
   override protected def afterAnnotate(dataset: DataFrame): DataFrame = {
     dataset.withColumn(
       getOutputCol,
       wrapEmbeddingsMetadata(dataset.col(getOutputCol), $(dimension), Some($(storageRef))))
   }
 
+  override def onWrite(path: String, spark: SparkSession): Unit = {
+    super.onWrite(path, spark)
+    val suffix = "_deberta"
+
+    getEngine match {
+      case TensorFlow.name =>
+        writeTensorflowModelV2(
+          path,
+          spark,
+          getModelIfNotSet.tensorflowWrapper.get,
+          suffix,
+          DeBertaEmbeddings.tfFile,
+          configProtoBytes = getConfigProtoBytes)
+      case ONNX.name =>
+        writeOnnxModel(
+          path,
+          spark,
+          getModelIfNotSet.onnxWrapper.get,
+          suffix,
+          DeBertaEmbeddings.onnxFile)
+
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
+
+    writeSentencePieceModel(path, spark, getModelIfNotSet.spp, suffix, DeBertaEmbeddings.sppFile)
+
+  }
+
 }
 
 trait ReadablePretrainedDeBertaModel
@@ -351,16 +366,32 @@ trait ReadablePretrainedDeBertaModel
     super.pretrained(name, lang, remoteLoc)
 }
 
-trait ReadDeBertaDLModel extends ReadTensorflowModel with ReadSentencePieceModel {
+trait ReadDeBertaDLModel
+    extends ReadTensorflowModel
+    with ReadSentencePieceModel
+    with ReadOnnxModel {
   this: ParamsAndFeaturesReadable[DeBertaEmbeddings] =>
 
   override val tfFile: String = "deberta_tensorflow"
+  override val onnxFile: String = "deberta_onnx"
   override val sppFile: String = "deberta_spp"
 
   def readModel(instance: DeBertaEmbeddings, path: String, spark: SparkSession): Unit = {
-    val tf = readTensorflowModel(path, spark, "_deberta_tf", initAllTables = false)
     val spp = readSentencePieceModel(path, spark, "_deberta_spp", sppFile)
-    instance.setModelIfNotSet(spark, tf, spp)
+
+    instance.getEngine match {
+      case TensorFlow.name =>
+        val tfWrapper = readTensorflowModel(path, spark, "_deberta_tf", initAllTables = false)
+        instance.setModelIfNotSet(spark, Some(tfWrapper), None, spp)
+
+      case ONNX.name => {
+        val onnxWrapper =
+          readOnnxModel(path, spark, "_deberta_onnx", zipped = true, useBundle = false, None)
+        instance.setModelIfNotSet(spark, None, Some(onnxWrapper), spp)
+      }
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
   }
 
   addReader(readModel)
@@ -377,8 +408,8 @@ trait ReadDeBertaDLModel extends ReadTensorflowModel with ReadSentencePieceModel
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
-        val (wrapper, signatures) =
+      case TensorFlow.name =>
+        val (tfWrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
         val _signatures = signatures match {
@@ -391,7 +422,12 @@ trait ReadDeBertaDLModel extends ReadTensorflowModel with ReadSentencePieceModel
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper, spModel)
+          .setModelIfNotSet(spark, Some(tfWrapper), None, spModel)
+
+      case ONNX.name =>
+        val onnxWrapper = OnnxWrapper.read(localModelPath, zipped = false, useBundle = true)
+        annotatorModel
+          .setModelIfNotSet(spark, None, Some(onnxWrapper), spModel)
 
       case _ =>
         throw new Exception(notSupportedEngineError)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.scala
index 8bcfbd578a2343..d28ce903c48eb0 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.scala
@@ -17,13 +17,14 @@
 package com.johnsnowlabs.nlp.embeddings
 
 import com.johnsnowlabs.ml.ai.DistilBert
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.util.LoadExternalModel.{
   loadTextAsset,
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.{ModelEngine, ModelArch}
+import com.johnsnowlabs.ml.util.{ModelArch, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.annotators.tokenizer.wordpiece.{BasicTokenizer, WordpieceEncoder}
@@ -161,6 +162,7 @@ class DistilBertEmbeddings(override val uid: String)
     extends AnnotatorModel[DistilBertEmbeddings]
     with HasBatchedAnnotate[DistilBertEmbeddings]
     with WriteTensorflowModel
+    with WriteOnnxModel
     with HasEmbeddingsProperties
     with HasStorageRef
     with HasCaseSensitiveProperties
@@ -171,6 +173,19 @@ class DistilBertEmbeddings(override val uid: String)
     */
   def this() = this(Identifiable.randomUID("DISTILBERT_EMBEDDINGS"))
 
+  /** Input Annotator Types: DOCUMENT. TOKEN
+    *
+    * @group param
+    */
+  override val inputAnnotatorTypes: Array[String] =
+    Array(AnnotatorType.DOCUMENT, AnnotatorType.TOKEN)
+
+  /** Output Annotator Types: WORD_EMBEDDINGS
+    *
+    * @group param
+    */
+  override val outputAnnotatorType: AnnotatorType = AnnotatorType.WORD_EMBEDDINGS
+
   def sentenceStartTokenId: Int = {
     $$(vocabulary)("[CLS]")
   }
@@ -246,12 +261,14 @@ class DistilBertEmbeddings(override val uid: String)
   /** @group setParam */
   def setModelIfNotSet(
       spark: SparkSession,
-      tensorflowWrapper: TensorflowWrapper): DistilBertEmbeddings = {
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper]): DistilBertEmbeddings = {
     if (_model.isEmpty) {
       _model = Some(
         spark.sparkContext.broadcast(
           new DistilBert(
             tensorflowWrapper,
+            onnxWrapper,
             sentenceStartTokenId,
             sentenceEndTokenId,
             configProtoBytes = getConfigProtoBytes,
@@ -357,28 +374,31 @@ class DistilBertEmbeddings(override val uid: String)
       wrapEmbeddingsMetadata(dataset.col(getOutputCol), $(dimension), Some($(storageRef))))
   }
 
-  /** Input Annotator Types: DOCUMENT. TOKEN
-    *
-    * @group param
-    */
-  override val inputAnnotatorTypes: Array[String] =
-    Array(AnnotatorType.DOCUMENT, AnnotatorType.TOKEN)
-
-  /** Output Annotator Types: WORD_EMBEDDINGS
-    *
-    * @group param
-    */
-  override val outputAnnotatorType: AnnotatorType = AnnotatorType.WORD_EMBEDDINGS
-
   override def onWrite(path: String, spark: SparkSession): Unit = {
     super.onWrite(path, spark)
-    writeTensorflowModelV2(
-      path,
-      spark,
-      getModelIfNotSet.tensorflowWrapper,
-      "_distilbert",
-      DistilBertEmbeddings.tfFile,
-      configProtoBytes = getConfigProtoBytes)
+    val suffix = "_distilbert"
+
+    getEngine match {
+      case TensorFlow.name =>
+        writeTensorflowModelV2(
+          path,
+          spark,
+          getModelIfNotSet.tensorflowWrapper.get,
+          suffix,
+          DistilBertEmbeddings.tfFile,
+          configProtoBytes = getConfigProtoBytes)
+      case ONNX.name =>
+        writeOnnxModel(
+          path,
+          spark,
+          getModelIfNotSet.onnxWrapper.get,
+          suffix,
+          DistilBertEmbeddings.onnxFile)
+
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
+
   }
 
 }
@@ -400,15 +420,27 @@ trait ReadablePretrainedDistilBertModel
     super.pretrained(name, lang, remoteLoc)
 }
 
-trait ReadDistilBertDLModel extends ReadTensorflowModel {
+trait ReadDistilBertDLModel extends ReadTensorflowModel with ReadOnnxModel {
   this: ParamsAndFeaturesReadable[DistilBertEmbeddings] =>
 
   override val tfFile: String = "distilbert_tensorflow"
+  override val onnxFile: String = "bert_onnx"
 
   def readModel(instance: DistilBertEmbeddings, path: String, spark: SparkSession): Unit = {
 
-    val tf = readTensorflowModel(path, spark, "_distilbert_tf", initAllTables = false)
-    instance.setModelIfNotSet(spark, tf)
+    instance.getEngine match {
+      case TensorFlow.name =>
+        val tfWrapper = readTensorflowModel(path, spark, "_distilbert_tf", initAllTables = false)
+        instance.setModelIfNotSet(spark, Some(tfWrapper), None)
+
+      case ONNX.name => {
+        val onnxWrapper =
+          readOnnxModel(path, spark, "_distilbert_onnx", zipped = true, useBundle = false, None)
+        instance.setModelIfNotSet(spark, None, Some(onnxWrapper))
+      }
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
   }
 
   addReader(readModel)
@@ -426,8 +458,8 @@ trait ReadDistilBertDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
-        val (wrapper, signatures) =
+      case TensorFlow.name =>
+        val (tfWrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
         val _signatures = signatures match {
@@ -440,7 +472,12 @@ trait ReadDistilBertDLModel extends ReadTensorflowModel {
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper)
+          .setModelIfNotSet(spark, Some(tfWrapper), None)
+
+      case ONNX.name =>
+        val onnxWrapper = OnnxWrapper.read(localModelPath, zipped = false, useBundle = true)
+        annotatorModel
+          .setModelIfNotSet(spark, None, Some(onnxWrapper))
 
       case _ =>
         throw new Exception(notSupportedEngineError)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings.scala
index 647061442198c1..7f12ffc4c89a4d 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings.scala
@@ -19,7 +19,7 @@ package com.johnsnowlabs.nlp.embeddings
 import com.johnsnowlabs.ml.ai.Elmo
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.util.LoadExternalModel.{modelSanityCheck, notSupportedEngineError}
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.storage.HasStorageRef
@@ -363,7 +363,7 @@ trait ReadElmoDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, _) = TensorflowWrapper.read(
           localModelPath,
           zipped = false,
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.scala
index 7984096e2ca163..a42c1b334d9d0b 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.scala
@@ -17,13 +17,14 @@
 package com.johnsnowlabs.nlp.embeddings
 
 import com.johnsnowlabs.ml.ai.RoBerta
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.util.LoadExternalModel.{
   loadTextAsset,
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.{ModelEngine, ModelArch}
+import com.johnsnowlabs.ml.util.{ModelArch, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BpeTokenizer
@@ -247,12 +248,14 @@ class LongformerEmbeddings(override val uid: String)
   /** @group setParam */
   def setModelIfNotSet(
       spark: SparkSession,
-      tensorflowWrapper: TensorflowWrapper): LongformerEmbeddings = {
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper]): LongformerEmbeddings = {
     if (_model.isEmpty) {
       _model = Some(
         spark.sparkContext.broadcast(
           new RoBerta(
             tensorflowWrapper,
+            onnxWrapper,
             sentenceStartTokenId,
             sentenceEndTokenId,
             padTokenId,
@@ -381,7 +384,7 @@ class LongformerEmbeddings(override val uid: String)
     writeTensorflowModelV2(
       path,
       spark,
-      getModelIfNotSet.tensorflowWrapper,
+      getModelIfNotSet.tensorflowWrapper.get,
       "_longformer",
       LongformerEmbeddings.tfFile,
       configProtoBytes = getConfigProtoBytes)
@@ -414,7 +417,7 @@ trait ReadLongformerDLModel extends ReadTensorflowModel {
   def readModel(instance: LongformerEmbeddings, path: String, spark: SparkSession): Unit = {
 
     val tf = readTensorflowModel(path, spark, "_longformer_tf", initAllTables = false)
-    instance.setModelIfNotSet(spark, tf)
+    instance.setModelIfNotSet(spark, Some(tf), None)
   }
 
   addReader(readModel)
@@ -440,7 +443,7 @@ trait ReadLongformerDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
@@ -454,7 +457,7 @@ trait ReadLongformerDLModel extends ReadTensorflowModel {
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper)
+          .setModelIfNotSet(spark, Some(wrapper), None)
 
       case _ =>
         throw new Exception(notSupportedEngineError)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.scala
index dae1369d440a2e..02c06bca1b4e77 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.scala
@@ -17,13 +17,14 @@
 package com.johnsnowlabs.nlp.embeddings
 
 import com.johnsnowlabs.ml.ai.RoBerta
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.util.LoadExternalModel.{
   loadTextAsset,
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.{ModelEngine, ModelArch}
+import com.johnsnowlabs.ml.util.{ModelArch, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BpeTokenizer
@@ -162,6 +163,7 @@ class RoBertaEmbeddings(override val uid: String)
     extends AnnotatorModel[RoBertaEmbeddings]
     with HasBatchedAnnotate[RoBertaEmbeddings]
     with WriteTensorflowModel
+    with WriteOnnxModel
     with HasEmbeddingsProperties
     with HasStorageRef
     with HasCaseSensitiveProperties
@@ -260,12 +262,14 @@ class RoBertaEmbeddings(override val uid: String)
   /** @group setParam */
   def setModelIfNotSet(
       spark: SparkSession,
-      tensorflowWrapper: TensorflowWrapper): RoBertaEmbeddings = {
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper]): RoBertaEmbeddings = {
     if (_model.isEmpty) {
       _model = Some(
         spark.sparkContext.broadcast(
           new RoBerta(
             tensorflowWrapper,
+            onnxWrapper,
             sentenceStartTokenId,
             sentenceEndTokenId,
             padTokenId,
@@ -391,15 +395,29 @@ class RoBertaEmbeddings(override val uid: String)
 
   override def onWrite(path: String, spark: SparkSession): Unit = {
     super.onWrite(path, spark)
-    writeTensorflowModelV2(
-      path,
-      spark,
-      getModelIfNotSet.tensorflowWrapper,
-      "_roberta",
-      RoBertaEmbeddings.tfFile,
-      configProtoBytes = getConfigProtoBytes)
-  }
+    val suffix = "_roberta"
+
+    getEngine match {
+      case TensorFlow.name =>
+        writeTensorflowModelV2(
+          path,
+          spark,
+          getModelIfNotSet.tensorflowWrapper.get,
+          suffix,
+          RoBertaEmbeddings.tfFile,
+          configProtoBytes = getConfigProtoBytes)
+      case ONNX.name =>
+        writeOnnxModel(
+          path,
+          spark,
+          getModelIfNotSet.onnxWrapper.get,
+          suffix,
+          RoBertaEmbeddings.onnxFile)
 
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
+  }
 }
 
 trait ReadablePretrainedRobertaModel
@@ -419,15 +437,27 @@ trait ReadablePretrainedRobertaModel
     super.pretrained(name, lang, remoteLoc)
 }
 
-trait ReadRobertaDLModel extends ReadTensorflowModel {
+trait ReadRobertaDLModel extends ReadTensorflowModel with ReadOnnxModel {
   this: ParamsAndFeaturesReadable[RoBertaEmbeddings] =>
 
   override val tfFile: String = "roberta_tensorflow"
+  override val onnxFile: String = "roberta_onnx"
 
   def readModel(instance: RoBertaEmbeddings, path: String, spark: SparkSession): Unit = {
 
-    val tf = readTensorflowModel(path, spark, "_roberta_tf", initAllTables = false)
-    instance.setModelIfNotSet(spark, tf)
+    instance.getEngine match {
+      case TensorFlow.name =>
+        val tfWrapper = readTensorflowModel(path, spark, "_roberta_tf", initAllTables = false)
+        instance.setModelIfNotSet(spark, Some(tfWrapper), None)
+
+      case ONNX.name => {
+        val onnxWrapper =
+          readOnnxModel(path, spark, "_roberta_onnx", zipped = true, useBundle = false, None)
+        instance.setModelIfNotSet(spark, None, Some(onnxWrapper))
+      }
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
   }
 
   addReader(readModel)
@@ -453,7 +483,7 @@ trait ReadRobertaDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
@@ -467,7 +497,12 @@ trait ReadRobertaDLModel extends ReadTensorflowModel {
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper)
+          .setModelIfNotSet(spark, Some(wrapper), None)
+
+      case ONNX.name =>
+        val onnxWrapper = OnnxWrapper.read(localModelPath, zipped = false, useBundle = true)
+        annotatorModel
+          .setModelIfNotSet(spark, None, Some(onnxWrapper))
 
       case _ =>
         throw new Exception(notSupportedEngineError)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.scala
index 9cff4ea74fbab5..c41c6c91ab2da9 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.scala
@@ -17,13 +17,14 @@
 package com.johnsnowlabs.nlp.embeddings
 
 import com.johnsnowlabs.ml.ai.RoBerta
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.util.LoadExternalModel.{
   loadTextAsset,
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.{ModelEngine, ModelArch}
+import com.johnsnowlabs.ml.util.{ModelArch, ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BpeTokenizer
@@ -257,12 +258,15 @@ class RoBertaSentenceEmbeddings(override val uid: String)
   /** @group setParam */
   def setModelIfNotSet(
       spark: SparkSession,
-      tensorflowWrapper: TensorflowWrapper): RoBertaSentenceEmbeddings = {
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper]): RoBertaSentenceEmbeddings = {
     if (_model.isEmpty) {
       _model = Some(
         spark.sparkContext.broadcast(
+
           new RoBerta(
             tensorflowWrapper,
+            onnxWrapper,
             sentenceStartTokenId,
             sentenceEndTokenId,
             padTokenId,
@@ -368,7 +372,7 @@ class RoBertaSentenceEmbeddings(override val uid: String)
     writeTensorflowModelV2(
       path,
       spark,
-      getModelIfNotSet.tensorflowWrapper,
+      getModelIfNotSet.tensorflowWrapper.get,
       "_roberta",
       RoBertaSentenceEmbeddings.tfFile,
       configProtoBytes = getConfigProtoBytes)
@@ -403,7 +407,7 @@ trait ReadRobertaSentenceDLModel extends ReadTensorflowModel {
   def readModel(instance: RoBertaSentenceEmbeddings, path: String, spark: SparkSession): Unit = {
 
     val tf = readTensorflowModel(path, spark, "_roberta_tf", initAllTables = false)
-    instance.setModelIfNotSet(spark, tf)
+    instance.setModelIfNotSet(spark, Some(tf), None)
   }
 
   addReader(readModel)
@@ -429,7 +433,7 @@ trait ReadRobertaSentenceDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
@@ -443,7 +447,7 @@ trait ReadRobertaSentenceDLModel extends ReadTensorflowModel {
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper)
+          .setModelIfNotSet(spark, Some(wrapper), None)
 
       case _ =>
         throw new Exception(notSupportedEngineError)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder.scala
index 2cc0712a615e1d..89bce984f4c388 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder.scala
@@ -23,7 +23,7 @@ import com.johnsnowlabs.ml.tensorflow.{
   WriteTensorflowModel
 }
 import com.johnsnowlabs.ml.util.LoadExternalModel.{modelSanityCheck, notSupportedEngineError}
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp.AnnotatorType.{DOCUMENT, SENTENCE_EMBEDDINGS}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common.SentenceSplit
@@ -349,7 +349,7 @@ trait ReadUSEDLModel extends ReadTensorflowModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val wrapper =
           TensorflowWrapper.readWithSP(
             localModelPath,
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings.scala
index 76cbc656235e4e..107da32535a946 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings.scala
@@ -28,7 +28,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.{ModelEngine, ModelArch}
+import com.johnsnowlabs.ml.util.{ModelArch, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -394,7 +394,7 @@ trait ReadXlmRobertaDLModel extends ReadTensorflowModel with ReadSentencePieceMo
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.scala
index f81836a86e1a75..07df2844768290 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.scala
@@ -28,7 +28,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.{ModelEngine, ModelArch}
+import com.johnsnowlabs.ml.util.{ModelArch, ModelEngine, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -383,7 +383,7 @@ trait ReadXlmRobertaSentenceDLModel extends ReadTensorflowModel with ReadSentenc
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.scala
index a5bfac1d55159b..86d2c8b3e1cf97 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.scala
@@ -28,7 +28,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.{ModelEngine, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -393,7 +393,7 @@ trait ReadXlnetDLModel extends ReadTensorflowModel with ReadSentencePieceModel {
     annotatorModel.set(annotatorModel.engine, detectedEngine)
 
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 

From d8174cc11a7a9b826a504feff07e52ca079146f3 Mon Sep 17 00:00:00 2001
From: Prabod Rathnayaka <prabod@rathnayaka.me>
Date: Sat, 1 Jul 2023 23:17:09 +1000
Subject: [PATCH 05/13] SPARKNLP 852 - Introducing "E5 Embeddings" for sentence
 embeddings like e5-large-v2 model (#13859)

* Added E5 model

* changed test type

---------

Co-authored-by: Maziyar Panahi <maziyar.panahi@iscpif.fr>
---
 .../sparknlp/annotator/embeddings/__init__.py |   1 +
 .../annotator/embeddings/e5_embeddings.py     | 191 ++++++++
 python/sparknlp/internal/__init__.py          |   5 +
 .../embeddings/e5_embeddings_test.py          |  56 +++
 .../scala/com/johnsnowlabs/ml/ai/E5.scala     | 174 +++++++
 .../nlp/embeddings/E5Embeddings.scala         | 447 ++++++++++++++++++
 .../nlp/embeddings/E5EmbeddingsTestSpec.scala |  57 +++
 7 files changed, 931 insertions(+)
 create mode 100644 python/sparknlp/annotator/embeddings/e5_embeddings.py
 create mode 100644 python/test/annotator/embeddings/e5_embeddings_test.py
 create mode 100644 src/main/scala/com/johnsnowlabs/ml/ai/E5.scala
 create mode 100644 src/main/scala/com/johnsnowlabs/nlp/embeddings/E5Embeddings.scala
 create mode 100644 src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala

diff --git a/python/sparknlp/annotator/embeddings/__init__.py b/python/sparknlp/annotator/embeddings/__init__.py
index 02ee80f98fa264..2b9a87a7dbf40e 100644
--- a/python/sparknlp/annotator/embeddings/__init__.py
+++ b/python/sparknlp/annotator/embeddings/__init__.py
@@ -22,6 +22,7 @@
 from sparknlp.annotator.embeddings.distil_bert_embeddings import *
 from sparknlp.annotator.embeddings.doc2vec import *
 from sparknlp.annotator.embeddings.elmo_embeddings import *
+from sparknlp.annotator.embeddings.e5_embeddings import *
 from sparknlp.annotator.embeddings.instructor_embeddings import *
 from sparknlp.annotator.embeddings.longformer_embeddings import *
 from sparknlp.annotator.embeddings.roberta_embeddings import *
diff --git a/python/sparknlp/annotator/embeddings/e5_embeddings.py b/python/sparknlp/annotator/embeddings/e5_embeddings.py
new file mode 100644
index 00000000000000..ee372290b1a333
--- /dev/null
+++ b/python/sparknlp/annotator/embeddings/e5_embeddings.py
@@ -0,0 +1,191 @@
+#  Copyright 2017-2022 John Snow Labs
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+"""Contains classes for E5Embeddings."""
+
+from sparknlp.common import *
+
+
+class E5Embeddings(AnnotatorModel,
+                           HasEmbeddingsProperties,
+                           HasCaseSensitiveProperties,
+                           HasStorageRef,
+                           HasBatchedAnnotate,
+                           HasMaxSentenceLengthLimit):
+    """Sentence embeddings using E5.
+
+    E5, a weakly supervised text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.)
+    Pretrained models can be loaded with :meth:`.pretrained` of the companion
+    object:
+
+    >>> embeddings = E5Embeddings.pretrained() \\
+    ...     .setInputCols(["document"]) \\
+    ...     .setOutputCol("e5_embeddings")
+
+
+    The default model is ``"e5_small"``, if no name is provided.
+
+    For available pretrained models please see the
+    `Models Hub <https://sparknlp.org/models?q=E5>`__.
+
+
+    ====================== ======================
+    Input Annotation types Output Annotation type
+    ====================== ======================
+    ``DOCUMENT``            ``SENTENCE_EMBEDDINGS``
+    ====================== ======================
+
+    Parameters
+    ----------
+    batchSize
+        Size of every batch , by default 8
+    dimension
+        Number of embedding dimensions, by default 768
+    caseSensitive
+        Whether to ignore case in tokens for embeddings matching, by default False
+    maxSentenceLength
+        Max sentence length to process, by default 512
+    configProtoBytes
+        ConfigProto from tensorflow, serialized into byte array.
+
+    References
+    ----------
+    `Text Embeddings by Weakly-Supervised Contrastive Pre-training <https://arxiv.org/pdf/2212.03533>`__
+
+    https://github.com/microsoft/unilm/tree/master/e5
+
+    **Paper abstract**
+
+    *This paper presents E5, a family of state-of-the-art text embeddings that transfer
+    well to a wide range of tasks. The model is trained in a contrastive manner with
+    weak supervision signals from our curated large-scale text pair dataset (called
+    CCPairs). E5 can be readily used as a general-purpose embedding model for any
+    tasks requiring a single-vector representation of texts such as retrieval, clustering,
+    and classification, achieving strong performance in both zero-shot and fine-tuned
+    settings. We conduct extensive evaluations on 56 datasets from the BEIR and
+    MTEB benchmarks. For zero-shot settings, E5 is the first model that outperforms
+    the strong BM25 baseline on the BEIR retrieval benchmark without using any
+    labeled data. When fine-tuned, E5 obtains the best results on the MTEB benchmark,
+    beating existing embedding models with 40× more parameters.*
+
+    Examples
+    --------
+    >>> import sparknlp
+    >>> from sparknlp.base import *
+    >>> from sparknlp.annotator import *
+    >>> from pyspark.ml import Pipeline
+    >>> documentAssembler = DocumentAssembler() \\
+    ...     .setInputCol("text") \\
+    ...     .setOutputCol("document")
+    >>> embeddings = E5Embeddings.pretrained() \\
+    ...     .setInputCols(["document"]) \\
+    ...     .setOutputCol("e5_embeddings")
+    >>> embeddingsFinisher = EmbeddingsFinisher() \\
+    ...     .setInputCols(["e5_embeddings"]) \\
+    ...     .setOutputCols("finished_embeddings") \\
+    ...     .setOutputAsVector(True)
+    >>> pipeline = Pipeline().setStages([
+    ...     documentAssembler,
+    ...     embeddings,
+    ...     embeddingsFinisher
+    ... ])
+    >>> data = spark.createDataFrame([["query: how much protein should a female eat",
+    ... "passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 grams per day." + \
+    ... "But, as you can see from this chart, you'll need to increase that if you're expecting or training for a" + \
+    ... "marathon. Check out the chart below to see how much protein you should be eating each day.",
+    ... ]]).toDF("text")
+    >>> result = pipeline.fit(data).transform(data)
+    >>> result.selectExpr("explode(finished_embeddings) as result").show(5, 80)
+    +--------------------------------------------------------------------------------+
+    |                                                                          result|
+    +--------------------------------------------------------------------------------+
+    |[[8.0190285E-4, -0.005974853, -0.072875895, 0.007944068, 0.026059335, -0.0080...|
+    |[[0.050514214, 0.010061974, -0.04340176, -0.020937217, 0.05170225, 0.01157857...|
+    +--------------------------------------------------------------------------------+
+    """
+
+    name = "E5Embeddings"
+
+    inputAnnotatorTypes = [AnnotatorType.DOCUMENT]
+
+    outputAnnotatorType = AnnotatorType.SENTENCE_EMBEDDINGS
+    configProtoBytes = Param(Params._dummy(),
+                             "configProtoBytes",
+                             "ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()",
+                             TypeConverters.toListInt)
+
+
+    def setConfigProtoBytes(self, b):
+        """Sets configProto from tensorflow, serialized into byte array.
+
+        Parameters
+        ----------
+        b : List[int]
+            ConfigProto from tensorflow, serialized into byte array
+        """
+        return self._set(configProtoBytes=b)
+
+    @keyword_only
+    def __init__(self, classname="com.johnsnowlabs.nlp.embeddings.E5Embeddings", java_model=None):
+        super(E5Embeddings, self).__init__(
+            classname=classname,
+            java_model=java_model
+        )
+        self._setDefault(
+            dimension=768,
+            batchSize=8,
+            maxSentenceLength=512,
+            caseSensitive=False,
+        )
+
+    @staticmethod
+    def loadSavedModel(folder, spark_session):
+        """Loads a locally saved model.
+
+        Parameters
+        ----------
+        folder : str
+            Folder of the saved model
+        spark_session : pyspark.sql.SparkSession
+            The current SparkSession
+
+        Returns
+        -------
+        E5Embeddings
+            The restored model
+        """
+        from sparknlp.internal import _E5Loader
+        jModel = _E5Loader(folder, spark_session._jsparkSession)._java_obj
+        return E5Embeddings(java_model=jModel)
+
+    @staticmethod
+    def pretrained(name="e5_small", lang="en", remote_loc=None):
+        """Downloads and loads a pretrained model.
+
+        Parameters
+        ----------
+        name : str, optional
+            Name of the pretrained model, by default "e5_small"
+        lang : str, optional
+            Language of the pretrained model, by default "en"
+        remote_loc : str, optional
+            Optional remote address of the resource, by default None. Will use
+            Spark NLPs repositories otherwise.
+
+        Returns
+        -------
+        E5Embeddings
+            The restored model
+        """
+        from sparknlp.pretrained import ResourceDownloader
+        return ResourceDownloader.downloadModel(E5Embeddings, name, lang, remote_loc)
diff --git a/python/sparknlp/internal/__init__.py b/python/sparknlp/internal/__init__.py
index 9131d37788b9e4..3de0d91a830188 100644
--- a/python/sparknlp/internal/__init__.py
+++ b/python/sparknlp/internal/__init__.py
@@ -143,6 +143,11 @@ def __init__(self, path, jspark):
         super(_ElmoLoader, self).__init__("com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings.loadSavedModel", path, jspark)
 
 
+class _E5Loader(ExtendedJavaWrapper):
+    def __init__(self, path, jspark):
+        super(_E5Loader, self).__init__("com.johnsnowlabs.nlp.embeddings.E5Embeddings.loadSavedModel", path, jspark)
+
+
 class _GPT2Loader(ExtendedJavaWrapper):
     def __init__(self, path, jspark):
         super(_GPT2Loader, self).__init__(
diff --git a/python/test/annotator/embeddings/e5_embeddings_test.py b/python/test/annotator/embeddings/e5_embeddings_test.py
new file mode 100644
index 00000000000000..97f0360c66a1e9
--- /dev/null
+++ b/python/test/annotator/embeddings/e5_embeddings_test.py
@@ -0,0 +1,56 @@
+#  Copyright 2017-2022 John Snow Labs
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+import os
+import unittest
+
+import pytest
+
+from sparknlp.annotator import *
+from sparknlp.base import *
+from test.annotator.common.has_max_sentence_length_test import HasMaxSentenceLengthTests
+from test.util import SparkContextForTest
+
+
+@pytest.mark.slow
+class E5EmbeddingsTestSpec(unittest.TestCase):
+    def setUp(self):
+        self.spark = SparkContextForTest.spark
+        self.tested_annotator = E5Embeddings \
+            .pretrained() \
+            .setInputCols(["documents"]) \
+            .setOutputCol("e5")
+
+    def runTest(self):
+        data = self.spark.createDataFrame([
+            [1, "query: how much protein should a female eat"],
+            [2, "query: summit define"],
+            [3, "passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 "
+                "is 46 grams per day. But, as you can see from this chart, you'll need to increase that if you're "
+                "expecting or training for a marathon. Check out the chart below to see how much protein you should "
+                "be eating each day.", ],
+            [4, "passage: Definition of summit for English Language Learners. : 1  the highest point of a mountain :"
+                " the top of a mountain. : 2  the highest level. : 3  a meeting or series of meetings between the "
+                "leaders of two or more governments."]
+        ]).toDF("id", "text")
+
+        document_assembler = DocumentAssembler() \
+            .setInputCol("text") \
+            .setOutputCol("documents")
+
+        e5 = self.tested_annotator
+
+        pipeline = Pipeline().setStages([document_assembler, e5])
+        results = pipeline.fit(data).transform(data)
+
+        results.select("e5.embeddings").show(truncate=False)
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/E5.scala b/src/main/scala/com/johnsnowlabs/ml/ai/E5.scala
new file mode 100644
index 00000000000000..d01a37d6165d3a
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/E5.scala
@@ -0,0 +1,174 @@
+/*
+ * Copyright 2017 - 2023  John Snow Labs
+ *
+ *    Licensed under the Apache License, Version 2.0 (the "License");
+ *    you may not use this file except in compliance with the License.
+ *    You may obtain a copy of the License at
+ *
+ *        http://www.apache.org/licenses/LICENSE-2.0
+ *
+ *    Unless required by applicable law or agreed to in writing, software
+ *    distributed under the License is distributed on an "AS IS" BASIS,
+ *    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ *    See the License for the specific language governing permissions and
+ *    limitations under the License.
+ */
+
+package com.johnsnowlabs.ml.ai
+
+import com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper
+import com.johnsnowlabs.ml.tensorflow.sign.{ModelSignatureConstants, ModelSignatureManager}
+import com.johnsnowlabs.ml.tensorflow.{TensorResources, TensorflowWrapper}
+import com.johnsnowlabs.nlp.{Annotation, AnnotatorType}
+import com.johnsnowlabs.nlp.annotators.common._
+import scala.collection.JavaConverters._
+
+/** E5 Sentence embeddings model
+  * @param tensorflow
+  *   tensorflow wrapper
+  * @param configProtoBytes
+  *   config proto bytes
+  * @param sentenceStartTokenId
+  *   sentence start token id
+  * @param sentenceEndTokenId
+  *   sentence end token id
+  * @param signatures
+  *   signatures
+  */
+private[johnsnowlabs] class E5(
+    val tensorflow: TensorflowWrapper,
+    configProtoBytes: Option[Array[Byte]] = None,
+    sentenceStartTokenId: Int,
+    sentenceEndTokenId: Int,
+    signatures: Option[Map[String, String]] = None)
+    extends Serializable {
+
+  private val _tfInstructorSignatures: Map[String, String] =
+    signatures.getOrElse(ModelSignatureManager.apply())
+  private val paddingTokenId = 0
+  private val eosTokenId = 1
+
+  /** Get sentence embeddings for a batch of sentences
+    * @param batch
+    *   batch of sentences
+    * @return
+    *   sentence embeddings
+    */
+  private def getSentenceEmbedding(batch: Seq[Array[Int]]): Array[Array[Float]] = {
+    // get max sentence length
+    val sequencesLength = batch.map(x => x.length).toArray
+    val maxSentenceLength = sequencesLength.max
+    val batchLength = batch.length
+
+    // encode batch
+    val tensorEncoder = new TensorResources()
+    val inputDim = batch.length * maxSentenceLength
+
+    // create buffers
+    val encoderInputBuffers = tensorEncoder.createIntBuffer(inputDim)
+    val encoderAttentionMaskBuffers = tensorEncoder.createIntBuffer(inputDim)
+
+    val shape = Array(batch.length.toLong, maxSentenceLength)
+
+    batch.zipWithIndex.foreach { case (tokenIds, idx) =>
+      val offset = idx * maxSentenceLength
+      val diff = maxSentenceLength - tokenIds.length
+
+      // pad with 0
+      val s = tokenIds.take(maxSentenceLength) ++ Array.fill[Int](diff)(this.paddingTokenId)
+      encoderInputBuffers.offset(offset).write(s)
+
+      // create attention mask
+      val mask = s.map(x => if (x != this.paddingTokenId) 1 else 0)
+      encoderAttentionMaskBuffers.offset(offset).write(mask)
+
+    }
+
+    // create tensors
+    val encoderInputTensors = tensorEncoder.createIntBufferTensor(shape, encoderInputBuffers)
+    val encoderAttentionMaskTensors =
+      tensorEncoder.createIntBufferTensor(shape, encoderAttentionMaskBuffers)
+
+    // run model
+    val runner = tensorflow
+      .getTFSessionWithSignature(
+        configProtoBytes = configProtoBytes,
+        initAllTables = false,
+        savedSignatures = signatures)
+      .runner
+
+    runner
+      .feed(
+        _tfInstructorSignatures.getOrElse(
+          ModelSignatureConstants.EncoderInputIds.key,
+          "missing_encoder_input_ids"),
+        encoderInputTensors)
+      .feed(
+        _tfInstructorSignatures.getOrElse(
+          ModelSignatureConstants.EncoderAttentionMask.key,
+          "missing_encoder_attention_mask"),
+        encoderAttentionMaskTensors)
+      .fetch(_tfInstructorSignatures
+        .getOrElse(ModelSignatureConstants.LastHiddenState.key, "missing_last_hidden_state"))
+
+    // get embeddings
+    val sentenceEmbeddings = runner.run().asScala
+    val sentenceEmbeddingsFloats = TensorResources.extractFloats(sentenceEmbeddings.head)
+    val dim = sentenceEmbeddingsFloats.length / batchLength
+
+    // group embeddings
+    val sentenceEmbeddingsFloatsArray = sentenceEmbeddingsFloats.grouped(dim).toArray
+
+    // close buffers
+    sentenceEmbeddings.foreach(_.close())
+    encoderInputTensors.close()
+    encoderAttentionMaskTensors.close()
+    tensorEncoder.clearTensors()
+    tensorEncoder.clearSession(sentenceEmbeddings)
+
+    sentenceEmbeddingsFloatsArray
+  }
+
+  /** Predict sentence embeddings for a batch of sentences
+    * @param sentences
+    *   sentences
+    * @param tokenizedSentences
+    *   tokenized sentences
+    * @param batchSize
+    *   batch size
+    * @param maxSentenceLength
+    *   max sentence length
+    * @return
+    */
+  def predict(
+      sentences: Seq[Annotation],
+      tokenizedSentences: Seq[WordpieceTokenizedSentence],
+      batchSize: Int,
+      maxSentenceLength: Int): Seq[Annotation] = {
+
+    tokenizedSentences
+      .zip(sentences)
+      .zipWithIndex
+      .grouped(batchSize)
+      .toArray
+      .flatMap { batch =>
+        val tokensBatch = batch.map(x => (x._1._1.tokens))
+        val tokens = tokensBatch.map(x =>
+          Array(sentenceStartTokenId) ++ x.map(y => y.pieceId).take(maxSentenceLength) ++ Array(
+            sentenceEndTokenId))
+        val sentencesBatch = batch.map(x => x._1._2)
+        val sentenceEmbeddings = getSentenceEmbedding(tokens)
+
+        batch.zip(sentenceEmbeddings).map { case (sentence, vectors) =>
+          Annotation(
+            annotatorType = AnnotatorType.SENTENCE_EMBEDDINGS,
+            begin = sentence._1._2.begin,
+            end = sentence._1._2.end,
+            result = sentence._1._2.result,
+            metadata = sentence._1._2.metadata,
+            embeddings = vectors)
+        }
+      }
+  }
+
+}
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/E5Embeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/E5Embeddings.scala
new file mode 100644
index 00000000000000..d6a7fc59f05aeb
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/E5Embeddings.scala
@@ -0,0 +1,447 @@
+/*
+ * Copyright 2017-2022 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.johnsnowlabs.nlp.embeddings
+
+import com.johnsnowlabs.ml.ai.E5
+import com.johnsnowlabs.ml.tensorflow._
+import com.johnsnowlabs.ml.tensorflow.sentencepiece.{
+  ReadSentencePieceModel,
+  WriteSentencePieceModel
+}
+import com.johnsnowlabs.ml.util.LoadExternalModel.{
+  loadSentencePieceAsset,
+  loadTextAsset,
+  modelSanityCheck,
+  notSupportedEngineError
+}
+import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.nlp._
+import com.johnsnowlabs.nlp.annotators.common._
+import com.johnsnowlabs.nlp.annotators.tokenizer.wordpiece.{BasicTokenizer, WordpieceEncoder}
+import com.johnsnowlabs.nlp.serialization.MapFeature
+import com.johnsnowlabs.storage.HasStorageRef
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.ml.param._
+import org.apache.spark.ml.util.Identifiable
+import org.apache.spark.sql.{DataFrame, SparkSession}
+import org.slf4j.{Logger, LoggerFactory}
+
+/** Sentence embeddings using E5.
+  *
+  * E5, an instruction-finetuned text embedding model that can generate text embeddings tailored
+  * to any task (e.g., classification, retrieval, clustering, text evaluation, etc.)
+  *
+  * Pretrained models can be loaded with `pretrained` of the companion object:
+  * {{{
+  * val embeddings = E5Embeddings.pretrained()
+  *   .setInputCols("document")
+  *   .setOutputCol("e5_embeddings")
+  * }}}
+  * The default model is `"e5_small"`, if no name is provided.
+  *
+  * For available pretrained models please see the
+  * [[https://sparknlp.org/models?q=E5 Models Hub]].
+  *
+  * For extended examples of usage, see
+  * [[https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala E5EmbeddingsTestSpec]].
+  *
+  * '''Sources''' :
+  *
+  * [[https://arxiv.org/pdf/2212.03533 Text Embeddings by Weakly-Supervised Contrastive Pre-training]]
+  *
+  * [[https://github.com/microsoft/unilm/tree/master/e5 E5 Github Repository]]
+  *
+  * ''' Paper abstract '''
+  *
+  * ''This paper presents E5, a family of state-of-the-art text embeddings that transfer well to a
+  * wide range of tasks. The model is trained in a contrastive manner with weak supervision
+  * signals from our curated large-scale text pair dataset (called CCPairs). E5 can be readily
+  * used as a general-purpose embedding model for any tasks requiring a single-vector
+  * representation of texts such as retrieval, clustering, and classification, achieving strong
+  * performance in both zero-shot and fine-tuned settings. We conduct extensive evaluations on 56
+  * datasets from the BEIR and MTEB benchmarks. For zero-shot settings, E5 is the first model that
+  * outperforms the strong BM25 baseline on the BEIR retrieval benchmark without using any labeled
+  * data. When fine-tuned, E5 obtains the best results on the MTEB benchmark, beating existing
+  * embedding models with 40× more parameters.''
+  *
+  * ==Example==
+  * {{{
+  * import spark.implicits._
+  * import com.johnsnowlabs.nlp.base.DocumentAssembler
+  * import com.johnsnowlabs.nlp.annotators.Tokenizer
+  * import com.johnsnowlabs.nlp.embeddings.E5Embeddings
+  * import com.johnsnowlabs.nlp.EmbeddingsFinisher
+  * import org.apache.spark.ml.Pipeline
+  *
+  * val documentAssembler = new DocumentAssembler()
+  *   .setInputCol("text")
+  *   .setOutputCol("document")
+  *
+  * val embeddings = E5Embeddings.pretrained("e5_small", "en")
+  *   .setInputCols("document")
+  *   .setOutputCol("e5_embeddings")
+  *
+  * val embeddingsFinisher = new EmbeddingsFinisher()
+  *   .setInputCols("e5_embeddings")
+  *   .setOutputCols("finished_embeddings")
+  *   .setOutputAsVector(true)
+  *
+  * val pipeline = new Pipeline().setStages(Array(
+  *   documentAssembler,
+  *   embeddings,
+  *   embeddingsFinisher
+  * ))
+  *
+  * val data = Seq("query: how much protein should a female eat",
+  * "passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 grams per day." +
+  * But, as you can see from this chart, you'll need to increase that if you're expecting or training for a" +
+  * marathon. Check out the chart below to see how much protein you should be eating each day."
+  *
+  * ).toDF("text")
+  * val result = pipeline.fit(data).transform(data)
+  *
+  * result.selectExpr("explode(finished_embeddings) as result").show(1, 80)
+  * +--------------------------------------------------------------------------------+
+  * |                                                                          result|
+  * +--------------------------------------------------------------------------------+
+  * |[[8.0190285E-4, -0.005974853, -0.072875895, 0.007944068, 0.026059335, -0.0080...|
+  * [[0.050514214, 0.010061974, -0.04340176, -0.020937217, 0.05170225, 0.01157857...|
+  * +--------------------------------------------------------------------------------+
+  * }}}
+  *
+  * @see
+  *   [[https://sparknlp.org/docs/en/annotators Annotators Main Page]] for a list of transformer
+  *   based embeddings
+  * @param uid
+  *   required uid for storing annotator to disk
+  * @groupname anno Annotator types
+  * @groupdesc anno
+  *   Required input and expected output annotator types
+  * @groupname Ungrouped Members
+  * @groupname param Parameters
+  * @groupname setParam Parameter setters
+  * @groupname getParam Parameter getters
+  * @groupname Ungrouped Members
+  * @groupprio param  1
+  * @groupprio anno  2
+  * @groupprio Ungrouped 3
+  * @groupprio setParam  4
+  * @groupprio getParam  5
+  * @groupdesc param
+  *   A list of (hyper-)parameter keys this annotator can take. Users can set and get the
+  *   parameter values through setters and getters, respectively.
+  */
+class E5Embeddings(override val uid: String)
+    extends AnnotatorModel[E5Embeddings]
+    with HasBatchedAnnotate[E5Embeddings]
+    with WriteTensorflowModel
+    with HasEmbeddingsProperties
+    with HasStorageRef
+    with HasCaseSensitiveProperties
+    with HasEngine {
+
+  /** Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+    * type
+    */
+  override val inputAnnotatorTypes: Array[String] =
+    Array(AnnotatorType.DOCUMENT)
+  override val outputAnnotatorType: AnnotatorType = AnnotatorType.SENTENCE_EMBEDDINGS
+
+  /** ConfigProto from tensorflow, serialized into byte array. Get with
+    * `config_proto.SerializeToString()`
+    *
+    * @group param
+    */
+  val configProtoBytes = new IntArrayParam(
+    this,
+    "configProtoBytes",
+    "ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()")
+
+  /** Max sentence length to process (Default: `128`)
+    *
+    * @group param
+    */
+  val maxSentenceLength =
+    new IntParam(this, "maxSentenceLength", "Max sentence length to process")
+
+  def sentenceStartTokenId: Int = {
+    $$(vocabulary)("[CLS]")
+  }
+
+  /** @group setParam */
+  def sentenceEndTokenId: Int = {
+    $$(vocabulary)("[SEP]")
+  }
+
+  /** Vocabulary used to encode the words to ids with WordPieceEncoder
+    *
+    * @group param
+    */
+  val vocabulary: MapFeature[String, Int] = new MapFeature(this, "vocabulary").setProtected()
+
+  /** @group setParam */
+  def setVocabulary(value: Map[String, Int]): this.type = set(vocabulary, value)
+
+  /** It contains TF model signatures for the laded saved model
+    *
+    * @group param
+    */
+  val signatures =
+    new MapFeature[String, String](model = this, name = "signatures").setProtected()
+  private var _model: Option[Broadcast[E5]] = None
+
+  def this() = this(Identifiable.randomUID("E5_EMBEDDINGS"))
+
+  /** @group setParam */
+  def setConfigProtoBytes(bytes: Array[Int]): E5Embeddings.this.type =
+    set(this.configProtoBytes, bytes)
+
+  /** @group setParam */
+  def setMaxSentenceLength(value: Int): this.type = {
+    require(
+      value <= 512,
+      "E5 models do not support sequences longer than 512 because of trainable positional embeddings.")
+    require(value >= 1, "The maxSentenceLength must be at least 1")
+    set(maxSentenceLength, value)
+    this
+  }
+
+  /** @group getParam */
+  def getMaxSentenceLength: Int = $(maxSentenceLength)
+
+  /** @group setParam */
+  def setSignatures(value: Map[String, String]): this.type = {
+    if (get(signatures).isEmpty)
+      set(signatures, value)
+    this
+  }
+
+  /** @group setParam */
+  def setModelIfNotSet(
+      spark: SparkSession,
+      tensorflowWrapper: TensorflowWrapper): E5Embeddings = {
+    if (_model.isEmpty) {
+      _model = Some(
+        spark.sparkContext.broadcast(
+          new E5(
+            tensorflowWrapper,
+            configProtoBytes = getConfigProtoBytes,
+            sentenceStartTokenId = sentenceStartTokenId,
+            sentenceEndTokenId = sentenceEndTokenId,
+            signatures = getSignatures)))
+    }
+
+    this
+  }
+
+  /** Set Embeddings dimensions for the BERT model Only possible to set this when the first time
+    * is saved dimension is not changeable, it comes from BERT config file
+    *
+    * @group setParam
+    */
+  override def setDimension(value: Int): this.type = {
+    if (get(dimension).isEmpty)
+      set(this.dimension, value)
+    this
+  }
+
+  /** Whether to lowercase tokens or not
+    *
+    * @group setParam
+    */
+  override def setCaseSensitive(value: Boolean): this.type = {
+    if (get(caseSensitive).isEmpty)
+      set(this.caseSensitive, value)
+    this
+  }
+
+  setDefault(dimension -> 768, batchSize -> 8, maxSentenceLength -> 128, caseSensitive -> false)
+
+  def tokenize(sentences: Seq[Annotation]): Seq[WordpieceTokenizedSentence] = {
+    val basicTokenizer = new BasicTokenizer($(caseSensitive))
+    val encoder = new WordpieceEncoder($$(vocabulary))
+    sentences.map { s =>
+      val sent = Sentence(
+        content = s.result,
+        start = s.begin,
+        end = s.end,
+        metadata = Some(s.metadata),
+        index = s.begin)
+      val tokens = basicTokenizer.tokenize(sent)
+      val wordpieceTokens = tokens.flatMap(token => encoder.encode(token))
+      WordpieceTokenizedSentence(wordpieceTokens)
+    }
+  }
+
+  /** takes a document and annotations and produces new annotations of this annotator's annotation
+    * type
+    *
+    * @param batchedAnnotations
+    *   Annotations that correspond to inputAnnotationCols generated by previous annotators if any
+    * @return
+    *   any number of annotations processed for every input annotation. Not necessary one to one
+    *   relationship
+    */
+  override def batchAnnotate(batchedAnnotations: Seq[Array[Annotation]]): Seq[Seq[Annotation]] = {
+
+    val allAnnotations = batchedAnnotations
+      .filter(_.nonEmpty)
+      .zipWithIndex
+      .flatMap { case (annotations, i) =>
+        annotations.filter(_.result.nonEmpty).map(x => (x, i))
+      }
+
+    // Tokenize sentences
+    val tokenizedSentences = tokenize(allAnnotations.map(_._1))
+    val processedAnnotations = if (allAnnotations.nonEmpty) {
+      this.getModelIfNotSet.predict(
+        sentences = allAnnotations.map(_._1),
+        tokenizedSentences = tokenizedSentences,
+        batchSize = $(batchSize),
+        maxSentenceLength = $(maxSentenceLength))
+    } else {
+      Seq()
+    }
+
+    // Group resulting annotations by rows. If there are not sentences in a given row, return empty sequence
+    batchedAnnotations.indices.map(rowIndex => {
+      val rowAnnotations = processedAnnotations
+        // zip each annotation with its corresponding row index
+        .zip(allAnnotations)
+        // select the sentences belonging to the current row
+        .filter(_._2._2 == rowIndex)
+        // leave the annotation only
+        .map(_._1)
+
+      if (rowAnnotations.nonEmpty)
+        rowAnnotations
+      else
+        Seq.empty[Annotation]
+    })
+
+  }
+
+  /** @group getParam */
+  def getModelIfNotSet: E5 = _model.get.value
+
+  override def onWrite(path: String, spark: SparkSession): Unit = {
+    super.onWrite(path, spark)
+    writeTensorflowModelV2(
+      path,
+      spark,
+      getModelIfNotSet.tensorflow,
+      "_e5",
+      E5Embeddings.tfFile,
+      configProtoBytes = getConfigProtoBytes,
+      savedSignatures = getSignatures)
+  }
+
+  /** @group getParam */
+  def getConfigProtoBytes: Option[Array[Byte]] = get(this.configProtoBytes).map(_.map(_.toByte))
+
+  /** @group getParam */
+  def getSignatures: Option[Map[String, String]] = get(this.signatures)
+
+  override protected def afterAnnotate(dataset: DataFrame): DataFrame = {
+    dataset.withColumn(
+      getOutputCol,
+      wrapSentenceEmbeddingsMetadata(
+        dataset.col(getOutputCol),
+        $(dimension),
+        Some($(storageRef))))
+  }
+
+}
+
+trait ReadablePretrainedE5Model
+    extends ParamsAndFeaturesReadable[E5Embeddings]
+    with HasPretrained[E5Embeddings] {
+  override val defaultModelName: Some[String] = Some("e5_small")
+
+  /** Java compliant-overrides */
+  override def pretrained(): E5Embeddings = super.pretrained()
+
+  override def pretrained(name: String): E5Embeddings = super.pretrained(name)
+
+  override def pretrained(name: String, lang: String): E5Embeddings =
+    super.pretrained(name, lang)
+
+  override def pretrained(name: String, lang: String, remoteLoc: String): E5Embeddings =
+    super.pretrained(name, lang, remoteLoc)
+}
+
+trait ReadE5DLModel extends ReadTensorflowModel {
+  this: ParamsAndFeaturesReadable[E5Embeddings] =>
+
+  override val tfFile: String = "e5_tensorflow"
+  def readModel(instance: E5Embeddings, path: String, spark: SparkSession): Unit = {
+
+    val tf = readTensorflowModel(
+      path,
+      spark,
+      "_e5_tf",
+      savedSignatures = instance.getSignatures,
+      initAllTables = false)
+    instance.setModelIfNotSet(spark, tf)
+  }
+
+  addReader(readModel)
+
+  def loadSavedModel(modelPath: String, spark: SparkSession): E5Embeddings = {
+
+    val (localModelPath, detectedEngine) = modelSanityCheck(modelPath)
+    val vocabs = loadTextAsset(localModelPath, "vocab.txt").zipWithIndex.toMap
+    /*Universal parameters for all engines*/
+    val annotatorModel = new E5Embeddings().setVocabulary(vocabs)
+
+    annotatorModel.set(annotatorModel.engine, detectedEngine)
+    detectedEngine match {
+      case ModelEngine.tensorflow =>
+        val (wrapper, signatures) = TensorflowWrapper.read(
+          localModelPath,
+          zipped = false,
+          useBundle = true,
+          tags = Array("serve"),
+          initAllTables = false)
+
+        val _signatures = signatures match {
+          case Some(s) => s
+          case None => throw new Exception("Cannot load signature definitions from model!")
+        }
+
+        /** the order of setSignatures is important if we use getSignatures inside
+          * setModelIfNotSet
+          */
+        annotatorModel
+          .setSignatures(_signatures)
+          .setModelIfNotSet(spark, wrapper)
+
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
+
+    annotatorModel
+  }
+}
+
+/** This is the companion object of [[E5Embeddings]]. Please refer to that class for the
+  * documentation.
+  */
+object E5Embeddings extends ReadablePretrainedE5Model with ReadE5DLModel {
+  private[E5Embeddings] val logger: Logger =
+    LoggerFactory.getLogger("E5Embeddings")
+}
diff --git a/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala
new file mode 100644
index 00000000000000..1e4ac3c697c10e
--- /dev/null
+++ b/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala
@@ -0,0 +1,57 @@
+/*
+ * Copyright 2017-2022 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.johnsnowlabs.nlp.embeddings
+
+import com.johnsnowlabs.nlp.base.DocumentAssembler
+import com.johnsnowlabs.nlp.util.io.ResourceHelper
+import com.johnsnowlabs.tags.{SlowTest, FastTest}
+import org.apache.spark.ml.Pipeline
+import org.scalatest.flatspec.AnyFlatSpec
+
+class E5EmbeddingsTestSpec extends AnyFlatSpec {
+
+  "E5 Embeddings" should "correctly embed multiple sentences" taggedAs SlowTest in {
+
+    import ResourceHelper.spark.implicits._
+
+    val ddd = Seq(
+      "query: how much protein should a female eat",
+      "query: summit define",
+      "passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 " +
+        "grams per day. But, as you can see from this chart, you'll need to increase that if you're expecting or" +
+        " training for a marathon. Check out the chart below to see how much protein you should be eating each day.",
+      "passage: Definition of summit for English Language Learners. : 1  the highest point of a mountain : the top of" +
+        " a mountain. : 2  the highest level. : 3  a meeting or series of meetings between the leaders of two or more" +
+        " governments.")
+      .toDF("text")
+
+    val document = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val embeddings = E5Embeddings
+      .pretrained()
+      .setInputCols(Array("document"))
+      .setOutputCol("e5")
+
+    val pipeline = new Pipeline().setStages(Array(document, embeddings))
+
+    val pipelineDF = pipeline.fit(ddd).transform(ddd)
+    pipelineDF.select("e5.embeddings").show(truncate = false)
+
+  }
+}

From 7645ad45ed01f795174cc18952fcfae15ca314ae Mon Sep 17 00:00:00 2001
From: Prabod Rathnayaka <prabod@rathnayaka.me>
Date: Sat, 1 Jul 2023 23:17:32 +1000
Subject: [PATCH 06/13] SPARKNLP-846: BART: Added maxInputLength. (#13863)

* Added maxInputLength. fixes #13829

* changed test types
---
 .../seq2seq/bart_transformer_test.py          | 75 +++++++++++++++++++
 .../scala/com/johnsnowlabs/ml/ai/Bart.scala   | 15 ++--
 .../annotators/seq2seq/BartTransformer.scala  | 16 +++-
 .../nlp/annotators/seq2seq/BartTestSpec.scala | 73 +++++++++++++++++-
 4 files changed, 172 insertions(+), 7 deletions(-)

diff --git a/python/test/annotator/seq2seq/bart_transformer_test.py b/python/test/annotator/seq2seq/bart_transformer_test.py
index d489d488ae8ae8..99f42d52bd9895 100644
--- a/python/test/annotator/seq2seq/bart_transformer_test.py
+++ b/python/test/annotator/seq2seq/bart_transformer_test.py
@@ -46,6 +46,81 @@ def runTest(self):
 
         results.select("documents.result", "answers.result").show(truncate=False)
 
+@pytest.mark.slow
+class BartTransformerMaxLengthTestSpec(unittest.TestCase):
+    def setUp(self):
+        self.spark = SparkContextForTest.spark
+
+    def runTest(self):
+        data = self.spark.createDataFrame([
+            [1, """
+            Heat oven to 200C/180C fan/gas 6. Line each hole of a 12-hole muffin tin with a thin strip of baking 
+            parchment across the middle that’s long enough so the ends stick out a centimetre or two – use a dab of
+             butter to stick in place. Roll out two thirds of the pastry on a lightly floured surface and stamp out 
+             12 x 10cm circles (you may need to re-roll trimmings). Press a circle into each hole to line.
+             
+            Sprinkle 1 tsp of breadcrumbs into the base of each pie. Tip the rest of the crumbs into a mixing bowl. 
+            Squeeze in the sausage meat, discarding the skins, along with the bacon, mace, pepper, sage and just a 
+            little salt. Get your hands in and mash and squish everything together until the breadcrumbs have just 
+            about disappeared. Divide mixture between the holes, packing in firmly and shaping to a dome in the middle.
+             
+            Roll out the remaining pastry and stamp out 12 x 7cm circles. Brush with a little egg and add a top to 
+            each pie, egg-side down to stick, carefully pressing pastry edges together to seal. Brush with more egg 
+            (don’t throw away leftovers) and sprinkle with sesame seeds. Bake for 30 mins until golden then carefully 
+            remove the pies from the tin, using the parchment ends to help you lift them out. Sit on a parchment lined 
+            baking tray, brush all round the sides with more egg and put back in the oven for 8 mins. Cool completely 
+            then eat with piccalilli, or your favourite pickle.             
+            
+            Heat oven to 200C/180C fan/gas 6. Line each hole of a 12-hole muffin tin with a thin strip of baking 
+            parchment across the middle that’s long enough so the ends stick out a centimetre or two – use a dab of
+             butter to stick in place. Roll out two thirds of the pastry on a lightly floured surface and stamp out 
+             12 x 10cm circles (you may need to re-roll trimmings). Press a circle into each hole to line.
+             
+            Sprinkle 1 tsp of breadcrumbs into the base of each pie. Tip the rest of the crumbs into a mixing bowl. 
+            Squeeze in the sausage meat, discarding the skins, along with the bacon, mace, pepper, sage and just a 
+            little salt. Get your hands in and mash and squish everything together until the breadcrumbs have just 
+            about disappeared. Divide mixture between the holes, packing in firmly and shaping to a dome in the middle.
+             
+            Roll out the remaining pastry and stamp out 12 x 7cm circles. Brush with a little egg and add a top to 
+            each pie, egg-side down to stick, carefully pressing pastry edges together to seal. Brush with more egg 
+            (don’t throw away leftovers) and sprinkle with sesame seeds. Bake for 30 mins until golden then carefully 
+            remove the pies from the tin, using the parchment ends to help you lift them out. Sit on a parchment lined 
+            baking tray, brush all round the sides with more egg and put back in the oven for 8 mins. Cool completely 
+            then eat with piccalilli, or your favourite pickle.      
+            
+            Heat oven to 200C/180C fan/gas 6. Line each hole of a 12-hole muffin tin with a thin strip of baking 
+            parchment across the middle that’s long enough so the ends stick out a centimetre or two – use a dab of
+             butter to stick in place. Roll out two thirds of the pastry on a lightly floured surface and stamp out 
+             12 x 10cm circles (you may need to re-roll trimmings). Press a circle into each hole to line.
+             
+            Sprinkle 1 tsp of breadcrumbs into the base of each pie. Tip the rest of the crumbs into a mixing bowl. 
+            Squeeze in the sausage meat, discarding the skins, along with the bacon, mace, pepper, sage and just a 
+            little salt. Get your hands in and mash and squish everything together until the breadcrumbs have just 
+            about disappeared. Divide mixture between the holes, packing in firmly and shaping to a dome in the middle.
+             
+            Roll out the remaining pastry and stamp out 12 x 7cm circles. Brush with a little egg and add a top to 
+            each pie, egg-side down to stick, carefully pressing pastry edges together to seal. Brush with more egg 
+            (don’t throw away leftovers) and sprinkle with sesame seeds. Bake for 30 mins until golden then carefully 
+            remove the pies from the tin, using the parchment ends to help you lift them out. Sit on a parchment lined 
+            baking tray, brush all round the sides with more egg and put back in the oven for 8 mins. Cool completely 
+            then eat with piccalilli, or your favourite pickle.      
+            """.strip().replace("\n", " ")]]).toDF("id", "text")
+
+        document_assembler = DocumentAssembler() \
+            .setInputCol("text") \
+            .setOutputCol("documents")
+
+        bart = BartTransformer.pretrained("distilbart_xsum_12_6") \
+            .setTask("summarize:") \
+            .setMaxOutputLength(30) \
+            .setInputCols(["documents"]) \
+            .setOutputCol("summaries")
+
+        pipeline = Pipeline().setStages([document_assembler, bart])
+        results = pipeline.fit(data).transform(data)
+
+        results.select("summaries.result").show(truncate=False)
+
 
 @pytest.mark.slow
 class BartTransformerSummaryTestSpec(unittest.TestCase):
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/Bart.scala b/src/main/scala/com/johnsnowlabs/ml/ai/Bart.scala
index cb46d348450483..3edba90c0f2bd1 100644
--- a/src/main/scala/com/johnsnowlabs/ml/ai/Bart.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/Bart.scala
@@ -101,7 +101,8 @@ private[johnsnowlabs] class Bart(
       task: String,
       randomSeed: Option[Long] = None,
       ignoreTokenIds: Array[Int] = Array(),
-      beamSize: Int): Seq[Annotation] = {
+      beamSize: Int,
+      maxInputLength: Int): Seq[Annotation] = {
 
     val batchDecoder = sentences.grouped(batchSize).toArray.flatMap { batch =>
       val batchSP = encode(batch, task)
@@ -117,7 +118,8 @@ private[johnsnowlabs] class Bart(
         noRepeatNgramSize,
         randomSeed,
         ignoreTokenIds,
-        beamSize)
+        beamSize,
+        maxInputLength)
 
       decode(spIds)
 
@@ -176,10 +178,12 @@ private[johnsnowlabs] class Bart(
       noRepeatNgramSize: Int,
       randomSeed: Option[Long],
       ignoreTokenIds: Array[Int] = Array(),
-      beamSize: Int): Array[Array[Int]] = {
+      beamSize: Int,
+      maxInputLength: Int): Array[Array[Int]] = {
 
     val ignoreTokenIdsInt = ignoreTokenIds
-    val expandedEncoderInputIdsVals = batch.flatMap(x => List.fill(beamSize)(x))
+    val expandedEncoderInputIdsVals =
+      batch.flatMap(x => List.fill(beamSize)(x.take(maxInputLength)))
     val sequencesLength = expandedEncoderInputIdsVals.map(x => x.length).toArray
     val maxSentenceLength = sequencesLength.max // - curLen
 
@@ -492,6 +496,7 @@ private[johnsnowlabs] class Bart(
       noRepeatNgramSize = 0,
       randomSeed = Option(0),
       ignoreTokenIds = Array(0),
-      beamSize = 1)
+      beamSize = 1,
+      maxInputLength = 512)
   }
 }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.scala
index aa72c0e4738fbe..5e8a97a693a2df 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.scala
@@ -199,6 +199,18 @@ class BartTransformer(override val uid: String)
     this
   }
 
+  /** max length of the input sequence (Default: `0`)
+    *
+    * @group param
+    */
+  val maxInputLength =
+    new IntParam(this, "maxInputLength", "Maximum length of the input sequence")
+
+  def setMaxInputLength(value: Int): BartTransformer.this.type = {
+    set(maxInputLength, value)
+    this
+  }
+
   /** @group getParam */
   def getMinOutputLength: Int = $(this.minOutputLength)
 
@@ -477,6 +489,7 @@ class BartTransformer(override val uid: String)
     ignoreTokenIds -> Array(),
     batchSize -> 1,
     beamSize -> 4,
+    maxInputLength -> 512,
     useCache -> true)
 
   override def batchAnnotate(batchedAnnotations: Seq[Array[Annotation]]): Seq[Seq[Annotation]] = {
@@ -503,7 +516,8 @@ class BartTransformer(override val uid: String)
         task = $(task),
         randomSeed = this.randomSeed,
         ignoreTokenIds = $(ignoreTokenIds),
-        beamSize = $(beamSize))
+        beamSize = $(beamSize),
+        maxInputLength = $(maxInputLength))
     } else {
       Seq()
     }
diff --git a/src/test/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTestSpec.scala
index 11b5e8d768aa3d..553567d53a4df3 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTestSpec.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/annotators/seq2seq/BartTestSpec.scala
@@ -18,7 +18,7 @@ package com.johnsnowlabs.nlp.annotators.seq2seq
 
 import com.johnsnowlabs.nlp.base.DocumentAssembler
 import com.johnsnowlabs.nlp.util.io.ResourceHelper
-import com.johnsnowlabs.tags.SlowTest
+import com.johnsnowlabs.tags.{SlowTest, FastTest}
 import com.johnsnowlabs.util.Benchmark
 import org.apache.spark.ml.Pipeline
 import org.scalatest.flatspec.AnyFlatSpec
@@ -56,6 +56,77 @@ class BartTestSpec extends AnyFlatSpec {
       .show(truncate = false)
 
   }
+  "distilbart_xsum_12_6" should "handle text inputs longer than 512 and not crash" taggedAs SlowTest in {
+    // text longer than 512
+    val testData = ResourceHelper.spark
+      .createDataFrame(
+        Seq(
+          (
+            1,
+            "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow." +
+              "PG&E stated it scheduled the blackouts in response to forecasts for high winds " +
+              "amid dry conditions. The aim is to reduce the risk of wildfires. Nearly 800 thousand customers were " +
+              "scheduled to be affected by the shutoffs which were expected to last through at least midday tomorrow.")))
+      .toDF("id", "text")
+
+    val documentAssembler = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("documents")
+
+    val bart = BartTransformer
+      .pretrained("distilbart_xsum_12_6")
+      .setTask("summarize:")
+      .setInputCols(Array("documents"))
+      .setDoSample(true)
+      .setMaxOutputLength(30)
+      .setOutputCol("generation")
+
+    new Pipeline()
+      .setStages(Array(documentAssembler, bart))
+      .fit(testData)
+      .transform(testData)
+      .select("generation.result")
+      .show(truncate = false)
+  }
+
   "bart-large-cnn" should "run SparkNLP pipeline with maxLength=130 and doSample=true" taggedAs SlowTest in {
     val testData = ResourceHelper.spark
       .createDataFrame(

From fb75bb1be9ed9f3fdafacaddb37b8028fa556f26 Mon Sep 17 00:00:00 2001
From: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date: Sat, 1 Jul 2023 17:24:59 +0200
Subject: [PATCH 07/13] Fix Model Engine detection [skip test]

---
 .../com/johnsnowlabs/nlp/embeddings/E5Embeddings.scala   | 9 ++-------
 .../nlp/embeddings/InstructorEmbeddings.scala            | 4 ++--
 2 files changed, 4 insertions(+), 9 deletions(-)

diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/E5Embeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/E5Embeddings.scala
index d6a7fc59f05aeb..8c902a31a6785f 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/E5Embeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/E5Embeddings.scala
@@ -18,17 +18,12 @@ package com.johnsnowlabs.nlp.embeddings
 
 import com.johnsnowlabs.ml.ai.E5
 import com.johnsnowlabs.ml.tensorflow._
-import com.johnsnowlabs.ml.tensorflow.sentencepiece.{
-  ReadSentencePieceModel,
-  WriteSentencePieceModel
-}
 import com.johnsnowlabs.ml.util.LoadExternalModel.{
-  loadSentencePieceAsset,
   loadTextAsset,
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.annotators.tokenizer.wordpiece.{BasicTokenizer, WordpieceEncoder}
@@ -410,7 +405,7 @@ trait ReadE5DLModel extends ReadTensorflowModel {
 
     annotatorModel.set(annotatorModel.engine, detectedEngine)
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) = TensorflowWrapper.read(
           localModelPath,
           zipped = false,
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.scala
index 8caee7749a00ad..ede6caa13ee84f 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.scala
@@ -28,7 +28,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.ModelEngine
+import com.johnsnowlabs.ml.util.TensorFlow
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import com.johnsnowlabs.storage.HasStorageRef
@@ -400,7 +400,7 @@ trait ReadInstructorDLModel extends ReadTensorflowModel with ReadSentencePieceMo
     annotatorModel.set(annotatorModel.engine, detectedEngine)
     val spModel = loadSentencePieceAsset(localModelPath, "spiece.model")
     detectedEngine match {
-      case ModelEngine.tensorflow =>
+      case TensorFlow.name =>
         val (wrapper, signatures) = TensorflowWrapper.read(
           localModelPath,
           zipped = false,

From ad1902415ac5729c512fec74ae07245212d16bf0 Mon Sep 17 00:00:00 2001
From: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date: Sat, 1 Jul 2023 17:25:17 +0200
Subject: [PATCH 08/13] Add InstructorEmbeddings and E5Embeddings to Python
 downloader [skip test]

---
 .../com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala  | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala b/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala
index 4abafc4b99febb..f38f9735604fb7 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.scala
@@ -717,7 +717,9 @@ object PythonResourceDownloader {
     "BartTransformer" -> BartTransformer,
     "BertForZeroShotClassification" -> BertForZeroShotClassification,
     "DistilBertForZeroShotClassification" -> DistilBertForZeroShotClassification,
-    "RoBertaForZeroShotClassification" -> RoBertaForZeroShotClassification)
+    "RoBertaForZeroShotClassification" -> RoBertaForZeroShotClassification,
+    "InstructorEmbeddings" -> InstructorEmbeddings,
+    "E5Embeddings" -> E5Embeddings)
 
   // List pairs of types such as the one with key type can load a pretrained model from the value type
   val typeMapper: Map[String, String] = Map("ZeroShotNerModel" -> "RoBertaForQuestionAnswering")

From 08cad55eba3a1dcfd622b91d4fc8465361f9f8a2 Mon Sep 17 00:00:00 2001
From: Stefano Lori <wolliq@users.noreply.github.com>
Date: Mon, 3 Jul 2023 09:10:20 +0200
Subject: [PATCH 09/13] Feature/doc similarity ranker (#13858)

* Added doc similarity ranker annotator template

* Created ranker model

* gitignore modified

* Added params to LSH models

* Added BRP LSH as annotator engine

* Added replace features col with embeddings

* Added LSH logic on vector cast

* Added skeleton for lsh doc sim ranker - WIP

* Fixed mh3 hash calculation

* Fixed dataset assertions id vs neghbours

* Converting neighbours result string to map

* Added finisher to extract lsh id and neighbors

* Labels refactoring

* Added distance param to show in rankings

* Added logic to select nearest neighbor

* Added identity ranking for debugging

* Adding Python interface to doc sim ranker approach and model

* WIP - Python interface

* WIP - fixed umbalanced embeddings Py test

* Added MinHash engine to doc sim ranker

* Fixed serde for ranker map params

* Clean up pytests

* Added doc sim ranker finisher Python interface

* stabilized tests for doc sim ranker

* Moved and enriched test for doc sim ranker

* Bumped version 5.0.0 in doc sim ranker test

---------

Co-authored-by: Stefano Lori <s.lori@izicap.com>
---
 .gitignore                                    |   1 +
 .../doc-sim-ranker/test_doc_sim_ranker.ipynb  | 542 ++++++++++++++++++
 .../sparknlp/annotator/similarity/__init__.py |   0
 .../similarity/document_similarity_ranker.py  | 232 ++++++++
 python/sparknlp/common/annotator_type.py      |   1 +
 python/test/annotator/similarity/__init__.py  |   0
 .../similarity/doc_similarity_ranker_test.py  |  90 +++
 .../com/johnsnowlabs/nlp/AnnotatorType.scala  |   2 +-
 .../DocumentSimilarityRankerApproach.scala    | 223 +++++++
 .../DocumentSimilarityRankerModel.scala       |  78 +++
 .../DocumentSimilarityRankerFinisher.scala    | 181 ++++++
 .../DocumentSimilarityRankerTestSpec.scala    | 275 +++++++++
 12 files changed, 1624 insertions(+), 1 deletion(-)
 create mode 100644 examples/python/annotation/text/english/text-similarity/doc-sim-ranker/test_doc_sim_ranker.ipynb
 create mode 100644 python/sparknlp/annotator/similarity/__init__.py
 create mode 100644 python/sparknlp/annotator/similarity/document_similarity_ranker.py
 create mode 100644 python/test/annotator/similarity/__init__.py
 create mode 100644 python/test/annotator/similarity/doc_similarity_ranker_test.py
 create mode 100644 src/main/scala/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.scala
 create mode 100644 src/main/scala/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.scala
 create mode 100644 src/main/scala/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.scala
 create mode 100644 src/test/scala/com/johnsnowlabs/nlp/similarity/DocumentSimilarityRankerTestSpec.scala

diff --git a/.gitignore b/.gitignore
index aa264460d82d79..e91a8952f7c8d5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -338,3 +338,4 @@ python/docs/reference/_autosummary/**
 
 # MS Visio Code
 **/.vscode/
+.metals/
\ No newline at end of file
diff --git a/examples/python/annotation/text/english/text-similarity/doc-sim-ranker/test_doc_sim_ranker.ipynb b/examples/python/annotation/text/english/text-similarity/doc-sim-ranker/test_doc_sim_ranker.ipynb
new file mode 100644
index 00000000000000..eb77b388e42dc7
--- /dev/null
+++ b/examples/python/annotation/text/english/text-similarity/doc-sim-ranker/test_doc_sim_ranker.ipynb
@@ -0,0 +1,542 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "c3dc7ce5",
+   "metadata": {},
+   "source": [
+    "# Document Similarity Ranker for Spark NLP\n",
+    "### Efficient approximate nearest neighbor search on top of sentence embeddings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1a9dd32e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import Spark NLP classes\n",
+    "from sparknlp.base import *\n",
+    "from sparknlp.annotator import *\n",
+    "from sparknlp.pretrained import PretrainedPipeline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "82846deb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ":: loading settings :: url = jar:file:/Users/stefanolori/opt/anaconda3/envs/spknlp/lib/python3.8/site-packages/pyspark/jars/ivy-2.5.0.jar!/org/apache/ivy/core/settings/ivysettings.xml\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Ivy Default Cache set to: /Users/stefanolori/.ivy2/cache\n",
+      "The jars for the packages stored in: /Users/stefanolori/.ivy2/jars\n",
+      "com.johnsnowlabs.nlp#spark-nlp_2.12 added as a dependency\n",
+      ":: resolving dependencies :: org.apache.spark#spark-submit-parent-d858c4fe-292f-4adf-8944-9ebef53c59cd;1.0\n",
+      "\tconfs: [default]\n",
+      "\tfound com.johnsnowlabs.nlp#spark-nlp_2.12;4.4.4 in local-ivy-cache\n",
+      "\tfound com.typesafe#config;1.4.2 in local-m2-cache\n",
+      "\tfound org.rocksdb#rocksdbjni;6.29.5 in central\n",
+      "\tfound com.amazonaws#aws-java-sdk-bundle;1.11.828 in central\n",
+      "\tfound com.github.universal-automata#liblevenshtein;3.0.0 in central\n",
+      "\tfound com.google.protobuf#protobuf-java-util;3.0.0-beta-3 in central\n",
+      "\tfound com.google.protobuf#protobuf-java;3.0.0-beta-3 in central\n",
+      "\tfound com.google.code.gson#gson;2.3 in central\n",
+      "\tfound it.unimi.dsi#fastutil;7.0.12 in central\n",
+      "\tfound org.projectlombok#lombok;1.16.8 in central\n",
+      "\tfound com.google.cloud#google-cloud-storage;2.16.0 in central\n",
+      "\tfound com.google.guava#guava;31.1-jre in central\n",
+      "\tfound com.google.guava#failureaccess;1.0.1 in central\n",
+      "\tfound com.google.guava#listenablefuture;9999.0-empty-to-avoid-conflict-with-guava in central\n",
+      "\tfound com.google.errorprone#error_prone_annotations;2.16 in central\n",
+      "\tfound com.google.j2objc#j2objc-annotations;1.3 in central\n",
+      "\tfound com.google.http-client#google-http-client;1.42.3 in central\n",
+      "\tfound io.opencensus#opencensus-contrib-http-util;0.31.1 in central\n",
+      "\tfound com.google.http-client#google-http-client-jackson2;1.42.3 in central\n",
+      "\tfound com.google.http-client#google-http-client-gson;1.42.3 in central\n",
+      "\tfound com.google.api-client#google-api-client;2.1.1 in central\n",
+      "\tfound commons-codec#commons-codec;1.15 in central\n",
+      "\tfound com.google.oauth-client#google-oauth-client;1.34.1 in central\n",
+      "\tfound com.google.http-client#google-http-client-apache-v2;1.42.3 in central\n",
+      "\tfound com.google.apis#google-api-services-storage;v1-rev20220705-2.0.0 in central\n",
+      "\tfound com.google.code.gson#gson;2.10 in central\n",
+      "\tfound com.google.cloud#google-cloud-core;2.9.0 in central\n",
+      "\tfound com.google.auto.value#auto-value-annotations;1.10.1 in central\n",
+      "\tfound com.google.cloud#google-cloud-core-http;2.9.0 in central\n",
+      "\tfound com.google.http-client#google-http-client-appengine;1.42.3 in central\n",
+      "\tfound com.google.api#gax-httpjson;0.105.1 in central\n",
+      "\tfound com.google.cloud#google-cloud-core-grpc;2.9.0 in central\n",
+      "\tfound io.grpc#grpc-core;1.51.0 in central\n",
+      "\tfound com.google.api#gax;2.20.1 in central\n",
+      "\tfound com.google.api#gax-grpc;2.20.1 in central\n",
+      "\tfound io.grpc#grpc-alts;1.51.0 in central\n",
+      "\tfound io.grpc#grpc-grpclb;1.51.0 in central\n",
+      "\tfound org.conscrypt#conscrypt-openjdk-uber;2.5.2 in central\n",
+      "\tfound io.grpc#grpc-protobuf;1.51.0 in central\n",
+      "\tfound com.google.auth#google-auth-library-credentials;1.13.0 in central\n",
+      "\tfound com.google.auth#google-auth-library-oauth2-http;1.13.0 in central\n",
+      "\tfound com.google.api#api-common;2.2.2 in central\n",
+      "\tfound javax.annotation#javax.annotation-api;1.3.2 in local-m2-cache\n",
+      "\tfound io.opencensus#opencensus-api;0.31.1 in central\n",
+      "\tfound io.grpc#grpc-context;1.51.0 in central\n",
+      "\tfound com.google.api.grpc#proto-google-iam-v1;1.6.22 in central\n",
+      "\tfound com.google.protobuf#protobuf-java;3.21.10 in central\n",
+      "\tfound com.google.protobuf#protobuf-java-util;3.21.10 in central\n",
+      "\tfound com.google.api.grpc#proto-google-common-protos;2.11.0 in central\n",
+      "\tfound org.threeten#threetenbp;1.6.4 in central\n",
+      "\tfound com.google.api.grpc#proto-google-cloud-storage-v2;2.16.0-alpha in central\n",
+      "\tfound com.google.api.grpc#grpc-google-cloud-storage-v2;2.16.0-alpha in central\n",
+      "\tfound com.google.api.grpc#gapic-google-cloud-storage-v2;2.16.0-alpha in central\n",
+      "\tfound com.fasterxml.jackson.core#jackson-core;2.14.1 in central\n",
+      "\tfound com.google.code.findbugs#jsr305;3.0.2 in central\n",
+      "\tfound io.grpc#grpc-api;1.51.0 in central\n",
+      "\tfound io.grpc#grpc-auth;1.51.0 in central\n",
+      "\tfound io.grpc#grpc-stub;1.51.0 in central\n",
+      "\tfound org.checkerframework#checker-qual;3.28.0 in central\n",
+      "\tfound com.google.api.grpc#grpc-google-iam-v1;1.6.22 in central\n",
+      "\tfound io.grpc#grpc-protobuf-lite;1.51.0 in central\n",
+      "\tfound com.google.android#annotations;4.1.1.4 in central\n",
+      "\tfound org.codehaus.mojo#animal-sniffer-annotations;1.22 in central\n",
+      "\tfound io.grpc#grpc-netty-shaded;1.51.0 in central\n",
+      "\tfound io.perfmark#perfmark-api;0.26.0 in central\n",
+      "\tfound io.grpc#grpc-googleapis;1.51.0 in central\n",
+      "\tfound io.grpc#grpc-xds;1.51.0 in central\n",
+      "\tfound io.opencensus#opencensus-proto;0.2.0 in central\n",
+      "\tfound io.grpc#grpc-services;1.51.0 in central\n",
+      "\tfound com.google.re2j#re2j;1.6 in central\n",
+      "\tfound com.navigamez#greex;1.0 in central\n",
+      "\tfound dk.brics.automaton#automaton;1.11-8 in central\n",
+      "\tfound com.johnsnowlabs.nlp#tensorflow-cpu_2.12;0.4.4 in central\n",
+      ":: resolution report :: resolve 1092ms :: artifacts dl 43ms\n",
+      "\t:: modules in use:\n",
+      "\tcom.amazonaws#aws-java-sdk-bundle;1.11.828 from central in [default]\n",
+      "\tcom.fasterxml.jackson.core#jackson-core;2.14.1 from central in [default]\n",
+      "\tcom.github.universal-automata#liblevenshtein;3.0.0 from central in [default]\n",
+      "\tcom.google.android#annotations;4.1.1.4 from central in [default]\n",
+      "\tcom.google.api#api-common;2.2.2 from central in [default]\n",
+      "\tcom.google.api#gax;2.20.1 from central in [default]\n",
+      "\tcom.google.api#gax-grpc;2.20.1 from central in [default]\n",
+      "\tcom.google.api#gax-httpjson;0.105.1 from central in [default]\n",
+      "\tcom.google.api-client#google-api-client;2.1.1 from central in [default]\n",
+      "\tcom.google.api.grpc#gapic-google-cloud-storage-v2;2.16.0-alpha from central in [default]\n",
+      "\tcom.google.api.grpc#grpc-google-cloud-storage-v2;2.16.0-alpha from central in [default]\n",
+      "\tcom.google.api.grpc#grpc-google-iam-v1;1.6.22 from central in [default]\n",
+      "\tcom.google.api.grpc#proto-google-cloud-storage-v2;2.16.0-alpha from central in [default]\n",
+      "\tcom.google.api.grpc#proto-google-common-protos;2.11.0 from central in [default]\n",
+      "\tcom.google.api.grpc#proto-google-iam-v1;1.6.22 from central in [default]\n",
+      "\tcom.google.apis#google-api-services-storage;v1-rev20220705-2.0.0 from central in [default]\n",
+      "\tcom.google.auth#google-auth-library-credentials;1.13.0 from central in [default]\n",
+      "\tcom.google.auth#google-auth-library-oauth2-http;1.13.0 from central in [default]\n",
+      "\tcom.google.auto.value#auto-value-annotations;1.10.1 from central in [default]\n",
+      "\tcom.google.cloud#google-cloud-core;2.9.0 from central in [default]\n",
+      "\tcom.google.cloud#google-cloud-core-grpc;2.9.0 from central in [default]\n",
+      "\tcom.google.cloud#google-cloud-core-http;2.9.0 from central in [default]\n",
+      "\tcom.google.cloud#google-cloud-storage;2.16.0 from central in [default]\n",
+      "\tcom.google.code.findbugs#jsr305;3.0.2 from central in [default]\n",
+      "\tcom.google.code.gson#gson;2.10 from central in [default]\n",
+      "\tcom.google.errorprone#error_prone_annotations;2.16 from central in [default]\n",
+      "\tcom.google.guava#failureaccess;1.0.1 from central in [default]\n",
+      "\tcom.google.guava#guava;31.1-jre from central in [default]\n",
+      "\tcom.google.guava#listenablefuture;9999.0-empty-to-avoid-conflict-with-guava from central in [default]\n",
+      "\tcom.google.http-client#google-http-client;1.42.3 from central in [default]\n",
+      "\tcom.google.http-client#google-http-client-apache-v2;1.42.3 from central in [default]\n",
+      "\tcom.google.http-client#google-http-client-appengine;1.42.3 from central in [default]\n",
+      "\tcom.google.http-client#google-http-client-gson;1.42.3 from central in [default]\n",
+      "\tcom.google.http-client#google-http-client-jackson2;1.42.3 from central in [default]\n",
+      "\tcom.google.j2objc#j2objc-annotations;1.3 from central in [default]\n",
+      "\tcom.google.oauth-client#google-oauth-client;1.34.1 from central in [default]\n",
+      "\tcom.google.protobuf#protobuf-java;3.21.10 from central in [default]\n",
+      "\tcom.google.protobuf#protobuf-java-util;3.21.10 from central in [default]\n",
+      "\tcom.google.re2j#re2j;1.6 from central in [default]\n",
+      "\tcom.johnsnowlabs.nlp#spark-nlp_2.12;4.4.4 from local-ivy-cache in [default]\n",
+      "\tcom.johnsnowlabs.nlp#tensorflow-cpu_2.12;0.4.4 from central in [default]\n",
+      "\tcom.navigamez#greex;1.0 from central in [default]\n",
+      "\tcom.typesafe#config;1.4.2 from local-m2-cache in [default]\n",
+      "\tcommons-codec#commons-codec;1.15 from central in [default]\n",
+      "\tdk.brics.automaton#automaton;1.11-8 from central in [default]\n",
+      "\tio.grpc#grpc-alts;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-api;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-auth;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-context;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-core;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-googleapis;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-grpclb;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-netty-shaded;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-protobuf;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-protobuf-lite;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-services;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-stub;1.51.0 from central in [default]\n",
+      "\tio.grpc#grpc-xds;1.51.0 from central in [default]\n",
+      "\tio.opencensus#opencensus-api;0.31.1 from central in [default]\n",
+      "\tio.opencensus#opencensus-contrib-http-util;0.31.1 from central in [default]\n",
+      "\tio.opencensus#opencensus-proto;0.2.0 from central in [default]\n",
+      "\tio.perfmark#perfmark-api;0.26.0 from central in [default]\n",
+      "\tit.unimi.dsi#fastutil;7.0.12 from central in [default]\n",
+      "\tjavax.annotation#javax.annotation-api;1.3.2 from local-m2-cache in [default]\n",
+      "\torg.checkerframework#checker-qual;3.28.0 from central in [default]\n",
+      "\torg.codehaus.mojo#animal-sniffer-annotations;1.22 from central in [default]\n",
+      "\torg.conscrypt#conscrypt-openjdk-uber;2.5.2 from central in [default]\n",
+      "\torg.projectlombok#lombok;1.16.8 from central in [default]\n",
+      "\torg.rocksdb#rocksdbjni;6.29.5 from central in [default]\n",
+      "\torg.threeten#threetenbp;1.6.4 from central in [default]\n",
+      "\t:: evicted modules:\n",
+      "\tcom.google.protobuf#protobuf-java-util;3.0.0-beta-3 by [com.google.protobuf#protobuf-java-util;3.21.10] in [default]\n",
+      "\tcom.google.protobuf#protobuf-java;3.0.0-beta-3 by [com.google.protobuf#protobuf-java;3.21.10] in [default]\n",
+      "\tcom.google.code.gson#gson;2.3 by [com.google.code.gson#gson;2.10] in [default]\n",
+      "\t---------------------------------------------------------------------\n",
+      "\t|                  |            modules            ||   artifacts   |\n",
+      "\t|       conf       | number| search|dwnlded|evicted|| number|dwnlded|\n",
+      "\t---------------------------------------------------------------------\n",
+      "\t|      default     |   73  |   0   |   0   |   3   ||   70  |   0   |\n",
+      "\t---------------------------------------------------------------------\n",
+      ":: retrieving :: org.apache.spark#spark-submit-parent-d858c4fe-292f-4adf-8944-9ebef53c59cd\n",
+      "\tconfs: [default]\n",
+      "\t0 artifacts copied, 70 already retrieved (0kB/16ms)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "23/07/01 22:00:42 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Setting default log level to \"WARN\".\n",
+      "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Create the PySpark session\n",
+    "from pyspark.sql import SparkSession\n",
+    "\n",
+    "spark = SparkSession.builder \\\n",
+    "    .appName(\"Spark NLP\")\\\n",
+    "    .master(\"local[*]\")\\\n",
+    "    .config(\"spark.driver.memory\",\"16G\")\\\n",
+    "    .config(\"spark.driver.maxResultSize\", \"0\") \\\n",
+    "    .config(\"spark.kryoserializer.buffer.max\", \"2000M\")\\\n",
+    "    .config(\"spark.jars.packages\", \"com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0\")\\\n",
+    "    .getOrCreate()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a3f563d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Let's use some dataset where we can visually control similarity\n",
+    "# Documents are coupled, as 1-2, 3-4, 5-6, 7-8 and they were voluntarily created similar\n",
+    "data = spark.createDataFrame(\n",
+    "        [\n",
+    "            [\"First document, this is my first sentence. This is my second sentence.\"],\n",
+    "            [\"Second document, this is my second sentence. This is my second sentence.\"],\n",
+    "            [\"Third document, climate change is arguably one of the most pressing problems of our time.\"],\n",
+    "            [\"Fourth document, climate change is definitely one of the most pressing problems of our time.\"],\n",
+    "            [\"Fifth document, Florence in Italy, is among the most beautiful cities in Europe.\"],\n",
+    "            [\"Sixth document, Florence in Italy, is a very beautiful city in Europe like Lyon in France.\"],\n",
+    "            [\"Seventh document, the French Riviera is the Mediterranean coastline of the southeast corner of France.\"],\n",
+    "            [\"Eighth document, the warmest place in France is the French Riviera coast in Southern France.\"]\n",
+    "        ]\n",
+    "    ).toDF(\"text\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "34604126",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Stage 0:>                                                          (0 + 1) / 1]\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+------------------------------------------------------------------------------------------------------+\n",
+      "|text                                                                                                  |\n",
+      "+------------------------------------------------------------------------------------------------------+\n",
+      "|First document, this is my first sentence. This is my second sentence.                                |\n",
+      "|Second document, this is my second sentence. This is my second sentence.                              |\n",
+      "|Third document, climate change is arguably one of the most pressing problems of our time.             |\n",
+      "|Fourth document, climate change is definitely one of the most pressing problems of our time.          |\n",
+      "|Fifth document, Florence in Italy, is among the most beautiful cities in Europe.                      |\n",
+      "|Sixth document, Florence in Italy, is a very beautiful city in Europe like Lyon in France.            |\n",
+      "|Seventh document, the French Riviera is the Mediterranean coastline of the southeast corner of France.|\n",
+      "|Eighth document, the warmest place in France is the French Riviera coast in Southern France.          |\n",
+      "+------------------------------------------------------------------------------------------------------+\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "                                                                                \r"
+     ]
+    }
+   ],
+   "source": [
+    "data.show(10, False)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "945e787d",
+   "metadata": {},
+   "source": [
+    "## A document similarity ranker pipeline\n",
+    "### The document similarity ranker works downstream of other annotators generating sentence embeddings. In this example we'll use RoBertaSentenceEmbeddings.\n",
+    "The pipeline will use the following steps:\n",
+    "- document_assembler to annotate the documents\n",
+    "- sentence_detector to detect sentences\n",
+    "- tokenizer to apply tokenization\n",
+    "- sentence_embeddings to created the necessary sentence embeddings representation\n",
+    "- document_similarity_ranker to extract the simlar documents via annotator configuration\n",
+    "- document_similarity_ranker_finisher to extract the column of interest for this new annotator"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "d4d2bd1d",
+   "metadata": {},
+   "source": [
+    "## DocumentSimilarityRankerApproach: input parameter setters overview\n",
+    "- setInputCols(\"sentence_embeddings\") : this setter will address input column\n",
+    "- setOutputCol(\"doc_similarity_rankings\") : this setter will address ouput column\n",
+    "- setSimilarityMethod(\"brp\") : this setter will select the LSH method (lsh|mh) used to apply approximate nearest neigbours search\n",
+    "- setNumberOfNeighbours(10) : this setter will address the desired number of similar documents for a given document in the set\n",
+    "- setBucketLength(2.0) : LSH parameter used to control the average size of hash buckets and improve recall\n",
+    "- setNumHashTables(3) : LSH parameter used to control number of hash tables used in LSH OR-amplification and improve recall\n",
+    "- setVisibleDistances(True) : this setter will make distances visible in the result, useful for debugging level information\n",
+    "- setIdentityRanking(False) : this setter will make identity distance (0.0) visible, useful for debugging level information"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "0b36d5cd",
+   "metadata": {},
+   "source": [
+    "## DocumentSimilarityRankerFinisher: out parameters overview\n",
+    "- setInputCols(\"doc_similarity_rankings\") : this setter will read the result column to extract IDs and distances\n",
+    "- setOutputCols(\n",
+    "            \"finished_doc_similarity_rankings_id\",\n",
+    "            \"finished_doc_similarity_rankings_neighbors\") : this setter selects the column with the document query ID and the neighbors document that results from the search run"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "9a8f9eae",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "sent_roberta_base download started this may take some time.\n",
+      "Approximate size to download 284.8 MB\n",
+      "[ | ]sent_roberta_base download started this may take some time.\n",
+      "Approximate size to download 284.8 MB\n",
+      "Download done! Loading the resource.\n",
+      "[ / ]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2023-07-01 22:01:11.233544: I external/org_tensorflow/tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
+      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ \\ ]"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: An illegal reflective access operation has occurred\n",
+      "WARNING: Illegal reflective access by org.apache.spark.util.SizeEstimator$ (file:/Users/stefanolori/opt/anaconda3/envs/spknlp/lib/python3.8/site-packages/pyspark/jars/spark-core_2.12-3.3.1.jar) to field java.lang.ref.Reference.referent\n",
+      "WARNING: Please consider reporting this to the maintainers of org.apache.spark.util.SizeEstimator$\n",
+      "WARNING: Use --illegal-access=warn to enable warnings of further illegal reflective access operations\n",
+      "WARNING: All illegal access operations will be denied in a future release\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[OK!]\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "                                                                                \r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "23/07/01 22:01:22 WARN InstanceBuilder$NativeBLAS: Failed to load implementation from:dev.ludovic.netlib.blas.JNIBLAS\n",
+      "23/07/01 22:01:22 WARN InstanceBuilder$NativeBLAS: Failed to load implementation from:dev.ludovic.netlib.blas.ForeignLinkerBLAS\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "                                                                                \r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+-----------------------------------+------------------------------------------+\n",
+      "|finished_doc_similarity_rankings_id|finished_doc_similarity_rankings_neighbors|\n",
+      "+-----------------------------------+------------------------------------------+\n",
+      "|1510101612                         |[(1634839239,0.12448559273510636)]        |\n",
+      "|1634839239                         |[(1510101612,0.12448559273510636)]        |\n",
+      "|-612640902                         |[(1274183715,0.12201215887654807)]        |\n",
+      "|1274183715                         |[(-612640902,0.12201215887654807)]        |\n",
+      "|-1320876223                        |[(1293373212,0.17848861258809434)]        |\n",
+      "|1293373212                         |[(-1320876223,0.17848861258809434)]       |\n",
+      "|-1548374770                        |[(-1719102856,0.2329717161223739)]        |\n",
+      "|-1719102856                        |[(-1548374770,0.2329717161223739)]        |\n",
+      "+-----------------------------------+------------------------------------------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sparknlp.annotator.similarity.document_similarity_ranker import *\n",
+    "\n",
+    "document_assembler = DocumentAssembler() \\\n",
+    "            .setInputCol(\"text\") \\\n",
+    "            .setOutputCol(\"document\")\n",
+    "sentence_detector = SentenceDetector() \\\n",
+    "            .setInputCols([\"document\"]) \\\n",
+    "            .setOutputCol(\"sentence\")\n",
+    "tokenizer = Tokenizer() \\\n",
+    "            .setInputCols([\"sentence\"]) \\\n",
+    "            .setOutputCol(\"token\")\n",
+    "\n",
+    "sentence_embeddings = RoBertaSentenceEmbeddings.pretrained() \\\n",
+    "            .setInputCols([\"document\"]) \\\n",
+    "            .setOutputCol(\"sentence_embeddings\")\n",
+    "\n",
+    "document_similarity_ranker = DocumentSimilarityRankerApproach() \\\n",
+    "            .setInputCols(\"sentence_embeddings\") \\\n",
+    "            .setOutputCol(\"doc_similarity_rankings\") \\\n",
+    "            .setSimilarityMethod(\"brp\") \\\n",
+    "            .setNumberOfNeighbours(1) \\\n",
+    "            .setBucketLength(2.0) \\\n",
+    "            .setNumHashTables(3) \\\n",
+    "            .setVisibleDistances(True) \\\n",
+    "            .setIdentityRanking(False)\n",
+    "\n",
+    "document_similarity_ranker_finisher = DocumentSimilarityRankerFinisher() \\\n",
+    "        .setInputCols(\"doc_similarity_rankings\") \\\n",
+    "        .setOutputCols(\n",
+    "            \"finished_doc_similarity_rankings_id\",\n",
+    "            \"finished_doc_similarity_rankings_neighbors\") \\\n",
+    "        .setExtractNearestNeighbor(True)\n",
+    "\n",
+    "pipeline = Pipeline(stages=[\n",
+    "            document_assembler,\n",
+    "            sentence_detector,\n",
+    "            tokenizer,\n",
+    "            sentence_embeddings,\n",
+    "            document_similarity_ranker,\n",
+    "            document_similarity_ranker_finisher\n",
+    "        ])\n",
+    "\n",
+    "docSimRankerPipeline = pipeline.fit(data).transform(data)\n",
+    "# TODO add write/read pipeline\n",
+    "(\n",
+    "    docSimRankerPipeline\n",
+    "        .select(\n",
+    "               \"finished_doc_similarity_rankings_id\",\n",
+    "               \"finished_doc_similarity_rankings_neighbors\"\n",
+    "        ).show(10, False)\n",
+    ")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "54eca293",
+   "metadata": {},
+   "source": [
+    "## Result analysis for consistent result confirmation\n",
+    "#### The test is asserting the initial hypothesis. The documents were created similar in pair: 1-2, 3-4, 5-6, 7-8.\n",
+    "For instance document 1 and 2 are detected mutually best neighbors at the very same distance respectively:\n",
+    "- document ID 1510101612 has his best similar document in (1634839239,0.12448559273510636) at distance 0.12448559273510636\n",
+    "- document ID 1634839239 has his best similar document in (1510101612,0.12448559273510636) at distance 0.12448559273510636\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2cde88af",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/python/sparknlp/annotator/similarity/__init__.py b/python/sparknlp/annotator/similarity/__init__.py
new file mode 100644
index 00000000000000..e69de29bb2d1d6
diff --git a/python/sparknlp/annotator/similarity/document_similarity_ranker.py b/python/sparknlp/annotator/similarity/document_similarity_ranker.py
new file mode 100644
index 00000000000000..00ba0738be2936
--- /dev/null
+++ b/python/sparknlp/annotator/similarity/document_similarity_ranker.py
@@ -0,0 +1,232 @@
+#  Copyright 2017-2023 John Snow Labs
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+"""Contains classes for DocumentSimilarityRanker."""
+
+from sparknlp.common import *
+from pyspark import keyword_only
+from pyspark.ml.param import TypeConverters, Params, Param
+from sparknlp.internal import AnnotatorTransformer
+
+
+class DocumentSimilarityRankerApproach(AnnotatorApproach, HasEnableCachingProperties):
+    inputAnnotatorTypes = [AnnotatorType.SENTENCE_EMBEDDINGS]
+
+    outputAnnotatorType = AnnotatorType.DOC_SIMILARITY_RANKINGS
+
+    similarityMethod = Param(Params._dummy(),
+                             "similarityMethod",
+                             "The similarity method used to calculate the neighbours. (Default: 'brp', "
+                             "Bucketed Random Projection for Euclidean Distance)",
+                             typeConverter=TypeConverters.toString)
+
+    numberOfNeighbours = Param(Params._dummy(),
+                               "numberOfNeighbours",
+                               "The number of neighbours the model will return (Default:`10`)",
+                               typeConverter=TypeConverters.toInt)
+
+    bucketLength = Param(Params._dummy(),
+                         "bucketLength",
+                         "The bucket length that controls the average size of hash buckets. "
+                         "A larger bucket length (i.e., fewer buckets) increases the probability of features "
+                         "being hashed to the same bucket (increasing the numbers of true and false positives).",
+                         typeConverter=TypeConverters.toFloat)
+
+    numHashTables = Param(Params._dummy(),
+                          "numHashTables",
+                          "number of hash tables, where increasing number of hash tables lowers the "
+                          "false negative rate,and decreasing it improves the running performance.",
+                          typeConverter=TypeConverters.toInt)
+
+    visibleDistances = Param(Params._dummy(),
+                             "visibleDistances",
+                             "Whether to set visibleDistances in ranking output (Default: `false`).",
+                             typeConverter=TypeConverters.toBoolean)
+
+    identityRanking = Param(Params._dummy(),
+                            "identityRanking",
+                            "Whether to include identity in ranking result set. Useful for debug. (Default: `false`).",
+                            typeConverter=TypeConverters.toBoolean)
+
+    def setSimilarityMethod(self, value):
+        """Sets the similarity method used to calculate the neighbours.
+            (Default: `"brp"`, Bucketed Random Projection for Euclidean Distance)
+
+        Parameters
+        ----------
+        value : str
+            the similarity method to calculate the neighbours.
+        """
+        return self._set(similarityMethod=value)
+
+    def setNumberOfNeighbours(self, value):
+        """Sets The number of neighbours the model will return for each document(Default:`"10"`).
+
+        Parameters
+        ----------
+        value : str
+            the number of neighbours the model will return for each document.
+        """
+        return self._set(numberOfNeighbours=value)
+
+    def setBucketLength(self, value):
+        """Sets the bucket length that controls the average size of hash buckets (Default:`"2.0"`).
+
+        Parameters
+        ----------
+        value : float
+            Sets the bucket length that controls the average size of hash buckets.
+        """
+        return self._set(bucketLength=value)
+
+    def setNumHashTables(self, value):
+        """Sets the number of hash tables.
+
+        Parameters
+        ----------
+        value : int
+            Sets the number of hash tables.
+        """
+        return self._set(numHashTables=value)
+
+    def setVisibleDistances(self, value):
+        """Sets the document distances visible in the result set.
+
+        Parameters
+        ----------
+        value : bool
+            Sets the document distances visible in the result set.
+            Default('False')
+        """
+        return self._set(visibleDistances=value)
+
+    def setIdentityRanking(self, value):
+        """Sets the document identity ranking inclusive in the result set.
+
+        Parameters
+        ----------
+        value : bool
+            Sets the document identity ranking inclusive in the result set.
+            Useful for debugging.
+            Default('False').
+        """
+        return self._set(identityRanking=value)
+
+    @keyword_only
+    def __init__(self):
+        super(DocumentSimilarityRankerApproach, self)\
+            .__init__(classname="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach")
+        self._setDefault(
+            similarityMethod="brp",
+            numberOfNeighbours=10,
+            bucketLength=2.0,
+            numHashTables=3,
+            visibleDistances=False,
+            identityRanking=False
+        )
+
+    def _create_model(self, java_model):
+        return DocumentSimilarityRankerModel(java_model=java_model)
+
+
+class DocumentSimilarityRankerModel(AnnotatorModel, HasEmbeddingsProperties):
+
+    name = "DocumentSimilarityRankerModel"
+    inputAnnotatorTypes = [AnnotatorType.SENTENCE_EMBEDDINGS]
+    outputAnnotatorType = AnnotatorType.DOC_SIMILARITY_RANKINGS
+
+    def __init__(self, classname="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel",
+                 java_model=None):
+        super(DocumentSimilarityRankerModel, self).__init__(
+            classname=classname,
+            java_model=java_model
+        )
+
+
+class DocumentSimilarityRankerFinisher(AnnotatorTransformer):
+
+    inputCols = Param(Params._dummy(),
+                      "inputCols",
+                      "name of input annotation cols containing document similarity ranker results",
+                      typeConverter=TypeConverters.toListString)
+    outputCols = Param(Params._dummy(),
+                       "outputCols",
+                       "output DocumentSimilarityRankerFinisher output cols",
+                       typeConverter=TypeConverters.toListString)
+    extractNearestNeighbor = Param(Params._dummy(), "extractNearestNeighbor",
+                             "whether to extract the nearest neighbor document",
+                             typeConverter=TypeConverters.toBoolean)
+
+    name = "DocumentSimilarityRankerFinisher"
+
+    @keyword_only
+    def __init__(self):
+        super(DocumentSimilarityRankerFinisher, self).__init__(classname="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher")
+        self._setDefault(
+            extractNearestNeighbor=False
+        )
+
+    @keyword_only
+    def setParams(self):
+        kwargs = self._input_kwargs
+        return self._set(**kwargs)
+
+    def setInputCols(self, *value):
+        """Sets name of input annotation columns containing embeddings.
+
+        Parameters
+        ----------
+        *value : str
+            Input columns for the annotator
+        """
+
+        if len(value) == 1 and type(value[0]) == list:
+            return self._set(inputCols=value[0])
+        else:
+            return self._set(inputCols=list(value))
+
+    def setOutputCols(self, *value):
+        """Sets names of finished output columns.
+
+        Parameters
+        ----------
+        *value : List[str]
+            Input columns for the annotator
+        """
+
+        if len(value) == 1 and type(value[0]) == list:
+            return self._set(outputCols=value[0])
+        else:
+            return self._set(outputCols=list(value))
+
+    def setExtractNearestNeighbor(self, value):
+        """Sets whether to extract the nearest neighbor document, by default False.
+
+        Parameters
+        ----------
+        value : bool
+            Whether to extract the nearest neighbor document
+        """
+
+        return self._set(extractNearestNeighbor=value)
+
+    def getInputCols(self):
+        """Gets input columns name of annotations."""
+        return self.getOrDefault(self.inputCols)
+
+    def getOutputCols(self):
+        """Gets output columns name of annotations."""
+        if len(self.getOrDefault(self.outputCols)) == 0:
+            return ["finished_" + input_col for input_col in self.getInputCols()]
+        else:
+            return self.getOrDefault(self.outputCols)
\ No newline at end of file
diff --git a/python/sparknlp/common/annotator_type.py b/python/sparknlp/common/annotator_type.py
index 2d0eb1ed54c9e8..0cd230a5ec480d 100644
--- a/python/sparknlp/common/annotator_type.py
+++ b/python/sparknlp/common/annotator_type.py
@@ -35,3 +35,4 @@ class AnnotatorType(object):
     NODE = "node"
     TABLE = "table"
     DUMMY = "dummy"
+    DOC_SIMILARITY_RANKINGS = "doc_similarity_rankings"
diff --git a/python/test/annotator/similarity/__init__.py b/python/test/annotator/similarity/__init__.py
new file mode 100644
index 00000000000000..e69de29bb2d1d6
diff --git a/python/test/annotator/similarity/doc_similarity_ranker_test.py b/python/test/annotator/similarity/doc_similarity_ranker_test.py
new file mode 100644
index 00000000000000..f9a93f4d12ee2d
--- /dev/null
+++ b/python/test/annotator/similarity/doc_similarity_ranker_test.py
@@ -0,0 +1,90 @@
+#  Copyright 2017-2022 John Snow Labs
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+import unittest
+
+import pytest
+
+from sparknlp.annotator import *
+from sparknlp.annotator.similarity.document_similarity_ranker import *
+from sparknlp.base import *
+from test.util import SparkSessionForTest
+
+
+@pytest.mark.slow
+class DocumentSimilarityRankerTestSpec(unittest.TestCase):
+    def setUp(self):
+        self.spark = SparkSessionForTest.spark
+
+        self.data = SparkSessionForTest.spark.createDataFrame([
+            ["First document, this is my first sentence. This is my second sentence."],
+            ["Second document, this is my second sentence. This is my second sentence."],
+            ["Third document, climate change is arguably one of the most pressing problems of our time."],
+            ["Fourth document, climate change is definitely one of the most pressing problems of our time."],
+            ["Fifth document, Florence in Italy, is among the most beautiful cities in Europe."],
+            ["Sixth document, Florence in Italy, is a very beautiful city in Europe like Lyon in France."],
+            ["Seventh document, the French Riviera is the Mediterranean coastline of the southeast corner of France."],
+            ["Eighth document, the warmest place in France is the French Riviera coast in Southern France."]
+        ]).toDF("text")
+
+    def runTest(self):
+        document_assembler = DocumentAssembler() \
+            .setInputCol("text") \
+            .setOutputCol("document")
+        sentence_detector = SentenceDetector() \
+            .setInputCols(["document"]) \
+            .setOutputCol("sentence")
+        tokenizer = Tokenizer() \
+            .setInputCols(["sentence"]) \
+            .setOutputCol("token")
+
+        sentence_embeddings = RoBertaSentenceEmbeddings.pretrained() \
+            .setInputCols(["document"]) \
+            .setOutputCol("sentence_embeddings")
+
+        document_similarity_ranker = DocumentSimilarityRankerApproach() \
+            .setInputCols("sentence_embeddings") \
+            .setOutputCol("doc_similarity_rankings") \
+            .setSimilarityMethod("brp") \
+            .setNumberOfNeighbours(10) \
+            .setBucketLength(2.0) \
+            .setNumHashTables(3) \
+            .setVisibleDistances(True) \
+            .setIdentityRanking(True)
+
+        document_similarity_ranker_finisher = DocumentSimilarityRankerFinisher() \
+            .setInputCols("doc_similarity_rankings") \
+            .setOutputCols(
+            "finished_doc_similarity_rankings_id",
+            "finished_doc_similarity_rankings_neighbors") \
+            .setExtractNearestNeighbor(True)
+
+        pipeline = Pipeline(stages=[
+            document_assembler,
+            sentence_detector,
+            tokenizer,
+            sentence_embeddings,
+            document_similarity_ranker,
+            document_similarity_ranker_finisher
+        ])
+
+        model = pipeline.fit(self.data)
+
+        (
+            model
+            .transform(self.data)
+            .select("text",
+                    "finished_doc_similarity_rankings_id",
+                    "finished_doc_similarity_rankings_neighbors")
+            .show(10, False)
+        )
\ No newline at end of file
diff --git a/src/main/scala/com/johnsnowlabs/nlp/AnnotatorType.scala b/src/main/scala/com/johnsnowlabs/nlp/AnnotatorType.scala
index 6a51a15b9e83cd..7e420f7f65eb43 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/AnnotatorType.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/AnnotatorType.scala
@@ -38,5 +38,5 @@ object AnnotatorType {
   val NODE = "node"
   val TABLE = "table"
   val DUMMY = "dummy"
-
+  val DOC_SIMILARITY_RANKINGS = "doc_similarity_rankings"
 }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.scala
new file mode 100644
index 00000000000000..1282303c995815
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.scala
@@ -0,0 +1,223 @@
+package com.johnsnowlabs.nlp.annotators.similarity
+
+import com.johnsnowlabs.nlp.AnnotatorType.{DOC_SIMILARITY_RANKINGS, SENTENCE_EMBEDDINGS}
+import com.johnsnowlabs.nlp.{AnnotatorApproach, HasEnableCachingProperties}
+import com.johnsnowlabs.storage.HasStorageRef
+import org.apache.spark.ml.PipelineModel
+import org.apache.spark.ml.feature.{
+  BucketedRandomProjectionLSH,
+  BucketedRandomProjectionLSHModel,
+  MinHashLSH
+}
+import org.apache.spark.ml.functions.array_to_vector
+import org.apache.spark.ml.linalg.Vector
+import org.apache.spark.ml.param.{BooleanParam, Param}
+import org.apache.spark.ml.util.{DefaultParamsReadable, Identifiable}
+import org.apache.spark.sql.functions.{col, flatten, udf}
+import org.apache.spark.sql.{DataFrame, Dataset}
+
+import scala.util.hashing.MurmurHash3
+
+sealed trait NeighborAnnotation {
+  def neighbors: Array[_]
+}
+
+case class IndexedNeighbors(neighbors: Array[Int]) extends NeighborAnnotation
+
+case class IndexedNeighborsWithDistance(neighbors: Array[(Int, Double)])
+    extends NeighborAnnotation
+
+case class NeighborsResultSet(result: (Int, NeighborAnnotation))
+
+class DocumentSimilarityRankerApproach(override val uid: String)
+    extends AnnotatorApproach[DocumentSimilarityRankerModel]
+    with HasEnableCachingProperties {
+
+  override val description: AnnotatorType = "LSH based document similarity annotator"
+
+  /** Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+    * type
+    */
+  def this() = this(Identifiable.randomUID("DocumentSimilarityRankerApproach"))
+
+  override val inputAnnotatorTypes: Array[AnnotatorType] = Array(SENTENCE_EMBEDDINGS)
+
+  override val outputAnnotatorType: AnnotatorType = DOC_SIMILARITY_RANKINGS
+
+  val LSH_INPUT_COL_NAME = "features"
+
+  val LSH_OUTPUT_COL_NAME = "hashes"
+
+  val INDEX_COL_NAME = "index"
+
+  val DISTANCE = "distCol"
+
+  val INPUT_EMBEDDINGS = "sentence_embeddings.embeddings"
+
+  val TEXT = "text"
+
+  /** The similarity method used to calculate the neighbours. (Default: `"brp"`, Bucketed Random
+    * Projection for Euclidean Distance)
+    *
+    * @group param
+    */
+  val similarityMethod = new Param[String](
+    this,
+    "similarityMethod",
+    """The similarity method used to calculate the neighbours.
+      |(Default: `"brp"`, Bucketed Random Projection for Euclidean Distance)
+      |""".stripMargin)
+
+  def setSimilarityMethod(value: String): this.type = set(similarityMethod, value)
+
+  def getSimilarityMethod: String = $(similarityMethod)
+
+  /** The number of neighbours the model will return (Default:`"10"`).
+    *
+    * @group param
+    */
+  val numberOfNeighbours = new Param[Int](
+    this,
+    "numberOfNeighbours",
+    """The number of neighbours the model will return for each document (Default:`"10"`)""")
+
+  def setNumberOfNeighbours(value: Int): this.type = set(numberOfNeighbours, value)
+
+  def getNumberOfNeighbours: Int = $(numberOfNeighbours)
+
+  val bucketLength = new Param[Double](
+    this,
+    "bucketLength",
+    """The bucket length that controls the average size of hash buckets.
+      |A larger bucket length (i.e., fewer buckets) increases the probability of features being hashed
+      |to the same bucket (increasing the numbers of true and false positives)
+      |""".stripMargin)
+
+  def setBucketLength(value: Double): this.type = set(bucketLength, value)
+
+  def getBucketLength: Double = $(bucketLength)
+
+  val numHashTables = new Param[Int](
+    this,
+    "numHashTables",
+    """number of hash tables, where increasing number of hash tables lowers the false negative rate,
+      |and decreasing it improves the running performance.
+      |""".stripMargin)
+
+  def setNumHashTables(value: Int): this.type = set(numHashTables, value)
+
+  val visibleDistances = new BooleanParam(
+    this,
+    "visibleDistances",
+    "Whether to set visibleDistances in ranking output (Default: `false`)")
+
+  def setVisibleDistances(value: Boolean): this.type = set(visibleDistances, value)
+
+  def getVisibleDistances: Boolean = $(visibleDistances)
+
+  val identityRanking = new BooleanParam(
+    this,
+    "identityRanking",
+    "Whether to include identity in ranking result set. Useful for debug. (Default: `false`)")
+
+  def setIdentityRanking(value: Boolean): this.type = set(identityRanking, value)
+
+  def getIdentityRanking: Boolean = $(identityRanking)
+
+  setDefault(
+    similarityMethod -> "brp",
+    numberOfNeighbours -> 10,
+    bucketLength -> 2.0,
+    numHashTables -> 3,
+    visibleDistances -> false,
+    identityRanking -> false)
+
+  def getNeighborsResultSet(
+      query: (Int, Vector),
+      similarityDataset: DataFrame): NeighborsResultSet = {
+
+    val lsh = $(similarityMethod) match {
+      case "brp" =>
+        new BucketedRandomProjectionLSH()
+          .setBucketLength($(bucketLength))
+          .setNumHashTables($(numHashTables))
+          .setInputCol(LSH_INPUT_COL_NAME)
+          .setOutputCol(LSH_OUTPUT_COL_NAME)
+      case "mh" =>
+        new MinHashLSH()
+          .setNumHashTables($(numHashTables))
+          .setInputCol(LSH_INPUT_COL_NAME)
+          .setOutputCol(LSH_OUTPUT_COL_NAME)
+      case _ =>
+        throw new IllegalArgumentException(s"${$(similarityMethod)} is not a valid value.")
+    }
+
+    val model = lsh.fit(similarityDataset)
+
+    query match {
+      case (index, queryVector) =>
+        val _similarityDataset =
+          if (getIdentityRanking) {
+            similarityDataset
+          } else {
+            similarityDataset.where(col("index") =!= index)
+          }
+
+        val similarRankedDocs =
+          model.approxNearestNeighbors(_similarityDataset, queryVector, getNumberOfNeighbours)
+
+        if (getVisibleDistances) {
+          val rankedNeighboursWithDistances = similarRankedDocs
+            .select(INDEX_COL_NAME, DISTANCE)
+            .collect()
+            .map(row => (row.getInt(0), row.getDouble(1)))
+
+          NeighborsResultSet((index, IndexedNeighborsWithDistance(rankedNeighboursWithDistances)))
+        } else {
+          val rankedNeighbours = similarRankedDocs
+            .select(INDEX_COL_NAME)
+            .collect()
+            .map(_.getInt(0))
+
+          NeighborsResultSet(index, IndexedNeighbors(rankedNeighbours))
+        }
+      case _ => throw new IllegalArgumentException("query is not of type (Int, DenseVector)")
+    }
+  }
+
+  override def train(
+      dataset: Dataset[_],
+      recursivePipeline: Option[PipelineModel]): DocumentSimilarityRankerModel = {
+
+    val embeddingsDataset = dataset.withColumn(LSH_INPUT_COL_NAME, col(INPUT_EMBEDDINGS))
+
+    val similarityDataset: DataFrame = embeddingsDataset
+      .withColumn(s"$LSH_INPUT_COL_NAME", flatten(col(s"$LSH_INPUT_COL_NAME")))
+      .withColumn(s"$LSH_INPUT_COL_NAME", array_to_vector(col(s"$LSH_INPUT_COL_NAME")))
+
+    val mh3UDF = udf { (s: String) => MurmurHash3.stringHash(s, MurmurHash3.stringSeed) }
+
+    val similarityDatasetWithIndex =
+      similarityDataset.withColumn(INDEX_COL_NAME, mh3UDF(col(TEXT)))
+
+    val indexedVectorTuples = similarityDatasetWithIndex
+      .select(INDEX_COL_NAME, LSH_INPUT_COL_NAME)
+      .rdd
+      .map(x => (x.getAs[Int](INDEX_COL_NAME), x.getAs[Vector](LSH_INPUT_COL_NAME)))
+      .collect()
+
+    val similarityMappings: Map[Int, NeighborAnnotation] = indexedVectorTuples
+      .map(query => getNeighborsResultSet(query, similarityDatasetWithIndex))
+      .map(_.result)
+      .toMap
+
+    new DocumentSimilarityRankerModel()
+      .setSimilarityMappings(Map("similarityMappings" -> similarityMappings))
+  }
+}
+
+/** This is the companion object of [[DocumentSimilarityRankerApproach]]. Please refer to that
+  * class for the documentation.
+  */
+object DocumentSimilarityRankerApproach
+    extends DefaultParamsReadable[DocumentSimilarityRankerApproach]
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.scala
new file mode 100644
index 00000000000000..eb75d78c7df430
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.scala
@@ -0,0 +1,78 @@
+package com.johnsnowlabs.nlp.annotators.similarity
+
+import com.johnsnowlabs.nlp.AnnotatorType.{DOC_SIMILARITY_RANKINGS, SENTENCE_EMBEDDINGS}
+import com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties
+import com.johnsnowlabs.nlp.serialization.MapFeature
+import com.johnsnowlabs.nlp.{
+  Annotation,
+  AnnotatorModel,
+  HasSimpleAnnotate,
+  ParamsAndFeaturesReadable,
+  ParamsAndFeaturesWritable
+}
+import com.johnsnowlabs.storage.HasStorageRef
+import org.apache.spark.ml.util.{DefaultParamsReadable, Identifiable}
+import org.apache.spark.sql.functions.col
+
+import scala.util.hashing.MurmurHash3
+
+class DocumentSimilarityRankerModel(override val uid: String)
+    extends AnnotatorModel[DocumentSimilarityRankerModel]
+    with HasSimpleAnnotate[DocumentSimilarityRankerModel]
+    with HasEmbeddingsProperties
+    with ParamsAndFeaturesWritable {
+
+  override val inputAnnotatorTypes: Array[AnnotatorType] = Array(SENTENCE_EMBEDDINGS)
+
+  override val outputAnnotatorType: AnnotatorType = DOC_SIMILARITY_RANKINGS
+
+  def this() = this(Identifiable.randomUID("DOC_SIMILARITY_RANKER"))
+
+  /** Dictionary of words with their vectors
+    *
+    * @group param
+    */
+  val similarityMappings: MapFeature[String, Map[Int, NeighborAnnotation]] =
+    new MapFeature(this, "similarityMappings")
+
+  /** @group setParam */
+  def setSimilarityMappings(value: Map[String, Map[Int, NeighborAnnotation]]): this.type =
+    set(similarityMappings, value)
+
+  def getSimilarityMappings: Map[Int, NeighborAnnotation] =
+    $$(similarityMappings).getOrElse("similarityMappings", Map.empty)
+
+  setDefault(inputCols -> Array(SENTENCE_EMBEDDINGS), outputCol -> DOC_SIMILARITY_RANKINGS)
+
+  /** takes a document and annotations and produces new annotations of this annotator's annotation
+    * type
+    *
+    * @param annotations
+    *   Annotations that correspond to inputAnnotationCols generated by previous annotators if any
+    * @return
+    *   any number of annotations processed for every input annotation. Not necessary one to one
+    *   relationship
+    */
+  override def annotate(annotations: Seq[Annotation]): Seq[Annotation] =
+    annotations.map(annotation => {
+      val inputResult = annotation.result
+      val targetIndex = MurmurHash3.stringHash(inputResult, MurmurHash3.stringSeed)
+      val neighborsAnnotation: NeighborAnnotation =
+        getSimilarityMappings.getOrElse(targetIndex, IndexedNeighbors(Array.empty)) // index NA
+
+      Annotation(
+        annotatorType = outputAnnotatorType,
+        begin = annotation.begin,
+        end = annotation.end,
+        result = annotation.result,
+        metadata = annotation.metadata
+          + ("lshId" -> targetIndex.toString)
+          + ("lshNeighbors" -> neighborsAnnotation.neighbors.mkString("[", ",", "]")),
+        embeddings = annotation.embeddings)
+    })
+}
+
+trait ReadableDocumentSimilarityRanker
+    extends ParamsAndFeaturesReadable[DocumentSimilarityRankerModel]
+
+object DocumentSimilarityRankerModel extends ReadableDocumentSimilarityRanker
diff --git a/src/main/scala/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.scala b/src/main/scala/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.scala
new file mode 100644
index 00000000000000..3aeb7ccb9dd29b
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.scala
@@ -0,0 +1,181 @@
+package com.johnsnowlabs.nlp.finisher
+
+import com.johnsnowlabs.nlp.AnnotatorType
+import com.johnsnowlabs.nlp.util.FinisherUtil
+import org.apache.spark.ml.Transformer
+import org.apache.spark.ml.param.{BooleanParam, ParamMap, StringArrayParam}
+import org.apache.spark.ml.util.{DefaultParamsReadable, DefaultParamsWritable, Identifiable}
+import org.apache.spark.sql.functions._
+import org.apache.spark.sql.types.{IntegerType, StructType}
+import org.apache.spark.sql.{DataFrame, Dataset}
+
+case class DocumentSimilarityRankerFinisher(override val uid: String)
+    extends Transformer
+    with DefaultParamsWritable {
+
+  def this() = this(Identifiable.randomUID("DOCUMENT_SIMILARITY_RANKER_FINISHER"))
+
+  val LSH_ID_COL_NAME = "lshId"
+
+  val LSH_NEIGHBORS_COL_NAME = "lshNeighbors"
+
+  val FINISHED_DOC_SIM_RANKER_ID_DEFAULT = "finished_doc_similarity_rankings_id"
+
+  val FINISHED_DOC_SIM_RANKER_NEIGHBORS_DEFAULT = "finished_doc_similarity_rankings_neighbors"
+
+  /** Name of input annotation cols containing embeddings
+    *
+    * @group param
+    */
+  val inputCols: StringArrayParam =
+    new StringArrayParam(
+      this,
+      "inputCols",
+      "Name of input annotation cols containing similar documents")
+
+  /** Name of input annotation cols containing similar documents
+    *
+    * @group setParam
+    */
+  def setInputCols(value: Array[String]): this.type = set(inputCols, value)
+
+  /** Name of input annotation cols containing similar documents
+    *
+    * @group setParam
+    */
+  def setInputCols(value: String*): this.type = setInputCols(value.toArray)
+
+  /** Name of DocumentSimilarityRankerFinisher output cols
+    *
+    * @group getParam
+    */
+  def getInputCols: Array[String] = $(inputCols)
+
+  /** Name of DocumentSimilarityRankerFinisher output cols
+    *
+    * @group param
+    */
+  val outputCols: StringArrayParam =
+    new StringArrayParam(
+      this,
+      "outputCols",
+      "Name of DocumentSimilarityRankerFinisher output cols")
+
+  /** Name of DocumentSimilarityRankerFinisher output cols
+    *
+    * @group setParam
+    */
+  def setOutputCols(value: Array[String]): this.type = set(outputCols, value)
+
+  /** Name of DocumentSimilarityRankerFinisher output cols
+    *
+    * @group setParam
+    */
+  def setOutputCols(value: String*): this.type = setOutputCols(value.toArray)
+
+  /** Name of input annotation cols containing embeddings
+    *
+    * @group getParam
+    */
+  def getOutputCols: Array[String] = get(outputCols).getOrElse(getInputCols.map("finished_" + _))
+
+  val extractNearestNeighbor: BooleanParam =
+    new BooleanParam(
+      this,
+      "extractNearestNeighbor",
+      doc = "Extract the best neighbors with distance")
+
+  /** Set flag to extract best neighbor with distance
+    *
+    * @group setParam
+    */
+  def setExtractNearestNeighbor(value: Boolean): this.type = set(extractNearestNeighbor, value)
+
+  /** Name of input annotation cols containing embeddings
+    *
+    * @group getParam
+    */
+  def getExtractNearestNeighbor: Boolean = $(extractNearestNeighbor)
+
+  setDefault(extractNearestNeighbor -> false)
+
+  override def transform(dataset: Dataset[_]): DataFrame = {
+
+    require(
+      getOutputCols.length == 1 || getOutputCols.length == 2,
+      "Output column array should have length 1 (default case) or 2 when value id and neighbors are assigned.")
+
+    val (idColName, neighborsColName) =
+      getOutputCols.length match {
+        case 1 => (FINISHED_DOC_SIM_RANKER_ID_DEFAULT, FINISHED_DOC_SIM_RANKER_NEIGHBORS_DEFAULT)
+        case 2 => (getOutputCols(0), getOutputCols(1))
+      }
+
+    val transformed = dataset
+      .withColumn(
+        idColName,
+        element_at(col(s"${AnnotatorType.DOC_SIMILARITY_RANKINGS}.metadata"), 1)
+          .getItem(LSH_ID_COL_NAME)
+          .cast("int"))
+      .withColumn(
+        neighborsColName,
+        element_at(col(s"${AnnotatorType.DOC_SIMILARITY_RANKINGS}.metadata"), 1)
+          .getItem(LSH_NEIGHBORS_COL_NAME))
+
+    val formatted = transformed
+      .withColumn(
+        s"no_squared_$neighborsColName",
+        regexp_replace(col(neighborsColName), "[\\[\\]]", ""))
+      .withColumn(
+        s"tuple_extract_$neighborsColName",
+        regexp_extract(col(s"no_squared_$neighborsColName"), "\\((.*?)\\)", 0))
+      .withColumn(
+        s"no_rounded_$neighborsColName",
+        regexp_replace(col(s"tuple_extract_$neighborsColName"), "[\\(\\)]", ""))
+
+    val result =
+      if (getExtractNearestNeighbor)
+        formatted
+          .withColumn(
+            s"split_$neighborsColName",
+            split(col(s"no_rounded_$neighborsColName"), ","))
+          .withColumn(
+            "nearest_neighbor_id",
+            element_at(col(s"split_$neighborsColName"), 1).cast(IntegerType))
+          .withColumn("nearest_neighbor_distance", element_at(col(s"split_$neighborsColName"), 2))
+      else
+        formatted
+
+    result.drop(
+      s"no_squared_$neighborsColName",
+      s"tuple_extract_$neighborsColName",
+      s"no_rounded_$neighborsColName",
+      s"split_$neighborsColName")
+  }
+
+  override def copy(extra: ParamMap): Transformer = defaultCopy(extra)
+
+  override def transformSchema(schema: StructType): StructType = {
+    val documentSimilarityRankerAnnotators = Seq(AnnotatorType.DOC_SIMILARITY_RANKINGS)
+
+    getInputCols.foreach { annotationColumn =>
+      FinisherUtil.checkIfInputColsExist(getInputCols, schema)
+      FinisherUtil.checkIfAnnotationColumnIsSparkNLPAnnotation(schema, annotationColumn)
+
+      /** Check if the annotationColumn has DocumentSimilarityRanker. It must be annotators:
+        * DocumentSimilarityRanker
+        */
+      require(
+        documentSimilarityRankerAnnotators.contains(
+          schema(annotationColumn).metadata.getString("annotatorType")),
+        s"column [$annotationColumn] must be of type DocumentSimilarityRanker")
+    }
+
+    val outputFields = schema.fields
+
+    StructType(outputFields)
+  }
+}
+
+object DocumentSimilarityRankerFinisher
+    extends DefaultParamsReadable[DocumentSimilarityRankerFinisher]
diff --git a/src/test/scala/com/johnsnowlabs/nlp/similarity/DocumentSimilarityRankerTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/similarity/DocumentSimilarityRankerTestSpec.scala
new file mode 100644
index 00000000000000..ccdd8294db6471
--- /dev/null
+++ b/src/test/scala/com/johnsnowlabs/nlp/similarity/DocumentSimilarityRankerTestSpec.scala
@@ -0,0 +1,275 @@
+package com.johnsnowlabs.nlp.similarity
+
+import com.johnsnowlabs.nlp.AnnotatorType.DOC_SIMILARITY_RANKINGS
+import com.johnsnowlabs.nlp.annotators.Tokenizer
+import com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector
+import com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach
+import com.johnsnowlabs.nlp.base.DocumentAssembler
+import com.johnsnowlabs.nlp.embeddings.{AlbertEmbeddings, SentenceEmbeddings}
+import com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher
+import com.johnsnowlabs.nlp.util.io.ResourceHelper
+import com.johnsnowlabs.nlp.{AnnotatorBuilder, EmbeddingsFinisher}
+import com.johnsnowlabs.tags.SlowTest
+import org.apache.spark.ml.{Pipeline, PipelineModel}
+import org.apache.spark.sql.{SparkSession, functions}
+import org.apache.spark.sql.functions.{col, element_at, size}
+import org.scalatest.flatspec.AnyFlatSpec
+
+class DocumentSimilarityRankerTestSpec extends AnyFlatSpec {
+  val spark: SparkSession = ResourceHelper.spark
+
+  "DocumentSimilarityRanker" should "should use brp to rank document similarity" taggedAs SlowTest in {
+
+    val smallCorpus = spark
+      .createDataFrame(
+        List(
+          "First document, this is my first sentence. This is my second sentence.",
+          "Second document, this is my second sentence. This is my second sentence.",
+          "Third document, climate change is arguably one of the most pressing problems of our time.",
+          "Fourth document, climate change is definitely one of the most pressing problems of our time.",
+          "Fifth document, Florence in Italy, is among the most beautiful cities in Europe.",
+          "Sixth document, Florence in Italy, is a very beautiful city in Europe like Lyon in France.",
+          "Seventh document, the French Riviera is the Mediterranean coastline of the southeast corner of France.",
+          "Eighth document, the warmest place in France is the French Riviera coast in Southern France.")
+          .map(Tuple1(_)))
+      .toDF("text")
+
+    val documentAssembler = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val sentence = new SentenceDetector()
+      .setInputCols("document")
+      .setOutputCol("sentence")
+
+    val tokenizer = new Tokenizer()
+      .setInputCols(Array("document"))
+      .setOutputCol("token")
+
+    val embeddings = AlbertEmbeddings
+      .pretrained()
+      .setInputCols("sentence", "token")
+      .setOutputCol("embeddings")
+
+    val embeddingsSentence = new SentenceEmbeddings()
+      .setInputCols(Array("document", "embeddings"))
+      .setOutputCol("sentence_embeddings")
+      .setPoolingStrategy("AVERAGE")
+
+    val sentenceFinisher = new EmbeddingsFinisher()
+      .setInputCols("sentence_embeddings")
+      .setOutputCols("finished_sentence_embeddings")
+      .setCleanAnnotations(false)
+
+    val docSimilarityRanker = new DocumentSimilarityRankerApproach()
+      .setInputCols("sentence_embeddings")
+      .setOutputCol(DOC_SIMILARITY_RANKINGS)
+      .setSimilarityMethod("brp")
+      .setNumberOfNeighbours(3)
+      .setVisibleDistances(true)
+      .setIdentityRanking(true)
+
+    val documentSimilarityFinisher = new DocumentSimilarityRankerFinisher()
+      .setInputCols("doc_similarity_rankings")
+      .setOutputCols(
+        "finished_doc_similarity_rankings_id",
+        "finished_doc_similarity_rankings_neighbors")
+      .setExtractNearestNeighbor(true)
+
+    val pipeline = new Pipeline()
+      .setStages(
+        Array(
+          documentAssembler,
+          sentence,
+          tokenizer,
+          embeddings,
+          embeddingsSentence,
+          sentenceFinisher,
+          docSimilarityRanker,
+          documentSimilarityFinisher))
+
+    val trainedPipelineModel = pipeline.fit(smallCorpus)
+
+    val pipelineModelLoc = "./tmp_doc_sim_ranker_brp_pipeline"
+    trainedPipelineModel.write.overwrite().save(pipelineModelLoc)
+    val pipelineModel = PipelineModel.load(pipelineModelLoc)
+
+    val transformed = pipelineModel.transform(smallCorpus)
+
+    transformed.select("text", "finished_sentence_embeddings").show()
+
+    // correct if not empty as inclusive query points are at distance 0.0 from themselves
+    assert(!transformed.where(col("nearest_neighbor_distance") === 0.0).rdd.isEmpty() == true)
+  }
+
+  "DocumentSimilarityRanker" should "should use min hash to rank document similarity" taggedAs SlowTest in {
+
+    val smallCorpus = spark
+      .createDataFrame(
+        List(
+          "First document, this is my first sentence. This is my second sentence.",
+          "Second document, this is my second sentence. This is my second sentence.",
+          "Third document, climate change is arguably one of the most pressing problems of our time.",
+          "Fourth document, climate change is definitely one of the most pressing problems of our time.",
+          "Fifth document, Florence in Italy, is among the most beautiful cities in Europe.",
+          "Sixth document, Florence in Italy, is a very beautiful city in Europe like Lyon in France.",
+          "Seventh document, the French Riviera is the Mediterranean coastline of the southeast corner of France.",
+          "Eighth document, the warmest place in France is the French Riviera coast in Southern France.")
+          .map(Tuple1(_)))
+      .toDF("text")
+
+    val documentAssembler = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val sentence = new SentenceDetector()
+      .setInputCols("document")
+      .setOutputCol("sentence")
+
+    val tokenizer = new Tokenizer()
+      .setInputCols(Array("document"))
+      .setOutputCol("token")
+
+    val embeddings = AlbertEmbeddings
+      .pretrained()
+      .setInputCols("sentence", "token")
+      .setOutputCol("embeddings")
+
+    val embeddingsSentence = new SentenceEmbeddings()
+      .setInputCols(Array("document", "embeddings"))
+      .setOutputCol("sentence_embeddings")
+      .setPoolingStrategy("AVERAGE")
+
+    val sentenceFinisher = new EmbeddingsFinisher()
+      .setInputCols("sentence_embeddings")
+      .setOutputCols("finished_sentence_embeddings")
+      .setCleanAnnotations(false)
+
+    val docSimilarityRanker = new DocumentSimilarityRankerApproach()
+      .setInputCols("sentence_embeddings")
+      .setOutputCol(DOC_SIMILARITY_RANKINGS)
+      .setSimilarityMethod("mh")
+      .setNumberOfNeighbours(3)
+      .setVisibleDistances(true)
+      .setIdentityRanking(true)
+
+    val documentSimilarityFinisher = new DocumentSimilarityRankerFinisher()
+      .setInputCols("doc_similarity_rankings")
+      .setOutputCols(
+        "finished_doc_similarity_rankings_id",
+        "finished_doc_similarity_rankings_neighbors")
+      .setExtractNearestNeighbor(true)
+
+    val pipeline = new Pipeline()
+      .setStages(
+        Array(
+          documentAssembler,
+          sentence,
+          tokenizer,
+          embeddings,
+          embeddingsSentence,
+          sentenceFinisher,
+          docSimilarityRanker,
+          documentSimilarityFinisher))
+
+    val trainedPipelineModel = pipeline.fit(smallCorpus)
+
+    val pipelineModelLoc = "./tmp_doc_sim_ranker_mh_pipeline"
+    trainedPipelineModel.write.overwrite().save(pipelineModelLoc)
+    val pipelineModel = PipelineModel.load(pipelineModelLoc)
+
+    val transformed = pipelineModel.transform(smallCorpus)
+
+    // correct if not empty as inclusive query points are at distance 0.0 from themselves
+    assert(!transformed.where(col("nearest_neighbor_distance") === 0.0).rdd.isEmpty() == true)
+  }
+
+  "Databricks pipeline" should "should use min hash to rank document similarity" taggedAs SlowTest in {
+    import com.johnsnowlabs.nlp.AnnotatorType.DOC_SIMILARITY_RANKINGS
+    import com.johnsnowlabs.nlp.annotators.Tokenizer
+    import com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector
+    import com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach
+    import com.johnsnowlabs.nlp.base.DocumentAssembler
+    import com.johnsnowlabs.nlp.embeddings.{AlbertEmbeddings, SentenceEmbeddings}
+    import com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher
+    import com.johnsnowlabs.nlp.util.io.ResourceHelper
+    import com.johnsnowlabs.nlp.EmbeddingsFinisher
+    import org.apache.spark.ml.{Pipeline, PipelineModel}
+
+    val smallCorpus = spark
+      .createDataFrame(
+        List(
+          "First document, this is my first sentence. This is my second sentence.",
+          "Second document, this is my second sentence. This is my second sentence.",
+          "Third document, climate change is arguably one of the most pressing problems of our time.",
+          "Fourth document, climate change is definitely one of the most pressing problems of our time.",
+          "Fifth document, Florence in Italy, is among the most beautiful cities in Europe.",
+          "Sixth document, Florence in Italy, is a very beautiful city in Europe like Lyon in France.",
+          "Seventh document, the French Riviera is the Mediterranean coastline of the southeast corner of France.",
+          "Eighth document, the warmest place in France is the French Riviera coast in Southern France.")
+          .map(Tuple1(_)))
+      .toDF("text")
+
+    val documentAssembler = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val sentence = new SentenceDetector()
+      .setInputCols("document")
+      .setOutputCol("sentence")
+
+    val tokenizer = new Tokenizer()
+      .setInputCols(Array("document"))
+      .setOutputCol("token")
+
+    val embeddings = AlbertEmbeddings
+      .pretrained()
+      .setInputCols("sentence", "token")
+      .setOutputCol("embeddings")
+
+    val embeddingsSentence = new SentenceEmbeddings()
+      .setInputCols(Array("document", "embeddings"))
+      .setOutputCol("sentence_embeddings")
+      .setPoolingStrategy("AVERAGE")
+
+    val sentenceFinisher = new EmbeddingsFinisher()
+      .setInputCols("sentence_embeddings")
+      .setOutputCols("finished_sentence_embeddings")
+      .setCleanAnnotations(false)
+
+    val docSimilarityRanker = new DocumentSimilarityRankerApproach()
+      .setInputCols("sentence_embeddings")
+      .setOutputCol(DOC_SIMILARITY_RANKINGS)
+      .setSimilarityMethod("brp")
+      .setNumberOfNeighbours(3)
+      .setVisibleDistances(true)
+      .setIdentityRanking(true)
+
+    val documentSimilarityFinisher = new DocumentSimilarityRankerFinisher()
+      .setInputCols("doc_similarity_rankings")
+      .setOutputCols(
+        "finished_doc_similarity_rankings_id",
+        "finished_doc_similarity_rankings_neighbors")
+      .setExtractNearestNeighbor(true)
+
+    val pipeline = new Pipeline()
+      .setStages(
+        Array(
+          documentAssembler,
+          sentence,
+          tokenizer,
+          embeddings,
+          embeddingsSentence,
+          sentenceFinisher,
+          docSimilarityRanker,
+          documentSimilarityFinisher))
+
+    val transformed = pipeline.fit(smallCorpus).transform(smallCorpus)
+
+    transformed
+      .select("text", "sentence_embeddings.embeddings")
+      .withColumn("extracted_embeddings", element_at(col("embeddings"), 1))
+      .withColumn("embeddings_size", size(col("extracted_embeddings")))
+      .show(10, false)
+  }
+}

From ea4b5666498f0aa2bba3e6cb76bce354b90a3d97 Mon Sep 17 00:00:00 2001
From: Prabod Rathnayaka <prabod@rathnayaka.me>
Date: Mon, 3 Jul 2023 17:15:51 +1000
Subject: [PATCH 10/13] Added notebooks (#13874)

---
 .../sentence-embeddings/E5Embeddings.ipynb    | 238 ++++++++++++++++++
 .../InstructorEmbeddings.ipynb                | 202 +++++++++++++++
 2 files changed, 440 insertions(+)
 create mode 100644 examples/python/annotation/text/english/sentence-embeddings/E5Embeddings.ipynb
 create mode 100644 examples/python/annotation/text/english/sentence-embeddings/InstructorEmbeddings.ipynb

diff --git a/examples/python/annotation/text/english/sentence-embeddings/E5Embeddings.ipynb b/examples/python/annotation/text/english/sentence-embeddings/E5Embeddings.ipynb
new file mode 100644
index 00000000000000..7b1b39ce5ac93b
--- /dev/null
+++ b/examples/python/annotation/text/english/sentence-embeddings/E5Embeddings.ipynb
@@ -0,0 +1,238 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/annotation/text/english/sentence-embeddings/E5Embeddings.ipynb)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Colab Setup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!wget http://setup.johnsnowlabs.com/colab.sh -O - | bash"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sparknlp\n",
+    "\n",
+    "from sparknlp.base import *\n",
+    "from sparknlp.common import *\n",
+    "from sparknlp.annotator import *\n",
+    "from pyspark.ml import Pipeline\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Comment out this line  and uncomment the next one to enable GPU mode and High RAM\n",
+    "# \n",
+    "spark = sparknlp.start()\n",
+    "\n",
+    "# spark = sparknlp.start(gpu=True)\n",
+    "\n",
+    "print(\"Spark NLP version\", sparknlp.version())\n",
+    "print(\"Apache Spark version:\", spark.version)\n",
+    "\n",
+    "spark"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Download E5Embedding Model and Create Spark NLP Pipeline"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets create a Spark NLP pipeline with the following stages:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "document_assembler = DocumentAssembler() \\\n",
+    "            .setInputCol(\"text\") \\\n",
+    "            .setOutputCol(\"documents\")\n",
+    "\n",
+    "instruction = E5Embeddings.pretrained(name='e5_small', lang='en') \\\n",
+    "            .setInputCols([\"documents\"]) \\\n",
+    "            .setOutputCol(\"e5\")\n",
+    "\n",
+    "# Build pipeline with BART\n",
+    "pipe_components = [document_assembler, instruction]\n",
+    "pipeline = Pipeline().setStages( pipe_components)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets create a dataframe with some queries and passages to be used as input for the pipeline."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = spark.createDataFrame([\n",
+    "            [1, \"query: how much protein should a female eat\"],\n",
+    "            [2, \"query: summit define\"],\n",
+    "            [3, \"passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 \"\n",
+    "                \"is 46 grams per day. But, as you can see from this chart, you'll need to increase that if you're \"\n",
+    "                \"expecting or training for a marathon. Check out the chart below to see how much protein you should \"\n",
+    "                \"be eating each day.\", ],\n",
+    "            [4, \"passage: Definition of summit for English Language Learners. : 1  the highest point of a mountain :\"\n",
+    "                \" the top of a mountain. : 2  the highest level. : 3  a meeting or series of meetings between the \"\n",
+    "                \"leaders of two or more governments.\"]\n",
+    "        ]).toDF(\"id\", \"text\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Run the pipeline and get the embeddings."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Stage 0:>                                                          (0 + 1) / 1]\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+      "|embeddings                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |\n",
+      "+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+      "|[[8.0190634E-4, -0.0059748273, -0.07287591, 0.007944053, 0.02605933, -0.008906806, -0.06441701, 0.024911521, -0.047772937, 0.05289171, -0.07640483, -0.026668454, 0.016677942, -0.052422184, 0.010135774, -0.045901768, 0.07052123, 0.025814291, 0.015971916, -0.0044898214, -0.056919493, -0.0031456274, 0.01570508, 0.071191914, 0.04829567, -0.027908832, -0.0041969656, -0.0012053477, -0.033321492, -0.034122076, -0.003202453, -0.05816862, -0.018836519, 0.0070868484, 7.498736E-4, -0.01372588, -0.016611278, -0.018659577, 0.055038612, 0.032351818, -0.039988246, 0.02073053, 0.043623917, 0.031571534, 0.014883104, -0.052890092, 0.03743348, 0.04072233, -0.052592196, 0.10222303, 0.025196373, -0.017820569, 0.0064059016, 0.036609165, -0.0932597, -0.08415129, -0.023488384, -0.034358907, -0.017385254, 0.026927387, 0.09005304, -0.036002014, -0.005586472, -0.008976968, -0.046990536, 0.02584159, -0.065852605, 0.04310441, -0.03972358, 0.05337572, -0.020093162, 0.07993953, -0.050127633, -0.08322826, -0.021044549, 0.0036180215, -0.036280263, 0.03565733, 0.08276233, -0.07065905, 0.0844608, -0.038433485, -0.047383163, -0.06802774, 0.024673589, 0.0041557793, 0.06292143, 0.039271303, -0.034774322, 0.060959317, 0.061578527, -0.02743444, -0.05438446, 0.06919637, -0.045766305, -0.0017009391, 0.016559575, -0.07148739, 0.04352766, 0.057605024, -0.023092218, 0.077176414, -0.021328526, -0.016377728, -0.021664856, 0.0012897812, -0.05495426, 0.06665424, 0.031768065, -0.0013049082, -0.048237618, 0.055276737, -0.064812966, -0.063992724, -0.03606062, 0.048113704, 0.05724181, 0.049102053, -0.055841904, -0.06616128, -0.035773326, -0.05784446, 0.011544121, -0.05832887, 0.04989961, -0.05320584, 0.035013728, -0.023854692, -0.05075947, -0.06416691, 0.107668765, -0.10972186, -0.0065452163, 0.023789326, -0.042432584, -0.040789988, -0.06454592, -0.024564223, 0.05244426, 0.08527635, 0.07357475, 0.028319698, 0.0073429323, -0.04473503, -0.010060713, -0.08238728, 0.06350935, -0.0041905553, -0.032287933, 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-0.016383486, -0.03300748, -0.033763863, -0.056937434, -0.1336115, -0.038821433, 0.023206739, 0.06723952, -0.045146707, -0.076787725, -0.07662455, 0.007027287, 0.1514399, 0.0053828955, -0.06116311, -0.019069852, 0.051458195, 0.10299531, -0.070478335, -0.056817204, 0.06759626, 0.018095188, 0.01604008, -0.0021822506, 0.05780667, -0.04178118, 0.030748717, 0.01856922, -0.01934128, 0.069452904, -0.0040468485, 0.03906673, -0.08489104, -0.0337089, -0.012383665, -0.072865576, -0.044546783, -0.09617078, -0.036278598, -0.057470374, 0.038883597, -0.025537029, 0.0012810708, -0.0042785355, 0.06919841, 0.03237531, -0.040509436, -0.10183149, -0.06037312, -0.019550124, -0.05629417, 0.07475169, -0.006572528, -0.06178848, -0.0017471531, -0.037176237, 0.0074103097, -0.0171616, -0.013143397, -0.031142933, -0.037537705, 0.020443702, 0.020992767, -0.08102101, 0.01346229, -0.05796864, 0.035196114, -0.027657399, -0.051900674, 0.024434835, 0.11076832, -0.01076129, -0.029325994, -0.044832803, 0.014564571, -0.010642134, 0.04925002, -0.099848576, 0.018992115, -0.07227981, 0.015174862, 0.05283973, 0.030575035, -0.0122303525, 0.05488553, -0.039935216, 0.06644076, -0.048201818, -0.07215202, 0.07534417, -0.089638636, -0.034018517, -0.026972547, 0.0036589468, 0.016017206, 0.05880774, 0.007948517, -0.026701761, 0.0913623, -0.047092043, -0.030011319, 0.031084377, 0.011169504, -0.081248075, 0.0024853167, 0.07678156, 0.05659484, -0.057400625, 0.016898401, -0.03635397, -0.03669536, 0.0434014, 0.02458235, 0.009596552, 0.08751737, -0.029217197, 0.011233325, 0.0976359, 0.052655842, -0.11937359, -0.062303647, -0.06244457, 0.08807406, -0.0882957, 0.05834653, 0.020138025, -0.059674628, -0.0051987236, 0.05766631, -0.076532446, -0.05564386, 0.07644322, -0.017506465, 0.045278337, -0.013249805, 0.011593899, -0.060265876, 0.01938485, 0.08545524, -0.02328853, -0.011818171, -0.032044597, 0.023500346, 0.074183665, 0.03152912, 0.061743114, -9.84546E-4, -0.001968116, -0.013993088, -0.040356196, 0.032418124, 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-0.0146010555, -0.069892704, -0.009253598, -0.019514546, -0.012665343, 0.015985252, 0.12815249]]                    |\n",
+      "+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "                                                                                \r"
+     ]
+    }
+   ],
+   "source": [
+    "results = pipeline.fit(data).transform(data)\n",
+    "results.select(\"e5.embeddings\").show(truncate=False)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Collect the results and save them to a Numpy array."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# collect embeddings as numpy array\n",
+    "embeddings = np.array([each[0][0] for each in results.select(\"e5.embeddings\").collect()])"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Investigate the cosine similarity between the query and the passages."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[93.25909366721945, 74.10933523842462], [75.4203130378152, 92.58708611118642]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "scores = (embeddings[:2] @ embeddings[2:].T) * 100\n",
+    "print(scores.tolist())"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python [conda env:tempspark]",
+   "language": "python",
+   "name": "conda-env-tempspark-py"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/examples/python/annotation/text/english/sentence-embeddings/InstructorEmbeddings.ipynb b/examples/python/annotation/text/english/sentence-embeddings/InstructorEmbeddings.ipynb
new file mode 100644
index 00000000000000..1d973ceeb1a6cf
--- /dev/null
+++ b/examples/python/annotation/text/english/sentence-embeddings/InstructorEmbeddings.ipynb
@@ -0,0 +1,202 @@
+{
+ "cells": [
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "78c1b739",
+   "metadata": {},
+   "source": [
+    "![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/annotation/text/english/sentence-embeddings/InstructorEmbeddings.ipynb)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Colab Setup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!wget http://setup.johnsnowlabs.com/colab.sh -O - | bash"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sparknlp\n",
+    "\n",
+    "from sparknlp.base import *\n",
+    "from sparknlp.common import *\n",
+    "from sparknlp.annotator import *\n",
+    "from pyspark.ml import Pipeline\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Comment out this line  and uncomment the next one to enable GPU mode and High RAM\n",
+    "# \n",
+    "spark = sparknlp.start()\n",
+    "\n",
+    "# spark = sparknlp.start(gpu=True)\n",
+    "\n",
+    "print(\"Spark NLP version\", sparknlp.version())\n",
+    "print(\"Apache Spark version:\", spark.version)\n",
+    "\n",
+    "spark"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "e9fa6df8",
+   "metadata": {},
+   "source": [
+    "# Download InstructorEmbedding Model and Create Spark NLP Pipeline"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "efef6c46",
+   "metadata": {},
+   "source": [
+    "Lets create a Spark NLP pipeline with the following stages:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3a08d21e-a84a-433b-91e2-4b98e841f4bd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "document_assembler = DocumentAssembler() \\\n",
+    "            .setInputCol(\"text\") \\\n",
+    "            .setOutputCol(\"documents\")\n",
+    "\n",
+    "instruction = InstructorEmbeddings.pretrained(name='instructor_base', lang='en') \\\n",
+    "            .setInstruction(\"Represent the Wikipedia document for retrieval: \") \\\n",
+    "            .setInputCols([\"documents\"]) \\\n",
+    "            .setOutputCol(\"instructor\")\n",
+    "\n",
+    "# Build pipeline with BART\n",
+    "pipe_components = [document_assembler, instruction]\n",
+    "pipeline = Pipeline().setStages( pipe_components)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "f3b0c64e",
+   "metadata": {},
+   "source": [
+    "Lets create a dataframe with some text to be annotated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "06c931fb-9acc-41ba-a1b5-944732e55aa9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = spark.createDataFrame([\n",
+    "            [1, \"\"\"Capitalism has been dominant in the Western world since the end of feudalism, but most feel[who?] that \n",
+    "            the term \"mixed economies\" more precisely describes most contemporary economies, due to their containing both \n",
+    "            private-owned and state-owned enterprises. In capitalism, prices determine the demand-supply scale. For \n",
+    "            example, higher demand for certain goods and services lead to higher prices and lower demand for certain \n",
+    "            goods lead to lower prices. \"\"\"]]).toDF(\"id\", \"text\")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "cb66bf86",
+   "metadata": {},
+   "source": [
+    "Extract the embeddings from the embeddings layer."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "95dd8de4-3840-408a-b08f-3b10cd47faa9",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Stage 0:>                                                          (0 + 1) / 1]\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "23/06/07 12:28:56 WARN MemoryStore: Not enough space to cache broadcast_1 in memory! (computed 4.6 GiB so far)\n",
+      "+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+      "|embeddings                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |\n",
+      "+------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------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-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+      "|[[0.03262866, -0.02278552, 0.0013627451, -0.05349423, -0.086116955, -5.929518E-4, -0.0746425, -0.044477966, -0.030355768, -0.045733023, 0.05812091, 0.03179538, -0.04334866, -0.08494021, -0.035193942, 0.024432851, -4.2305558E-4, 0.007649129, 0.03761272, -0.015318542, 0.006661357, -0.018444803, -0.020876005, 0.055248085, -0.06265088, -0.07534279, 0.056617893, -0.004320507, -0.0316281, 0.018066075, 0.03855368, 0.0048050773, 0.028971815, -0.006877347, 0.07095821, 9.4414165E-4, 0.008437616, -0.027222378, 0.019745044, -0.027784333, -0.01716024, 0.073865384, 0.014833191, -0.022548206, 0.046016835, -0.011504175, 0.026386736, -0.050758336, 0.04021454, 0.008387009, 0.010211223, -0.039326932, -0.0030433831, 0.0046180817, 0.028014615, -0.016920675, -0.042716026, -0.02837658, -0.035181597, 0.06269657, 0.0174563, 0.0054392195, -0.012997994, -0.012604179, 0.04189872, 0.06422939, 0.021105042, 0.004485108, -0.04081728, 0.02868578, 4.2648325E-4, -0.0024915151, -0.021758735, -0.008838901, 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-0.03593985, 0.02641698, -0.05189184, -0.043362506, -0.050688393, -0.005378341, 0.0033666724, 0.044950858, 0.02093605, 0.03626855, -0.024815692, 0.028359616, 0.021613698, -0.020997578, 0.0027879598, -0.017473606, 0.017178757, -0.030661179, -0.013124452, -0.01470106, -0.03801807, 0.053062066]]|\n",
+      "+---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "                                                                                \r"
+     ]
+    }
+   ],
+   "source": [
+    "results = pipeline.fit(data).transform(data)\n",
+    "results.select(\"instructor.embeddings\").show(truncate=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python [conda env:tempspark]",
+   "language": "python",
+   "name": "conda-env-tempspark-py"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From b962451f0774612a87545aca6efe03f6ad8f94a7 Mon Sep 17 00:00:00 2001
From: Luca Martial <48870843+luca-martial@users.noreply.github.com>
Date: Mon, 3 Jul 2023 12:03:56 +0200
Subject: [PATCH 11/13] Draft: Chore: conda recipe update (#13764)

* update conda recipe

* rm python build configs

* update conda build instructions

* update python version reqs

* update recipe import test

---------

Co-authored-by: Maziyar Panahi <maziyar.panahi@iscpif.fr>
---
 conda/README.md               |  4 +--
 conda/conda_build_config.yaml |  4 ---
 conda/meta.yaml               | 46 ++++++++++++++++++++---------------
 3 files changed, 28 insertions(+), 26 deletions(-)
 delete mode 100644 conda/conda_build_config.yaml

diff --git a/conda/README.md b/conda/README.md
index 1ff6ddb645b173..b04e5a32133168 100644
--- a/conda/README.md
+++ b/conda/README.md
@@ -35,13 +35,13 @@ conda config --set anaconda_upload no
 Build `spark-nlp` from the latest PyPI tar:
 
 ```bash
-conda build . --python=3.7 && conda build . --python=3.8 && conda build . --python=3.9
+conda build conda/
 ```
 
 Example of uploading Conda package to Anaconda Cloud:
 
 ```bash
-anaconda upload /anaconda3/conda-bld/noarch/spark-nlp-version-py37_0.tar.bz2
+anaconda upload /anaconda3/conda-bld/noarch/spark-nlp-version-py_0.tar.bz2
 ```
 
 ## Install
diff --git a/conda/conda_build_config.yaml b/conda/conda_build_config.yaml
deleted file mode 100644
index 293f77e58aa60b..00000000000000
--- a/conda/conda_build_config.yaml
+++ /dev/null
@@ -1,4 +0,0 @@
-python:
-  - 3.7
-  - 3.8
-  - 3.9
diff --git a/conda/meta.yaml b/conda/meta.yaml
index 3bf52ab98dc2cf..4ccecd03892a1e 100644
--- a/conda/meta.yaml
+++ b/conda/meta.yaml
@@ -1,30 +1,36 @@
-package:
-  name: "spark-nlp"
-  version: 4.4.4
+{% set name = "spark-nlp" %}
+{% set version = "4.4.0" %}
 
-app:
-  entry: spark-nlp
-  summary: Natural Language Understanding Library for Apache Spark.
+package:
+  name: {{ name|lower }}
+  version: {{ version }}
 
 source:
-    fn: spark-nlp-4.4.4.tar.gz
-    url: https://files.pythonhosted.org/packages/f9/e4/5eb83ed1c68be9fca636f6c62f9e55da3f2e511818e2a8feb852d6986064/spark-nlp-4.4.4.tar.gz
-    sha256: d9e2f017ab7cf6e82e775c38862f1a4ee32bbb0af6619e0b9051e6737711b5b6
+  url: https://pypi.io/packages/source/{{ name[0] }}/{{ name }}/spark-nlp-{{ version }}.tar.gz
+  sha256: e76fdd82b966ca169ba8a1fdcfe2e684fc63abaf88de841d2eb881cacb5e0105
+
 build:
-  noarch: generic
+  noarch: python
+  script: {{ PYTHON }} -m pip install . -vv
   number: 0
-  script: "python -m pip install . --no-deps -vv"
 
 requirements:
-  build:
-    - python
+  host:
+    - python >=3.7,<3.11
+    - pip
   run:
-    - python
+    - python >=3.7,<3.11
+
+test:
+  imports:
+    - sparknlp
+  commands:
+    - pip check
+  requires:
+    - pip
 
 about:
-  home: https://github.com/JohnSnowLabs/spark-nlp/
-  license: Apache License 2.0
-  license_family: APACHE
-  license_url: https://github.com/JohnSnowLabs/spark-nlp/blob/master/LICENSE
-  description: John Snow Labs Spark-NLP is a natural language processing library built on top of Apache Spark ML. It provides simple, performant & accurate NLP annotations for machine learning pipelines, that scale easily in a distributed environment.
-  summary: Natural Language Understanding Library for Apache Spark.
+  home: https://github.com/JohnSnowLabs/spark-nlp
+  summary: John Snow Labs Spark NLP is a natural language processing library built on top of Apache Spark ML. It provides simple, performant & accurate NLP annotations for machine learning pipelines, that scale easily in a distributed environment.
+  license: Apache-2.0
+  license_file: LICENSE

From 0a4a8c208873aedeac40bf120d4f470247d4b5b8 Mon Sep 17 00:00:00 2001
From: Maziyar Panahi <maziyar.panahi@iscpif.fr>
Date: Mon, 3 Jul 2023 15:36:53 +0200
Subject: [PATCH 12/13] Update CHANGELOG [run doc]

---
 CHANGELOG                  | 18 ++++++++++
 README.md                  | 70 ++++++++++++++++++++------------------
 docs/_layouts/landing.html |  4 ++-
 docs/en/transformers.md    | 11 +++++-
 python/README.md           | 70 ++++++++++++++++++++------------------
 5 files changed, 105 insertions(+), 68 deletions(-)

diff --git a/CHANGELOG b/CHANGELOG
index 30f8d250436dee..3e611cda48316f 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -1,3 +1,21 @@
+========
+5.0.0
+========
+----------------
+New Features & Enhancements
+----------------
+* **NEW:** Introducing support for ONNX Runtime in Spark NLP. ONNX Runtime is a high-performance inference engine for machine learning models in the ONNX format. ONNX Runtime has proved to considerably increase the performance of inference for many models.
+* **NEW:** Introducing **InstructorEmbeddings** annotator in Spark NLP 🚀. `InstructorEmbeddings` can load new state-of-the-art INSTRUCTOR Models inherited from T5 for Text Embeddings.
+* **NEW:** Introducing **E5Embeddings** annotator in Spark NLP 🚀. `E5Embeddings` can load new state-of-the-art E5 Models inherited from BERT for Text Embeddings.
+* **NEW:** Introducing **DocumentSimilarityRanker** annotator in Spark NLP 🚀. `DocumentSimilarityRanker` is a new annotator that uses LSH techniques present in Spark ML lib to execute approximate nearest neighbours search on top of sentence embeddings, It aims to capture the semantic meaning of a document in a dense, continuous vector space and return it to the ranker search.
+
+----------------
+Bug Fixes
+----------------
+* Fix BART issue with maxInputLength
+
+
+
 ========
 4.4.4
 ========
diff --git a/README.md b/README.md
index 2e6dd3d53d5a51..a002cf66f1c285 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ environment.
 Spark NLP comes with **17000+** pretrained **pipelines** and **models** in more than **200+** languages.
 It also offers tasks such as **Tokenization**, **Word Segmentation**, **Part-of-Speech Tagging**, Word and Sentence **Embeddings**, **Named Entity Recognition**, **Dependency Parsing**, **Spell Checking**, **Text Classification**, **Sentiment Analysis**, **Token Classification**, **Machine Translation** (+180 languages), **Summarization**, **Question Answering**, **Table Question Answering**, **Text Generation**, **Image Classification**, **Automatic Speech Recognition**, **Zero-Shot Learning**, and many more [NLP tasks](#features).
 
-**Spark NLP** is the only open-source NLP library in **production** that offers state-of-the-art transformers such as **BERT**, **CamemBERT**, **ALBERT**, **ELECTRA**, **XLNet**, **DistilBERT**, **RoBERTa**, **DeBERTa**, **XLM-RoBERTa**, **Longformer**, **ELMO**, **Universal Sentence Encoder**, **Facebook BART**, **Google T5**, **MarianMT**, **OpenAI GPT2**, and **Vision Transformers (ViT)** not only to **Python** and **R**, but also to **JVM** ecosystem (**Java**, **Scala**, and **Kotlin**) at **scale** by extending **Apache Spark** natively.
+**Spark NLP** is the only open-source NLP library in **production** that offers state-of-the-art transformers such as **BERT**, **CamemBERT**, **ALBERT**, **ELECTRA**, **XLNet**, **DistilBERT**, **RoBERTa**, **DeBERTa**, **XLM-RoBERTa**, **Longformer**, **ELMO**, **Universal Sentence Encoder**, **Facebook BART**, **Instructor**, **E5**, **Google T5**, **MarianMT**, **OpenAI GPT2**, and **Vision Transformers (ViT)** not only to **Python** and **R**, but also to **JVM** ecosystem (**Java**, **Scala**, and **Kotlin**) at **scale** by extending **Apache Spark** natively.
 
 ## Project's website
 
@@ -48,25 +48,25 @@ documentation and examples
 - [Databricks Support](#databricks-support)
 - [EMR Support](#emr-support)
 - [Using Spark NLP](#usage)
-    - [Packages Cheatsheet](#packages-cheatsheet)
-    - [Spark Packages](#spark-packages)
-    - [Scala](#scala)
-        - [Maven](#maven)
-        - [SBT](#sbt)
-    - [Python](#python)
-        - [Pip/Conda](#pipconda)
-    - [Compiled JARs](#compiled-jars)
-    - [Apache Zeppelin](#apache-zeppelin)
-    - [Jupyter Notebook](#jupyter-notebook-python)
-    - [Google Colab Notebook](#google-colab-notebook)
-    - [Kaggle Kernel](#kaggle-kernel)
-    - [Databricks Cluster](#databricks-cluster)
-    - [EMR Cluster](#emr-cluster)
-    - [GCP Dataproc](#gcp-dataproc)
-    - [Spark NLP Configuration](#spark-nlp-configuration)
+  - [Packages Cheatsheet](#packages-cheatsheet)
+  - [Spark Packages](#spark-packages)
+  - [Scala](#scala)
+    - [Maven](#maven)
+    - [SBT](#sbt)
+  - [Python](#python)
+    - [Pip/Conda](#pipconda)
+  - [Compiled JARs](#compiled-jars)
+  - [Apache Zeppelin](#apache-zeppelin)
+  - [Jupyter Notebook](#jupyter-notebook-python)
+  - [Google Colab Notebook](#google-colab-notebook)
+  - [Kaggle Kernel](#kaggle-kernel)
+  - [Databricks Cluster](#databricks-cluster)
+  - [EMR Cluster](#emr-cluster)
+  - [GCP Dataproc](#gcp-dataproc)
+  - [Spark NLP Configuration](#spark-nlp-configuration)
 - [Pipelines & Models](#pipelines-and-models)
-    - [Pipelines](#pipelines)
-    - [Models](#models)
+  - [Pipelines](#pipelines)
+  - [Models](#models)
 - [Offline](#offline)
 - [Examples](#examples)
 - [FAQ](#faq)
@@ -110,6 +110,8 @@ documentation and examples
 - BERT Sentence Embeddings (TF Hub & HuggingFace models)
 - RoBerta Sentence Embeddings (HuggingFace models)
 - XLM-RoBerta Sentence Embeddings (HuggingFace models)
+- Instructor Embeddings (HuggingFace models)
+- E5 Embeddings (HuggingFace models)
 - Sentence Embeddings
 - Chunk Embeddings
 - Unsupervised keywords extraction
@@ -226,24 +228,23 @@ For more examples, you can visit our dedicated [examples](https://github.com/Joh
 
 ## Apache Spark Support
 
-Spark NLP *5.0.0* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
+Spark NLP *5.0.0* has been built on top of Apache Spark 3.4 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
 
 | Spark NLP | Apache Spark 2.3.x | Apache Spark 2.4.x | Apache Spark 3.0.x | Apache Spark 3.1.x | Apache Spark 3.2.x | Apache Spark 3.3.x | Apache Spark 3.4.x |
 |-----------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|
+| 5.0.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | YES                |
 | 4.4.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | YES                |
-| 4.3.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                |
-| 4.2.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                |
-| 4.1.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                |
-| 4.0.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                |
-| 3.4.x     | YES                | YES                | YES                | YES                | Partially          | N/A                | NO
+| 4.3.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 |
+| 4.2.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 |
+| 4.1.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 |
+| 4.0.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 |
+| 3.4.x     | YES                | YES                | YES                | YES                | Partially          | N/A                | NO                 |
 | 3.3.x     | YES                | YES                | YES                | YES                | NO                 | NO                 | NO                 |
 | 3.2.x     | YES                | YES                | YES                | YES                | NO                 | NO                 | NO                 |
 | 3.1.x     | YES                | YES                | YES                | YES                | NO                 | NO                 | NO                 |
 | 3.0.x     | YES                | YES                | YES                | YES                | NO                 | NO                 | NO                 |
 | 2.7.x     | YES                | YES                | NO                 | NO                 | NO                 | NO                 | NO                 |
 
-NOTE: Starting 4.0.0 release, the default `spark-nlp` and `spark-nlp-gpu` packages are based on Scala 2.12.15 and Apache
-Spark 3.2 by default.
 
 Find out more about `Spark NLP` versions from our [release notes](https://github.com/JohnSnowLabs/spark-nlp/releases).
 
@@ -251,6 +252,7 @@ Find out more about `Spark NLP` versions from our [release notes](https://github
 
 | Spark NLP | Python 3.6 | Python 3.7 | Python 3.8 | Python 3.9 | Python 3.10| Scala 2.11 | Scala 2.12 |
 |-----------|------------|------------|------------|------------|------------|------------|------------|
+| 5.0.x     | NO         | YES        | YES        | YES        | YES        | NO         | YES        |
 | 4.4.x     | NO         | YES        | YES        | YES        | YES        | NO         | YES        |
 | 4.3.x     | YES        | YES        | YES        | YES        | YES        | NO         | YES        |
 | 4.2.x     | YES        | YES        | YES        | YES        | YES        | NO         | YES        |
@@ -269,8 +271,6 @@ Spark NLP 5.0.0 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
-- 7.3
-- 7.3 ML
 - 9.1
 - 9.1 ML
 - 10.1
@@ -299,6 +299,10 @@ Spark NLP 5.0.0 has been tested and is compatible with the following runtimes:
 - 12.2 ML
 - 13.0
 - 13.0 ML
+- 13.1
+- 13.1 ML
+- 13.2
+- 13.2 ML
 
 **GPU:**
 
@@ -316,9 +320,8 @@ Spark NLP 5.0.0 has been tested and is compatible with the following runtimes:
 - 12.1 ML & GPU
 - 12.2 ML & GPU
 - 13.0 ML & GPU
-
-NOTE: Spark NLP 4.x is based on TensorFlow 2.7.x which is compatible with CUDA11 and cuDNN 8.0.2. The only Databricks
-runtimes supporting CUDA 11 are 9.x and above as listed under GPU.
+- 13.1 ML & GPU
+- 13.2 ML & GPU
 
 ## EMR Support
 
@@ -334,6 +337,7 @@ Spark NLP 5.0.0 has been tested and is compatible with the following EMR release
 - emr-6.8.0
 - emr-6.9.0
 - emr-6.10.0
+- emr-6.11.0
 
 Full list of [Amazon EMR 6.x releases](https://docs.aws.amazon.com/emr/latest/ReleaseGuide/emr-release-6x.html)
 
@@ -690,7 +694,7 @@ pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
 
 If not using pyspark at all, you'll have to run the instructions
-pointed [here](#python-without-explicit-Pyspark-installation)
+pointed [here](#python-without-explicit-pyspark-installation)
 
 ## Google Colab Notebook
 
diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
index b1724ad7c1e212..01c747fc2a7da8 100755
--- a/docs/_layouts/landing.html
+++ b/docs/_layouts/landing.html
@@ -224,7 +224,7 @@ <h2 class="h2_title grey">Transformers at Scale</h2>
                   <div class="transformer-descr">
                     Unlock the power of <b>Large Language Models</b> with <b>Spark NLP 🚀</b>, the only open-source library that delivers cutting-edge transformers for <b>production</b> such as
                     <b>BERT</b>, <b>CamemBERT</b>, <b>ALBERT</b>, <b>ELECTRA</b>, <b>XLNet</b>, <b>DistilBERT</b>, <b>RoBERTa</b>, <b>DeBERTa</b>,
-                    <b>XLM-RoBERTa</b>, <b>Longformer</b>, <b>ELMO</b>, <b>Universal Sentence Encoder</b>, <b>Facebook BART</b>, <b>Google T5</b>, <b>MarianMT</b>, <b>OpenAI GPT2</b>,
+                    <b>XLM-RoBERTa</b>, <b>Longformer</b>, <b>ELMO</b>, <b>Universal Sentence Encoder</b>, <b>Facebook BART</b>, <b>Instructor Embeddings</b>, <b>E5 Embeddings</b>, <b>Google T5</b>, <b>MarianMT</b>, <b>OpenAI GPT2</b>,
                     <b>Google ViT</b>, <b>ASR Wav2Vec2</b> and many more not only to <b>Python</b>, and <b>R</b> but also to <b>JVM</b> ecosystem (<b>Java</b>, <b>Scala</b>, and <b>Kotlin</b>) at <b>scale</b> by extending <b>Apache Spark</b> natively
                   </div>
                 </div>
@@ -304,6 +304,8 @@ <h4 class="blue h4_title">NLP Features</h4>
                     <li><strong>Universal Sentence</strong> Encoder</li>
                     <li><strong>Sentence</strong> Embeddings</li>
                     <li><strong>Chunk</strong> Embeddings</li>
+                    <li><strong>Instructor</strong> Embeddings</li>
+                    <li><strong>E5</strong> Embeddings</li>
                   </ul>
                   <ul class="list1">
                     <li>Table Question Answering <strong>(TAPAS)</strong></li>
diff --git a/docs/en/transformers.md b/docs/en/transformers.md
index b1f6e8d49b6602..2312ec25e012ab 100644
--- a/docs/en/transformers.md
+++ b/docs/en/transformers.md
@@ -97,7 +97,16 @@ We have extended support for `HuggingFace` 🤗   and `TF Hub` exported models s
 
 ### Example Notebooks
 
-#### HuggingFace to Spark NLP
+#### HuggingFace to Spark NLP (ONNX)
+
+| Spark NLP                           | HuggingFace Notebooks                                                                                                                                                                                                               | Colab                                                                                                                                                                                                                                                                 |
+|:------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| BertEmbeddings                      | HuggingFace in Spark NLP - BERT| Coming soon! |
+| DistilBertEmbeddings                | HuggingFace in Spark NLP - DistilBERT| Coming soon! |
+| RoBertaEmbeddings                      | HuggingFace in Spark NLP - RoBERTa| Coming soon! |
+| DeBertaEmbeddings                      | HuggingFace in Spark NLP - DeBERTa| Coming soon! |
+
+#### HuggingFace to Spark NLP (TensorFlow)
 
 | Spark NLP                           | HuggingFace Notebooks                                                                                                                                                                                                               | Colab                                                                                                                                                                                                                                                                 |
 |:------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
diff --git a/python/README.md b/python/README.md
index 2e6dd3d53d5a51..a002cf66f1c285 100644
--- a/python/README.md
+++ b/python/README.md
@@ -22,7 +22,7 @@ environment.
 Spark NLP comes with **17000+** pretrained **pipelines** and **models** in more than **200+** languages.
 It also offers tasks such as **Tokenization**, **Word Segmentation**, **Part-of-Speech Tagging**, Word and Sentence **Embeddings**, **Named Entity Recognition**, **Dependency Parsing**, **Spell Checking**, **Text Classification**, **Sentiment Analysis**, **Token Classification**, **Machine Translation** (+180 languages), **Summarization**, **Question Answering**, **Table Question Answering**, **Text Generation**, **Image Classification**, **Automatic Speech Recognition**, **Zero-Shot Learning**, and many more [NLP tasks](#features).
 
-**Spark NLP** is the only open-source NLP library in **production** that offers state-of-the-art transformers such as **BERT**, **CamemBERT**, **ALBERT**, **ELECTRA**, **XLNet**, **DistilBERT**, **RoBERTa**, **DeBERTa**, **XLM-RoBERTa**, **Longformer**, **ELMO**, **Universal Sentence Encoder**, **Facebook BART**, **Google T5**, **MarianMT**, **OpenAI GPT2**, and **Vision Transformers (ViT)** not only to **Python** and **R**, but also to **JVM** ecosystem (**Java**, **Scala**, and **Kotlin**) at **scale** by extending **Apache Spark** natively.
+**Spark NLP** is the only open-source NLP library in **production** that offers state-of-the-art transformers such as **BERT**, **CamemBERT**, **ALBERT**, **ELECTRA**, **XLNet**, **DistilBERT**, **RoBERTa**, **DeBERTa**, **XLM-RoBERTa**, **Longformer**, **ELMO**, **Universal Sentence Encoder**, **Facebook BART**, **Instructor**, **E5**, **Google T5**, **MarianMT**, **OpenAI GPT2**, and **Vision Transformers (ViT)** not only to **Python** and **R**, but also to **JVM** ecosystem (**Java**, **Scala**, and **Kotlin**) at **scale** by extending **Apache Spark** natively.
 
 ## Project's website
 
@@ -48,25 +48,25 @@ documentation and examples
 - [Databricks Support](#databricks-support)
 - [EMR Support](#emr-support)
 - [Using Spark NLP](#usage)
-    - [Packages Cheatsheet](#packages-cheatsheet)
-    - [Spark Packages](#spark-packages)
-    - [Scala](#scala)
-        - [Maven](#maven)
-        - [SBT](#sbt)
-    - [Python](#python)
-        - [Pip/Conda](#pipconda)
-    - [Compiled JARs](#compiled-jars)
-    - [Apache Zeppelin](#apache-zeppelin)
-    - [Jupyter Notebook](#jupyter-notebook-python)
-    - [Google Colab Notebook](#google-colab-notebook)
-    - [Kaggle Kernel](#kaggle-kernel)
-    - [Databricks Cluster](#databricks-cluster)
-    - [EMR Cluster](#emr-cluster)
-    - [GCP Dataproc](#gcp-dataproc)
-    - [Spark NLP Configuration](#spark-nlp-configuration)
+  - [Packages Cheatsheet](#packages-cheatsheet)
+  - [Spark Packages](#spark-packages)
+  - [Scala](#scala)
+    - [Maven](#maven)
+    - [SBT](#sbt)
+  - [Python](#python)
+    - [Pip/Conda](#pipconda)
+  - [Compiled JARs](#compiled-jars)
+  - [Apache Zeppelin](#apache-zeppelin)
+  - [Jupyter Notebook](#jupyter-notebook-python)
+  - [Google Colab Notebook](#google-colab-notebook)
+  - [Kaggle Kernel](#kaggle-kernel)
+  - [Databricks Cluster](#databricks-cluster)
+  - [EMR Cluster](#emr-cluster)
+  - [GCP Dataproc](#gcp-dataproc)
+  - [Spark NLP Configuration](#spark-nlp-configuration)
 - [Pipelines & Models](#pipelines-and-models)
-    - [Pipelines](#pipelines)
-    - [Models](#models)
+  - [Pipelines](#pipelines)
+  - [Models](#models)
 - [Offline](#offline)
 - [Examples](#examples)
 - [FAQ](#faq)
@@ -110,6 +110,8 @@ documentation and examples
 - BERT Sentence Embeddings (TF Hub & HuggingFace models)
 - RoBerta Sentence Embeddings (HuggingFace models)
 - XLM-RoBerta Sentence Embeddings (HuggingFace models)
+- Instructor Embeddings (HuggingFace models)
+- E5 Embeddings (HuggingFace models)
 - Sentence Embeddings
 - Chunk Embeddings
 - Unsupervised keywords extraction
@@ -226,24 +228,23 @@ For more examples, you can visit our dedicated [examples](https://github.com/Joh
 
 ## Apache Spark Support
 
-Spark NLP *5.0.0* has been built on top of Apache Spark 3.2 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
+Spark NLP *5.0.0* has been built on top of Apache Spark 3.4 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x
 
 | Spark NLP | Apache Spark 2.3.x | Apache Spark 2.4.x | Apache Spark 3.0.x | Apache Spark 3.1.x | Apache Spark 3.2.x | Apache Spark 3.3.x | Apache Spark 3.4.x |
 |-----------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|
+| 5.0.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | YES                |
 | 4.4.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | YES                |
-| 4.3.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                |
-| 4.2.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                |
-| 4.1.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                |
-| 4.0.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                |
-| 3.4.x     | YES                | YES                | YES                | YES                | Partially          | N/A                | NO
+| 4.3.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 |
+| 4.2.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 |
+| 4.1.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 |
+| 4.0.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 |
+| 3.4.x     | YES                | YES                | YES                | YES                | Partially          | N/A                | NO                 |
 | 3.3.x     | YES                | YES                | YES                | YES                | NO                 | NO                 | NO                 |
 | 3.2.x     | YES                | YES                | YES                | YES                | NO                 | NO                 | NO                 |
 | 3.1.x     | YES                | YES                | YES                | YES                | NO                 | NO                 | NO                 |
 | 3.0.x     | YES                | YES                | YES                | YES                | NO                 | NO                 | NO                 |
 | 2.7.x     | YES                | YES                | NO                 | NO                 | NO                 | NO                 | NO                 |
 
-NOTE: Starting 4.0.0 release, the default `spark-nlp` and `spark-nlp-gpu` packages are based on Scala 2.12.15 and Apache
-Spark 3.2 by default.
 
 Find out more about `Spark NLP` versions from our [release notes](https://github.com/JohnSnowLabs/spark-nlp/releases).
 
@@ -251,6 +252,7 @@ Find out more about `Spark NLP` versions from our [release notes](https://github
 
 | Spark NLP | Python 3.6 | Python 3.7 | Python 3.8 | Python 3.9 | Python 3.10| Scala 2.11 | Scala 2.12 |
 |-----------|------------|------------|------------|------------|------------|------------|------------|
+| 5.0.x     | NO         | YES        | YES        | YES        | YES        | NO         | YES        |
 | 4.4.x     | NO         | YES        | YES        | YES        | YES        | NO         | YES        |
 | 4.3.x     | YES        | YES        | YES        | YES        | YES        | NO         | YES        |
 | 4.2.x     | YES        | YES        | YES        | YES        | YES        | NO         | YES        |
@@ -269,8 +271,6 @@ Spark NLP 5.0.0 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
-- 7.3
-- 7.3 ML
 - 9.1
 - 9.1 ML
 - 10.1
@@ -299,6 +299,10 @@ Spark NLP 5.0.0 has been tested and is compatible with the following runtimes:
 - 12.2 ML
 - 13.0
 - 13.0 ML
+- 13.1
+- 13.1 ML
+- 13.2
+- 13.2 ML
 
 **GPU:**
 
@@ -316,9 +320,8 @@ Spark NLP 5.0.0 has been tested and is compatible with the following runtimes:
 - 12.1 ML & GPU
 - 12.2 ML & GPU
 - 13.0 ML & GPU
-
-NOTE: Spark NLP 4.x is based on TensorFlow 2.7.x which is compatible with CUDA11 and cuDNN 8.0.2. The only Databricks
-runtimes supporting CUDA 11 are 9.x and above as listed under GPU.
+- 13.1 ML & GPU
+- 13.2 ML & GPU
 
 ## EMR Support
 
@@ -334,6 +337,7 @@ Spark NLP 5.0.0 has been tested and is compatible with the following EMR release
 - emr-6.8.0
 - emr-6.9.0
 - emr-6.10.0
+- emr-6.11.0
 
 Full list of [Amazon EMR 6.x releases](https://docs.aws.amazon.com/emr/latest/ReleaseGuide/emr-release-6x.html)
 
@@ -690,7 +694,7 @@ pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
 
 If not using pyspark at all, you'll have to run the instructions
-pointed [here](#python-without-explicit-Pyspark-installation)
+pointed [here](#python-without-explicit-pyspark-installation)
 
 ## Google Colab Notebook
 

From ae3e03241af75864495dd5fedebb17345e364414 Mon Sep 17 00:00:00 2001
From: github-actions <action@github.com>
Date: Mon, 3 Jul 2023 13:48:10 +0000
Subject: [PATCH 13/13] Update Scala and Python APIs

---
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/client/aws/AWSProfileCredentials.html b/docs/api/com/johnsnowlabs/client/aws/AWSProfileCredentials.html
index 6174d5110e218e..d587c975e5d6ce 100644
--- a/docs/api/com/johnsnowlabs/client/aws/AWSProfileCredentials.html
+++ b/docs/api/com/johnsnowlabs/client/aws/AWSProfileCredentials.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.client.aws.AWSProfileCredentials</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.client.aws.AWSProfileCredentials" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.client.aws.AWSProfileCredentials" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.client.aws.AWSProfileCredentials</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.client.aws.AWSProfileCredentials" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.client.aws.AWSProfileCredentials" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/client/aws/AWSTokenCredentials.html b/docs/api/com/johnsnowlabs/client/aws/AWSTokenCredentials.html
index 9364cb388c82ae..7be215835aa725 100644
--- a/docs/api/com/johnsnowlabs/client/aws/AWSTokenCredentials.html
+++ b/docs/api/com/johnsnowlabs/client/aws/AWSTokenCredentials.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.client.aws.AWSTokenCredentials</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.client.aws.AWSTokenCredentials" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.client.aws.AWSTokenCredentials" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.client.aws.AWSTokenCredentials</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.client.aws.AWSTokenCredentials" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.client.aws.AWSTokenCredentials" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/client/aws/Credentials.html b/docs/api/com/johnsnowlabs/client/aws/Credentials.html
index 528d6b70475e99..f8c14e9e7c5211 100644
--- a/docs/api/com/johnsnowlabs/client/aws/Credentials.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.client.aws.Credentials" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.client.aws.Credentials" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.client.aws.Credentials</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.client.aws.Credentials" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.client.aws.Credentials" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/client/aws/index.html b/docs/api/com/johnsnowlabs/client/aws/index.html
index 2dc2c3701b744f..d01c95bb693360 100644
--- a/docs/api/com/johnsnowlabs/client/aws/index.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.client.aws" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.client.aws" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.client.aws</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.client.aws" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.client.aws" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/client/gcp/GCPGateway.html b/docs/api/com/johnsnowlabs/client/gcp/GCPGateway.html
index bad1cfa7e445cb..2ff5f3524b1c48 100644
--- a/docs/api/com/johnsnowlabs/client/gcp/GCPGateway.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.client.gcp.GCPGateway</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.client.gcp.GCPGateway" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.client.gcp.GCPGateway" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.client.gcp.GCPGateway</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.client.gcp.GCPGateway" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.client.gcp.GCPGateway" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/client/gcp/index.html b/docs/api/com/johnsnowlabs/client/gcp/index.html
index e922346c541fc8..1a7dabc4f1780d 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.client.gcp</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.client.gcp" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.client.gcp" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.client.gcp</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.client.gcp" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.client.gcp" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/client/index.html b/docs/api/com/johnsnowlabs/client/index.html
index 1f9d190e5a30dc..179d1dfcaf5f93 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.client" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.client" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.client</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.client" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.client" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/collections/SearchTrie$.html b/docs/api/com/johnsnowlabs/collections/SearchTrie$.html
index 5329ddf804bddb..1f7210f48246e9 100644
--- a/docs/api/com/johnsnowlabs/collections/SearchTrie$.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.collections.SearchTrie" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.collections.SearchTrie</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.collections.SearchTrie" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/collections/SearchTrie.html b/docs/api/com/johnsnowlabs/collections/SearchTrie.html
index 2999f288478bd3..9e248cc1319901 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.collections.SearchTrie</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.collections.SearchTrie" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/collections/StorageSearchTrie$.html b/docs/api/com/johnsnowlabs/collections/StorageSearchTrie$.html
index a6e9615db359bb..7902b5bf512119 100644
--- a/docs/api/com/johnsnowlabs/collections/StorageSearchTrie$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.collections.StorageSearchTrie</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/collections/StorageSearchTrie.html b/docs/api/com/johnsnowlabs/collections/StorageSearchTrie.html
index cc326d24a01250..86a410a594c8af 100644
--- a/docs/api/com/johnsnowlabs/collections/StorageSearchTrie.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.collections.StorageSearchTrie</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/collections/index.html b/docs/api/com/johnsnowlabs/collections/index.html
index 12de86e15613b8..6a30f408c2dced 100644
--- a/docs/api/com/johnsnowlabs/collections/index.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.collections" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.collections" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.collections</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.collections" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.collections" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/index.html b/docs/api/com/johnsnowlabs/index.html
index 3d2a33bbf19c88..1ce857c48fe155 100644
--- a/docs/api/com/johnsnowlabs/index.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.ai.DeBerta" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.ai.DeBerta" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.ai.DeBerta</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.DeBerta" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.ai.DeBerta" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -369,6 +369,22 @@ <h3>Value Members</h3>
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+      <a id="detectedEngine:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/ai/DeBerta.html#detectedEngine:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">detectedEngine</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/ai/DeBerta.html#onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
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+      <a href="../../../../com/johnsnowlabs/ml/ai/DeBerta.html#tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper]" title="Permalink">
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@@ -607,7 +639,7 @@ <h3>Value Members</h3>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.ai.MergeTokenStrategy" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.ai.MergeTokenStrategy</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.MergeTokenStrategy" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.ai.MergeTokenStrategy" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/ai/index.html b/docs/api/com/johnsnowlabs/ml/ai/index.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.ai" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.ai" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.ai</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.ai" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -172,6 +172,22 @@ <h1>Packages</h1>
         <a title="" href="../crf/index.html"><span class="name">crf</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnx"></a><a id="onnx:onnx"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../onnx/index.html"><span class="name">onnx</span></a>
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+      
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Generate" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/Logit.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/Logit.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.Logit" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/LogitProcessor.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/LogitProcessor.html
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/NoRepeatNgramsLogitProcessor.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/NoRepeatNgramsLogitProcessor.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.NoRepeatNgramsLogitProcessor" />
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/RepetitionPenaltyLogitProcessor.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/RepetitionPenaltyLogitProcessor.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.RepetitionPenaltyLogitProcessor" />
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/index.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/index.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess" />
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcessorList.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcessorList.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcessorList" />
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/LogitWarper.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/LogitWarper.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.LogitWarper" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TemperatureLogitWarper.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TemperatureLogitWarper.html
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopPLogitWarper" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopPLogitWarper" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper" />
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Search.BeamHypotheses" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamScorer.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamScorer.html
index 20db5645126edd..624c05e0d013ed 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Search.BeamScorer" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Search.BeamScorer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Search.BeamScorer" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamSearchScorer.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamSearchScorer.html
index 3b17e4fbfa2e2b..4c50e4ded5f31f 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Search.BeamSearchScorer" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/index.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/index.html
index a1f7d92c54efdb..878624f8a820a0 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Search" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/index.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/index.html
index f9bf334feaf39a..d01e7db26308ad 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/index.html b/docs/api/com/johnsnowlabs/ml/ai/util/index.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.ai.util" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.ai.util" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/Attr.html b/docs/api/com/johnsnowlabs/ml/crf/Attr.html
index 8ba29653a3bb14..a4e04ca3b1b9d3 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.Attr" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.Attr</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.Attr" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.Attr" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/AttrFeature.html b/docs/api/com/johnsnowlabs/ml/crf/AttrFeature.html
index b408253d6f4f1f..ddc6f58ba13b0f 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.AttrFeature" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.AttrStat" />
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/CrfDataset.html b/docs/api/com/johnsnowlabs/ml/crf/CrfDataset.html
index ab8878237b2ff6..938846a2bbf461 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.CrfDataset" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.CrfDataset</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.CrfDataset" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.CrfParams</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.CrfParams" />
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetEncoder</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetEncoder" />
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.DatasetMetadata" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetMetadata</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetMetadata" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html b/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html
index fe7fa6e9246f66..822c29f660c7c6 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetReader</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetReader" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.DatasetReader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetReader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.DatasetReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html b/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html
index d44748b5bf4341..9a0ba386d6cad7 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.EdgeCalculator</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.EdgeCalculator" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.EdgeCalculator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.EdgeCalculator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.EdgeCalculator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.EdgeCalculator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html b/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html
index 4d4a098e54e479..b7753a4b07fba7 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.FbCalculator</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.FbCalculator" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.FbCalculator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.FbCalculator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.FbCalculator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.FbCalculator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/Instance.html b/docs/api/com/johnsnowlabs/ml/crf/Instance.html
index 9179e670630d33..5a37f4bdbb8b6e 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/Instance.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/Instance.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.Instance</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.Instance" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.Instance" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.Instance</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.Instance" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.Instance" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html b/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html
index 4bf8f5d88f7563..cffd3a8c73734c 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.InstanceLabels</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.InstanceLabels" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.InstanceLabels" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.InstanceLabels</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.InstanceLabels" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.InstanceLabels" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html b/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html
index 1bddd5a69145a4..0a3fe27d91e131 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.L2DecayStrategy</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.L2DecayStrategy" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.L2DecayStrategy" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.L2DecayStrategy</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.L2DecayStrategy" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.L2DecayStrategy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html
index 6fe134707c74f4..e8544bdcf9f698 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.LinearChainCrf</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.LinearChainCrf" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.LinearChainCrf" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.LinearChainCrf</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.LinearChainCrf" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.LinearChainCrf" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html
index d2306392cb21b2..083a066ecab434 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.LinearChainCrfModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.LinearChainCrfModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.LinearChainCrfModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.LinearChainCrfModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.LinearChainCrfModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.LinearChainCrfModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html b/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html
index 4a18f2df9599cf..037a55c75b2cd6 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html b/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html
index 00cdbda3e42ace..df3e0f4809a809 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/SparseArray$$SeqWrapper.html b/docs/api/com/johnsnowlabs/ml/crf/SparseArray$$SeqWrapper.html
index 0c499b349d5af8..0d890682f6e6f0 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/SparseArray$$SeqWrapper.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/SparseArray$$SeqWrapper.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/SparseArray$.html b/docs/api/com/johnsnowlabs/ml/crf/SparseArray$.html
index f950b1a61fce5b..447c75de42b0cf 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/SparseArray$.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/SparseArray$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.SparseArray</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.SparseArray" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.SparseArray" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.SparseArray</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.SparseArray" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.SparseArray" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/SparseArray.html b/docs/api/com/johnsnowlabs/ml/crf/SparseArray.html
index 37cfefabab2e18..c5e1122324bced 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/SparseArray.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.SparseArray</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.SparseArray" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.SparseArray" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.SparseArray</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.SparseArray" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.SparseArray" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/TextSentenceAttrs.html b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceAttrs.html
index 1aa7cde22929b4..9050884218efa0 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/TextSentenceAttrs.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceAttrs.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.TextSentenceAttrs</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.TextSentenceAttrs" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.TextSentenceAttrs" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.TextSentenceAttrs</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.TextSentenceAttrs" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.TextSentenceAttrs" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/TextSentenceLabels.html b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceLabels.html
index d1a65c2bce8539..92fce3cc817849 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/TextSentenceLabels.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceLabels.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.TextSentenceLabels</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.TextSentenceLabels" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.TextSentenceLabels" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.TextSentenceLabels</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.TextSentenceLabels" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.TextSentenceLabels" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/Transition.html b/docs/api/com/johnsnowlabs/ml/crf/Transition.html
index e70bce02053319..4e2ba54820c600 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/Transition.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/Transition.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.Transition</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.Transition" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.Transition" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.Transition</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.Transition" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.Transition" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/VectorMath$.html b/docs/api/com/johnsnowlabs/ml/crf/VectorMath$.html
index 8d0a68ac4870ad..351bd235046182 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/VectorMath$.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/VectorMath$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.VectorMath</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.VectorMath" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.VectorMath" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.VectorMath</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.VectorMath" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.VectorMath" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/WordAttrs.html b/docs/api/com/johnsnowlabs/ml/crf/WordAttrs.html
index f03fb80d37bf8a..9285d254f7a671 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/WordAttrs.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/WordAttrs.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf.WordAttrs</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf.WordAttrs" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf.WordAttrs" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf.WordAttrs</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf.WordAttrs" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf.WordAttrs" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/index.html b/docs/api/com/johnsnowlabs/ml/crf/index.html
index b62069894cbda8..b43ae19918daf1 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/index.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/index.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.crf</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.crf" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.crf" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.crf</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.crf" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.crf" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -241,7 +241,23 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="class" href="WordAttrs.html" title=""></a>
                         <a href="WordAttrs.html" title="">WordAttrs</a>
-                      </li><li name="com.johnsnowlabs.ml.tensorflow" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+                      </li><li name="com.johnsnowlabs.ml.onnx" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnx"></a><a id="onnx:onnx"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../onnx/index.html"><span class="name">onnx</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="tensorflow"></a><a id="tensorflow:tensorflow"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/ml/tensorflow/index.html" title="Permalink">
diff --git a/docs/api/com/johnsnowlabs/ml/index.html b/docs/api/com/johnsnowlabs/ml/index.html
index 0192870877ff44..d98801c42fc46c 100644
--- a/docs/api/com/johnsnowlabs/ml/index.html
+++ b/docs/api/com/johnsnowlabs/ml/index.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -181,6 +181,22 @@ <h1>Packages</h1>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.onnx" visbl="pub" class="indented4 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="onnx"></a><a id="onnx:onnx"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/ml/onnx/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="onnx/index.html"><span class="name">onnx</span></a>
+      </span>
+      
+      
     </li><li name="com.johnsnowlabs.ml.tensorflow" visbl="pub" class="indented4 " data-isabs="false" fullComment="no" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper$.html b/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper$.html
new file mode 100644
index 00000000000000..77a3ef39782356
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper$.html
@@ -0,0 +1,640 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <meta http-equiv="X-UA-Compatible" content="IE=edge" />
+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.onnx.OnnxWrapper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.onnx.OnnxWrapper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.onnx.OnnxWrapper" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      
+      <link href="../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.min.js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery.panzoom.min.js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery.mousewheel.min.js"></script>
+      <script type="text/javascript" src="../../../../lib/index.js"></script>
+      <script type="text/javascript" src="../../../../index.js"></script>
+      <script type="text/javascript" src="../../../../lib/scheduler.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      
+      <script type="text/javascript">
+        /* this variable can be used by the JS to determine the path to the root document */
+        var toRoot = '../../../../';
+      </script>
+    
+        </head>
+        <body>
+      <div id="search">
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
+        <span class="close-results"><span class="left">&lt;</span> Back</span>
+        <div id="textfilter">
+          <span class="input">
+            <input autocapitalize="none" placeholder="Search" id="index-input" type="text" accesskey="/" />
+            <i class="clear material-icons"></i>
+            <i id="search-icon" class="material-icons"></i>
+          </span>
+        </div>
+    </div>
+      <div id="search-results">
+        <div id="search-progress">
+          <div id="progress-fill"></div>
+        </div>
+        <div id="results-content">
+          <div id="entity-results"></div>
+          <div id="member-results"></div>
+        </div>
+      </div>
+      <div id="content-scroll-container" style="-webkit-overflow-scrolling: touch;">
+        <div id="content-container" style="-webkit-overflow-scrolling: touch;">
+          <div id="subpackage-spacer">
+            <div id="packages">
+              <h1>Packages</h1>
+              <ul>
+                <li name="_root_.root" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="_root_"></a><a id="root:_root_"></a>
+      <span class="permalink">
+      <a href="../../../../index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../../../index.html"><span class="name">root</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
+    </li><li name="_root_.com" visbl="pub" class="indented1 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="com"></a><a id="com:com"></a>
+      <span class="permalink">
+      <a href="../../../../com/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../../index.html"><span class="name">com</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs" visbl="pub" class="indented2 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="johnsnowlabs"></a><a id="johnsnowlabs:johnsnowlabs"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../index.html"><span class="name">johnsnowlabs</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../index.html" class="extype" name="com">com</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml" visbl="pub" class="indented3 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ml"></a><a id="ml:ml"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../index.html"><span class="name">ml</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnx"></a><a id="onnx:onnx"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
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+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
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+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
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+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+      <a href="../../../../com/johnsnowlabs/ml/onnx/OnnxWrapper$.html#notify():Unit" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.OnnxWrapper#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="read(modelPath:String,zipped:Boolean,useBundle:Boolean,modelName:String,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="read(String,Boolean,Boolean,String,Option[SessionOptions]):OnnxWrapper"></a>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="params">(<span name="modelPath">modelPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="modelName">modelName: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;model&quot;</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
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+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
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+              </ol>
+            </div>
+
+        
+
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+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
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+        <div class="group" name="Ungrouped">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.onnx.OnnxWrapper" />
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+    </li><li name="com.johnsnowlabs.ml" visbl="pub" class="indented3 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      <span class="symbol">
+        <a title="" href="../index.html"><span class="name">ml</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnx"></a><a id="onnx:onnx"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/index.html" title="Permalink">
+        <i class="material-icons"></i>
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+      <span class="modifier_kind">
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+      </span>
+      <span class="symbol">
+        <a title="" href="index.html"><span class="name">onnx</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a></dd></dl></div>
+    </li><li class="current-entities indented4">
+                        <a class="object" href="OnnxWrapper$.html" title="Companion object"></a>
+                        <a class="class" href="" title=""></a>
+                        <a href="" title="">OnnxWrapper</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadOnnxModel.html" title=""></a>
+                        <a href="ReadOnnxModel.html" title="">ReadOnnxModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="WriteOnnxModel.html" title=""></a>
+                        <a href="WriteOnnxModel.html" title="">WriteOnnxModel</a>
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+            </div>
+          </div>
+          <div id="content">
+            <body class="class type">
+      <div id="definition">
+        <a href="OnnxWrapper$.html" title="See companion object"><div class="big-circle class-companion-object">c</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.ml.onnx">onnx</a></p>
+        <h1><a href="OnnxWrapper$.html" title="See companion object">OnnxWrapper</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/OnnxWrapper.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="OnnxWrapper$.html" title="See companion object">object OnnxWrapper</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">OnnxWrapper</span><span class="result"> extends <span class="extype" name="java.io.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
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+          <span class="input">
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+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.ml.onnx.OnnxWrapper"><span>OnnxWrapper</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
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+                <li class="hideall out"><span>Hide All</span></li>
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+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.ml.onnx.OnnxWrapper#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="&lt;init&gt;:OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/OnnxWrapper.html#&lt;init&gt;():com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">OnnxWrapper</span><span class="params">()</span>
+      </span>
+      
+      <p class="shortcomment cmt">For Deserialization</p>
+    </li><li name="com.johnsnowlabs.ml.onnx.OnnxWrapper#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(onnxModel:Array[Byte]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="&lt;init&gt;:OnnxWrapper"></a>
+      <span class="permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">OnnxWrapper</span><span class="params">(<span name="onnxModel">onnxModel: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]</span>)</span>
+      </span>
+      
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/OnnxWrapper.html###():Int" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/OnnxWrapper.html#clone():Object" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
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+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      </span>
+      
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+      <span class="symbol">
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+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
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+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
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+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      
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+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+              
+                <span class="name">@native</span><span class="args">()</span>
+              
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+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
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+      <span class="symbol">
+        <span class="name">writeOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrapper">onnxWrapper: <a href="OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.ClassifierDatasetEncoder" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.Logging" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/ModelSignature.html b/docs/api/com/johnsnowlabs/ml/tensorflow/ModelSignature.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.ModelSignature</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.ModelSignature" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.ModelSignature" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.ModelSignature</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.ModelSignature" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.ModelSignature" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/NerBatch$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/NerBatch$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.NerBatch</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.NerBatch" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.NerBatch" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.NerBatch</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.NerBatch" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/NerBatch.html b/docs/api/com/johnsnowlabs/ml/tensorflow/NerBatch.html
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/NerDatasetEncoder.html b/docs/api/com/johnsnowlabs/ml/tensorflow/NerDatasetEncoder.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/ReadTensorflowModel.html b/docs/api/com/johnsnowlabs/ml/tensorflow/ReadTensorflowModel.html
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -258,7 +258,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
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name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="../../nlp/annotators/coref/ReadSpanBertCorefTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.ReadSpanBertCorefTensorflowModel">ReadSpanBertCorefTensorflowModel</a>, <a href="../../nlp/annotators/coref/SpanBertCorefModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../../nlp/annotators/cv/ConvNextForImageClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="../../nlp/annotators/cv/ReadConvNextForImageDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadConvNextForImageDLModel">ReadConvNextForImageDLModel</a>, <a href="../../nlp/annotators/cv/ReadSwinForImageDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadSwinForImageDLModel">ReadSwinForImageDLModel</a>, <a href="../../nlp/annotators/cv/ReadViTForImageDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadViTForImageDLModel">ReadViTForImageDLModel</a>, <a href="../../nlp/annotators/cv/SwinForImageClassification$.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="../../nlp/annotators/seq2seq/MarianTransformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="../../nlp/annotators/seq2seq/ReadBartTransformerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel">ReadBartTransformerDLModel</a>, <a href="../../nlp/annotators/seq2seq/ReadGPT2TransformerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel">ReadGPT2TransformerDLModel</a>, <a href="../../nlp/annotators/seq2seq/ReadMarianMTDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel">ReadMarianMTDLModel</a>, <a href="../../nlp/annotators/seq2seq/ReadT5TransformerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel">ReadT5TransformerDLModel</a>, <a 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name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../../nlp/embeddings/BertSentenceEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="../../nlp/embeddings/CamemBertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="../../nlp/embeddings/DeBertaEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="../../nlp/embeddings/DistilBertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="../../nlp/embeddings/ElmoEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="../../nlp/embeddings/LongformerEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="../../nlp/embeddings/ReadAlbertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel">ReadAlbertDLModel</a>, <a href="../../nlp/embeddings/ReadBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel">ReadBertDLModel</a>, <a href="../../nlp/embeddings/ReadBertSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">ReadBertSentenceDLModel</a>, <a href="../../nlp/embeddings/ReadCamemBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel">ReadCamemBertDLModel</a>, <a href="../../nlp/embeddings/ReadDeBertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">ReadDeBertaDLModel</a>, <a href="../../nlp/embeddings/ReadDistilBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">ReadDistilBertDLModel</a>, <a href="../../nlp/embeddings/ReadElmoDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel">ReadElmoDLModel</a>, <a href="../../nlp/embeddings/ReadLongformerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel">ReadLongformerDLModel</a>, <a href="../../nlp/embeddings/ReadRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">ReadRobertaDLModel</a>, <a href="../../nlp/embeddings/ReadRobertaSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel">ReadRobertaSentenceDLModel</a>, <a href="../../nlp/embeddings/ReadUSEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel">ReadUSEDLModel</a>, <a href="../../nlp/embeddings/ReadXlmRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel">ReadXlmRobertaDLModel</a>, <a href="../../nlp/embeddings/ReadXlmRobertaSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel">ReadXlmRobertaSentenceDLModel</a>, <a href="../../nlp/embeddings/ReadXlnetDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel">ReadXlnetDLModel</a>, <a href="../../nlp/embeddings/RoBertaEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="../../nlp/embeddings/RoBertaSentenceEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="../../nlp/embeddings/UniversalSentenceEncoder$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="../../nlp/embeddings/XlmRoBertaEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="../../nlp/embeddings/XlmRoBertaSentenceEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="../../nlp/embeddings/XlnetEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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href="../../nlp/annotators/classifier/dl/AlbertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/BertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/ClassifierDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForQuestionAnswering$.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel">ReadAlbertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel">ReadAlbertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel">ReadAlbertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel">ReadBertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel">ReadBertForSequenceDLModel</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel">ReadCamemBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel">ReadClassifierDLTensorflowModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel">ReadDeBertaForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel">ReadDeBertaForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel">ReadDeBertaForTokenDLModel</a>, <a 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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html
index 15e3ec9f33d75f..0c9e8d3ce5921c 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html b/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html
index 7cb5f5b8aaa8bc..807672b93b1011 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.Variables</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.Variables" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.Variables" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.Variables</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.Variables" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.Variables" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/WriteTensorflowModel.html b/docs/api/com/johnsnowlabs/ml/tensorflow/WriteTensorflowModel.html
index 8dfa285f68b3e1..b8bf70e386eaa3 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/WriteTensorflowModel.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -258,7 +258,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../../nlp/annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="../../nlp/annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="../../nlp/annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="../../nlp/annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../../nlp/annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="../../nlp/annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="../../nlp/annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="../../nlp/annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="../../nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="../../nlp/annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="../../nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="../../nlp/annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="../../nlp/annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="../../nlp/annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="../../nlp/annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="../../nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="../../nlp/embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="../../nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../../nlp/embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="../../nlp/embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="../../nlp/embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="../../nlp/embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="../../nlp/embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="../../nlp/embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="../../nlp/embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="../../nlp/embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="../../nlp/embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="../../nlp/embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="../../nlp/embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="../../nlp/embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
+            <div class="subClasses hiddenContent"><a href="../../nlp/annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="../../nlp/annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="../../nlp/annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="../../nlp/annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../../nlp/annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="../../nlp/annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="../../nlp/annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="../../nlp/annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="../../nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="../../nlp/annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="../../nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="../../nlp/annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="../../nlp/annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="../../nlp/annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="../../nlp/annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="../../nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="../../nlp/embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="../../nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../../nlp/embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="../../nlp/embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="../../nlp/embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="../../nlp/embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="../../nlp/embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="../../nlp/embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="../../nlp/embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="../../nlp/embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="../../nlp/embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="../../nlp/embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="../../nlp/embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="../../nlp/embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="../../nlp/embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="../../nlp/embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/index.html b/docs/api/com/johnsnowlabs/ml/tensorflow/index.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="../crf/index.html"><span class="name">crf</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnx"></a><a id="onnx:onnx"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="../onnx/index.html"><span class="name">onnx</span></a>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/ReadSentencePieceModel.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/ReadSentencePieceModel.html
index d38d6392c138ed..21a62d9357ef16 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/ReadSentencePieceModel.html
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         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -206,7 +206,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
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href="../../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../../nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../../nlp/annotators/classifier/dl/DeBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="../../../nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="../../../nlp/annotators/classifier/dl/DeBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="../../../nlp/annotators/classifier/dl/ReadAlbertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel">ReadAlbertForQuestionAnsweringDLModel</a>, <a href="../../../nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel">ReadAlbertForSequenceDLModel</a>, <a href="../../../nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel">ReadAlbertForTokenDLModel</a>, <a href="../../../nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel">ReadCamemBertForQADLModel</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel">ReadDeBertaForTokenDLModel</a>, <a href="../../../nlp/annotators/classifier/dl/ReadXlmRoBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel">ReadXlmRoBertaForQuestionAnsweringDLModel</a>, <a href="../../../nlp/annotators/classifier/dl/ReadXlmRoBertaForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel">ReadXlmRoBertaForSequenceDLModel</a>, <a href="../../../nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel">ReadXlmRoBertaForTokenDLModel</a>, <a href="../../../nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html" class="extype" 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href="../../../nlp/embeddings/XlnetEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/SentencePieceException.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/SentencePieceException.html
index fd0c5fb704946b..30143b5e9597f5 100644
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/SentencePieceProcessor.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/SentencePieceProcessor.html
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/SentencePieceWrapper$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/SentencePieceWrapper$.html
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@@ -28,7 +28,7 @@
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         <body>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/WriteSentencePieceModel.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/WriteSentencePieceModel.html
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@@ -28,7 +28,7 @@
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@@ -206,7 +206,7 @@ <h4 id="signature" class="signature">
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
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index f9ad60805dfb31..0caf1d33612888 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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index c82b19b6686576..13171bf25e63c1 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderAttentionMask</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderAttentionMask" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderAttentionMask" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderInputIds" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInputIds" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderAttentionMask" />
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+input(s):</p><p>inputs['attention_mask'] tensor_info: dtype: DT_INT32 shape: (-1, -1) name:
+serving_default_attention_mask:0</p><p>inputs['input_ids'] tensor_info: dtype: DT_INT32 shape: (-1, -1) name:
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+StatefulPartitionedCall:0</p><p>outputs['pooler_output'] tensor_info: dtype: DT_FLOAT shape: (-1, 768) name:
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+      <span class="symbol">
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+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
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+      <span class="symbol">
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+    </li><li name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask#key" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </span>
+      <span class="modifier_kind">
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+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">key</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask">EncoderContextMask</a> → <a href="ModelSignatureConstants$$TFInfoNameMapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper">TFInfoNameMapper</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html#notify():Unit" title="Permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
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+      </a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask#value" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="value:String"></a>
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+      <a href="../../../../../com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html#value:String" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">value</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask">EncoderContextMask</a> → <a href="ModelSignatureConstants$$TFInfoNameMapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper">TFInfoNameMapper</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html#wait():Unit" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
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+      <a href="../../../../../com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html#wait(x$1:Long):Unit" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
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+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper">
+              <h3>Inherited from <a href="ModelSignatureConstants$$TFInfoNameMapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper">TFInfoNameMapper</a></h3>
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+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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+        
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+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderInputIds$.html
index 01a4ff3f1e932e..f3a3454966d20e 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds" />
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderOutput$.html
index eb9666a171afba..79fb90d830dca4 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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index 36a84bc1ff2b34..74de18fe6c7e6b 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EndLogitsOutput$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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index 14ccf943992178..bedc6231b46560 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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index a16bf0673cda3b..f9b290650fb282 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderAttentionMask$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderAttentionMask$.html
index 8521fc18059afb..3d3084a0742e72 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderInputIds$.html
index 8b5c9d7bc73a9c..71d7cec116964e 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderInputIds$.html
index 36e07e22f2cf81..4d9cb6709385b5 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitLogitsOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitLogitsOutput$.html
index d6cdbb6c41e3d2..51728c620e9e59 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InputIds$.html
index 8107737f41310e..81959a2921582c 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InputIds$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
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index 721974dd4942e3..3e2cdff9cf7f4e 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
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index 8c50db23a54bd0..10e1d32e4d6d81 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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index 0758e684ebcbc5..cc22dc1a8e005d 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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index fad89ba87ef33e..907d2bbce23dec 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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index 493b7e33999533..2c6e0a068a98aa 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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index 7f8eddc2db5c13..f826c5cbc4cd06 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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index ce80298e95b749..422c2c67197882 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
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index 35a70cb8d620c1..ee76efb03f42fb 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PoolerOutputV1$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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index 004af1a8c42102..119fb2eced01f5 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
                       </li><li class="current-entities indented6">
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderInputIds$.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$ShapeDimList$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$ShapeDimList$.html
index 696d4780b83689..80b38bcbba3a05 100644
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+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$ShapeDimList$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
                       </li><li class="current-entities indented6">
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderInputIds$.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$StartLogitsOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$StartLogitsOutput$.html
index b65040397a43a0..361614f194f89b 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$StartLogitsOutput$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$StartLogitsOutput$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
                       </li><li class="current-entities indented6">
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderInputIds$.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoDescriptor.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoDescriptor.html
index 10700f2888f0dc..fe131d1e370623 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoDescriptor.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoDescriptor.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
                       </li><li class="current-entities indented6">
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderInputIds$.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoNameMapper.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoNameMapper.html
index efc2f83b5d3d7d..d0370a34027966 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoNameMapper.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoNameMapper.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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                         <a class="object" href="ModelSignatureConstants$$EncoderInputIds$.html" title=""></a>
@@ -397,7 +401,7 @@ <h4 id="signature" class="signature">
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href="ModelSignatureConstants$$InitDecoderInputIds$.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds">InitDecoderInputIds</a>, <a href="ModelSignatureConstants$$InitLogitsOutput$.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput">InitLogitsOutput</a>, <a href="ModelSignatureConstants$$InputIds$.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds">InputIds</a>, <a href="ModelSignatureConstants$$InputIdsV1$.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1">InputIdsV1</a>, <a href="ModelSignatureConstants$$LastHiddenState$.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState">LastHiddenState</a>, <a href="ModelSignatureConstants$$LastHiddenStateV1$.html" class="extype" 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+            <div class="subClasses hiddenContent"><a href="ModelSignatureConstants$$AttentionMask$.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMask">AttentionMask</a>, <a href="ModelSignatureConstants$$AttentionMaskV1$.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMaskV1">AttentionMaskV1</a>, <a href="ModelSignatureConstants$$AudioValuesInput$.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AudioValuesInput">AudioValuesInput</a>, <a href="ModelSignatureConstants$$CachedDecoderEncoderAttentionMask$.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderAttentionMask">CachedDecoderEncoderAttentionMask</a>, <a href="ModelSignatureConstants$$CachedDecoderEncoderInputIds$.html" class="extype" 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name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1">TokenTypeIdsV1</a></div>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsAggregationOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsAggregationOutput$.html
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+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsAggregationOutput$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
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                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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index 8059d00ecde768..b3ab0c8e329bb0 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
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index 450b2f2ce6df6e..38c188a52fc2de 100644
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
                       </li><li class="current-entities indented6">
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderInputIds$.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIdsV1$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIdsV1$.html
index 28c580f757421f..190140da294d0e 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIdsV1$.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -252,6 +252,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderAttentionMask$.html" title=""></a>
                         <a href="ModelSignatureConstants$$EncoderAttentionMask$.html" title="">EncoderAttentionMask</a>
+                      </li><li class="current-entities indented6">
+                        <span class="separator"></span>
+                        <a class="object" href="ModelSignatureConstants$$EncoderContextMask$.html" title=""></a>
+                        <a href="ModelSignatureConstants$$EncoderContextMask$.html" title="">EncoderContextMask</a>
                       </li><li class="current-entities indented6">
                         <span class="separator"></span>
                         <a class="object" href="ModelSignatureConstants$$EncoderInputIds$.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$.html
index a12da9cfa2178d..6b48ef9f74af52 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -990,6 +990,22 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="EncoderContextMask"></a><a id="EncoderContextMask:EncoderContextMask"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ModelSignatureConstants$$EncoderContextMask$.html"><span class="name">EncoderContextMask</span></a><span class="result"> extends <a href="ModelSignatureConstants$$TFInfoNameMapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper">TFInfoNameMapper</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      
     </li><li name="com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureManager$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureManager$.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/index.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/index.html
index e48cf0ca053098..ea1d4b028f041e 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/index.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/util/LoadExternalModel$.html b/docs/api/com/johnsnowlabs/ml/util/LoadExternalModel$.html
index c11557759c66e7..ab248ce32e9b14 100644
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@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.util.LoadExternalModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.util.LoadExternalModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.util.LoadExternalModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.util.LoadExternalModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.util.LoadExternalModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.util.LoadExternalModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -139,8 +139,28 @@ <h1>Packages</h1>
                         <a href="" title="">LoadExternalModel</a>
                       </li><li class="current-entities indented4">
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-                        <a class="object" href="ModelEngine$.html" title=""></a>
-                        <a href="ModelEngine$.html" title="">ModelEngine</a>
+                        <a class="object" href="ModelArch$.html" title=""></a>
+                        <a href="ModelArch$.html" title="">ModelArch</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ModelEngine.html" title=""></a>
+                        <a href="ModelEngine.html" title="">ModelEngine</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="ONNX$.html" title=""></a>
+                        <a href="ONNX$.html" title="">ONNX</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="PyTorch$.html" title=""></a>
+                        <a href="PyTorch$.html" title="">PyTorch</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="TensorFlow$.html" title=""></a>
+                        <a href="TensorFlow$.html" title="">TensorFlow</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="Unknown$.html" title=""></a>
+                        <a href="Unknown$.html" title="">Unknown</a>
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diff --git a/docs/api/com/johnsnowlabs/ml/util/ModelEngine$.html b/docs/api/com/johnsnowlabs/ml/util/ModelArch$.html
similarity index 80%
rename from docs/api/com/johnsnowlabs/ml/util/ModelEngine$.html
rename to docs/api/com/johnsnowlabs/ml/util/ModelArch$.html
index 905476e7d5874a..61e9585ccddfc0 100644
--- a/docs/api/com/johnsnowlabs/ml/util/ModelEngine$.html
+++ b/docs/api/com/johnsnowlabs/ml/util/ModelArch$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.util.ModelEngine</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.util.ModelEngine" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.util.ModelEngine" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.util.ModelArch</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.util.ModelArch" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.util.ModelArch" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -140,7 +140,27 @@ <h1>Packages</h1>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="object" href="" title=""></a>
-                        <a href="" title="">ModelEngine</a>
+                        <a href="" title="">ModelArch</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ModelEngine.html" title=""></a>
+                        <a href="ModelEngine.html" title="">ModelEngine</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="ONNX$.html" title=""></a>
+                        <a href="ONNX$.html" title="">ONNX</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="PyTorch$.html" title=""></a>
+                        <a href="PyTorch$.html" title="">PyTorch</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="TensorFlow$.html" title=""></a>
+                        <a href="TensorFlow$.html" title="">TensorFlow</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="Unknown$.html" title=""></a>
+                        <a href="Unknown$.html" title="">Unknown</a>
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@@ -150,8 +170,8 @@ <h1>Packages</h1>
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-        <h1>ModelEngine<span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html" title="Permalink">
+        <h1>ModelArch<span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html" title="Permalink">
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       </a>
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@@ -164,7 +184,7 @@ <h4 id="signature" class="signature">
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       </span>
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-        <span class="name">ModelEngine</span>
+        <span class="name">ModelArch</span>
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@@ -199,7 +219,7 @@ <h4 id="signature" class="signature">
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+                    <li class="in" name="com.johnsnowlabs.ml.util.ModelArch"><span>ModelArch</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -229,7 +249,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#!=(x$1:Any):Boolean" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#!=(x$1:Any):Boolean" title="Permalink">
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@@ -245,7 +265,7 @@ <h3>Value Members</h3>
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-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html###():Int" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html###():Int" title="Permalink">
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@@ -261,7 +281,7 @@ <h3>Value Members</h3>
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-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#==(x$1:Any):Boolean" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#==(x$1:Any):Boolean" title="Permalink">
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@@ -277,7 +297,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#asInstanceOf[T0]:T0" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#asInstanceOf[T0]:T0" title="Permalink">
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@@ -293,7 +313,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#clone():Object" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#clone():Object" title="Permalink">
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@@ -317,7 +337,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#eq(x$1:AnyRef):Boolean" title="Permalink">
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@@ -333,7 +353,7 @@ <h3>Value Members</h3>
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+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#equals(x$1:Any):Boolean" title="Permalink">
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@@ -349,7 +369,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#finalize():Unit" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#finalize():Unit" title="Permalink">
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@@ -371,7 +391,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#getClass():Class[_]" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#getClass():Class[_]" title="Permalink">
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@@ -390,7 +410,7 @@ <h3>Value Members</h3>
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-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#hashCode():Int" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#hashCode():Int" title="Permalink">
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@@ -409,7 +429,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#isInstanceOf[T0]:Boolean" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#isInstanceOf[T0]:Boolean" title="Permalink">
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@@ -425,7 +445,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
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@@ -441,7 +461,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#notify():Unit" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#notify():Unit" title="Permalink">
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@@ -460,7 +480,7 @@ <h3>Value Members</h3>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#notifyAll():Unit" title="Permalink">
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@@ -476,10 +496,10 @@ <h3>Value Members</h3>
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-      <a id="onnx:String"></a>
+    </li><li name="com.johnsnowlabs.ml.util.ModelArch#questionAnswering" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="questionAnswering:String"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#onnx:String" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#questionAnswering:String" title="Permalink">
         <i class="material-icons"></i>
       </a>
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@@ -488,14 +508,14 @@ <h3>Value Members</h3>
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       </span>
       <span class="symbol">
-        <span class="name">onnx</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+        <span class="name">questionAnswering</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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-    </li><li name="com.johnsnowlabs.ml.util.ModelEngine#onnxDecoderModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
-      <a id="onnxDecoderModel:String"></a>
+    </li><li name="com.johnsnowlabs.ml.util.ModelArch#sentenceEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentenceEmbeddings:String"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#onnxDecoderModel:String" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#sentenceEmbeddings:String" title="Permalink">
         <i class="material-icons"></i>
       </a>
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@@ -504,14 +524,14 @@ <h3>Value Members</h3>
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       </span>
       <span class="symbol">
-        <span class="name">onnxDecoderModel</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+        <span class="name">sentenceEmbeddings</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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-    </li><li name="com.johnsnowlabs.ml.util.ModelEngine#onnxDecoderWithPastModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
-      <a id="onnxDecoderWithPastModel:String"></a>
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       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#onnxDecoderWithPastModel:String" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#sequenceClassifier:String" title="Permalink">
         <i class="material-icons"></i>
       </a>
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@@ -520,46 +540,14 @@ <h3>Value Members</h3>
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-        <span class="name">onnxDecoderWithPastModel</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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-      
-      
-    </li><li name="com.johnsnowlabs.ml.util.ModelEngine#onnxEncoderModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
-      <a id="onnxEncoderModel:String"></a>
-      <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#onnxEncoderModel:String" title="Permalink">
-        <i class="material-icons"></i>
-      </a>
-    </span>
-      <span class="modifier_kind">
-        <span class="modifier"></span>
-        <span class="kind">val</span>
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-      <span class="symbol">
-        <span class="name">onnxEncoderModel</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
-      </span>
-      
-      
-    </li><li name="com.johnsnowlabs.ml.util.ModelEngine#onnxModelName" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
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-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#onnxModelName:String" title="Permalink">
-        <i class="material-icons"></i>
-      </a>
-    </span>
-      <span class="modifier_kind">
-        <span class="modifier"></span>
-        <span class="kind">val</span>
-      </span>
-      <span class="symbol">
-        <span class="name">onnxModelName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+        <span class="name">sequenceClassifier</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
       </span>
       
       
     </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
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         <i class="material-icons"></i>
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@@ -572,42 +560,10 @@ <h3>Value Members</h3>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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-      </a>
-    </span>
-      <span class="modifier_kind">
-        <span class="modifier"></span>
-        <span class="kind">val</span>
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-      <span class="symbol">
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-      
-    </li><li name="com.johnsnowlabs.ml.util.ModelEngine#tensorflowModelName" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
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-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#tensorflowModelName:String" title="Permalink">
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-      <span class="modifier_kind">
-        <span class="modifier"></span>
-        <span class="kind">val</span>
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-      <span class="symbol">
-        <span class="name">tensorflowModelName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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-      
-      
     </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="toString():String"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#toString():String" title="Permalink">
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@@ -620,10 +576,10 @@ <h3>Value Members</h3>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
-    </li><li name="com.johnsnowlabs.ml.util.ModelEngine#unk" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
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+        <span class="name">tokenClassifier</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html#wait():Unit" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#wait():Unit" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html#zeroShotClassifier:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
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+      <span class="symbol">
+        <span class="name">zeroShotClassifier</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.util.ModelEngine</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.util.ModelEngine" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.util.ModelEngine" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
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+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <a id="_root_"></a><a id="root:_root_"></a>
+      <span class="permalink">
+      <a href="../../../../index.html" title="Permalink">
+        <i class="material-icons"></i>
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+      <span class="symbol">
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+      <span class="permalink">
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+        <i class="material-icons"></i>
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+        <span class="kind">package</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a></dd></dl></div>
+    </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="LoadExternalModel$.html" title=""></a>
+                        <a href="LoadExternalModel$.html" title="">LoadExternalModel</a>
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+                      </li><li class="current-entities indented4">
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+                        <a class="object" href="ONNX$.html" title=""></a>
+                        <a href="ONNX$.html" title="">ONNX</a>
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+                        <a href="PyTorch$.html" title="">PyTorch</a>
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+                        <a href="Unknown$.html" title="">Unknown</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="trait type">
+      <div id="definition">
+        <div class="big-circle trait">t</div>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.ml.util">util</a></p>
+        <h1>ModelEngine<span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine.html" title="Permalink">
+        <i class="material-icons"></i>
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+
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">
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+            </span>
+            <div class="subClasses hiddenContent"><a href="ONNX$.html" class="extype" name="com.johnsnowlabs.ml.util.ONNX">ONNX</a>, <a href="PyTorch$.html" class="extype" name="com.johnsnowlabs.ml.util.PyTorch">PyTorch</a>, <a href="TensorFlow$.html" class="extype" name="com.johnsnowlabs.ml.util.TensorFlow">TensorFlow</a>, <a href="Unknown$.html" class="extype" name="com.johnsnowlabs.ml.util.Unknown">Unknown</a></div>
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+      <div id="mbrsel">
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+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
+          </span>
+          <i class="clear material-icons"></i>
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+              <li class="inherit out"><span>By Inheritance</span></li>
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+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
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+
+        
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
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+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine.html#asInstanceOf[T0]:T0" title="Permalink">
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+      <span class="symbol">
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+      </span>
+      
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+      <span class="permalink">
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+        <i class="material-icons"></i>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div id="definition">
+        <div class="big-circle object">o</div>
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+        <h1>ONNX<span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html" title="Permalink">
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+        <h3><span class="morelinks"></span></h3>
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
+        <span class="name">ONNX</span><span class="result"> extends <a href="ModelEngine.html" class="extype" name="com.johnsnowlabs.ml.util.ModelEngine">ModelEngine</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <a href="ModelEngine.html" class="extype" name="com.johnsnowlabs.ml.util.ModelEngine">ModelEngine</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.ml.util.ONNX"><span>ONNX</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="com.johnsnowlabs.ml.util.ModelEngine"><span>ModelEngine</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+        <div id="allMembers">
+        
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+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.util.ONNX#decoderModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="decoderModel:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#decoderModel:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">decoderModel</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.util.ONNX#decoderWithPastModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="decoderWithPastModel:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#decoderWithPastModel:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">decoderWithPastModel</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.util.ONNX#encoderModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="encoderModel:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#encoderModel:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">encoderModel</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#equals(x$1:Any):Boolean" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#finalize():Unit" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.util.ONNX#modelName" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="modelName:String"></a>
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+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#modelName:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">modelName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.util.ONNX#name" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="name:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#name:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
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+      <span class="symbol">
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+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.util.Unknown#name" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="name:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#name:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">name</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.util.ModelEngine">
+              <h3>Inherited from <a href="ModelEngine.html" class="extype" name="com.johnsnowlabs.ml.util.ModelEngine">ModelEngine</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/ml/util/index.html b/docs/api/com/johnsnowlabs/ml/util/index.html
index 83e9ccb2a682ce..7cdfbf40e2ab7d 100644
--- a/docs/api/com/johnsnowlabs/ml/util/index.html
+++ b/docs/api/com/johnsnowlabs/ml/util/index.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.ml.util</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.ml.util" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.ml.util" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.ml.util</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.ml.util" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.ml.util" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="../crf/index.html"><span class="name">crf</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnx"></a><a id="onnx:onnx"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/onnx/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../onnx/index.html"><span class="name">onnx</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.ml">ml</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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@@ -187,8 +203,28 @@ <h1>Packages</h1>
                         <a href="LoadExternalModel$.html" title="">LoadExternalModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
-                        <a class="object" href="ModelEngine$.html" title=""></a>
-                        <a href="ModelEngine$.html" title="">ModelEngine</a>
+                        <a class="object" href="ModelArch$.html" title=""></a>
+                        <a href="ModelArch$.html" title="">ModelArch</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ModelEngine.html" title=""></a>
+                        <a href="ModelEngine.html" title="">ModelEngine</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="ONNX$.html" title=""></a>
+                        <a href="ONNX$.html" title="">ONNX</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="PyTorch$.html" title=""></a>
+                        <a href="PyTorch$.html" title="">PyTorch</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="TensorFlow$.html" title=""></a>
+                        <a href="TensorFlow$.html" title="">TensorFlow</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="Unknown$.html" title=""></a>
+                        <a href="Unknown$.html" title="">Unknown</a>
                       </li>
               </ul>
             </div>
@@ -250,7 +286,26 @@ <h4 id="signature" class="signature">
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-        
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.ml.util.ModelEngine" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ModelEngineextendsAnyRef"></a><a id="ModelEngine:ModelEngine"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">sealed </span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ModelEngine.html"><span class="name">ModelEngine</span></a><span class="result"> extends <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      
+    </li></ol>
+            </div>
 
         
 
@@ -273,10 +328,74 @@ <h3>Value Members</h3>
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+    </li><li name="com.johnsnowlabs.ml.util.ModelArch" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ModelArch"></a><a id="ModelArch:ModelArch"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ModelArch$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ModelArch$.html"><span class="name">ModelArch</span></a>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.util.ONNX" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="ONNX"></a><a id="ONNX:ONNX"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/ONNX$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ONNX$.html"><span class="name">ONNX</span></a><span class="result"> extends <a href="ModelEngine.html" class="extype" name="com.johnsnowlabs.ml.util.ModelEngine">ModelEngine</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.util.PyTorch" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="PyTorch"></a><a id="PyTorch:PyTorch"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/PyTorch$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
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+      <span class="symbol">
+        <a title="" href="PyTorch$.html"><span class="name">PyTorch</span></a><span class="result"> extends <a href="ModelEngine.html" class="extype" name="com.johnsnowlabs.ml.util.ModelEngine">ModelEngine</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.util.TensorFlow" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TensorFlow"></a><a id="TensorFlow:TensorFlow"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/TensorFlow$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="TensorFlow$.html"><span class="name">TensorFlow</span></a><span class="result"> extends <a href="ModelEngine.html" class="extype" name="com.johnsnowlabs.ml.util.ModelEngine">ModelEngine</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.util.Unknown" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
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-      <a href="../../../../com/johnsnowlabs/ml/util/ModelEngine$.html" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/Unknown$.html" title="Permalink">
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@@ -285,7 +404,7 @@ <h3>Value Members</h3>
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-        <a title="" href="ModelEngine$.html"><span class="name">ModelEngine</span></a>
+        <a title="" href="Unknown$.html"><span class="name">Unknown</span></a><span class="result"> extends <a href="ModelEngine.html" class="extype" name="com.johnsnowlabs.ml.util.ModelEngine">ModelEngine</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/ActivationFunction$.html b/docs/api/com/johnsnowlabs/nlp/ActivationFunction$.html
index 08661d5110fd88..25c4fca6834a49 100644
--- a/docs/api/com/johnsnowlabs/nlp/ActivationFunction$.html
+++ b/docs/api/com/johnsnowlabs/nlp/ActivationFunction$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.ActivationFunction</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.ActivationFunction" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.ActivationFunction" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.ActivationFunction</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.ActivationFunction" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.ActivationFunction" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$$AnnotationContainer.html b/docs/api/com/johnsnowlabs/nlp/Annotation$$AnnotationContainer.html
index f2dae5a4b73f09..dfa18743ba8a39 100644
--- a/docs/api/com/johnsnowlabs/nlp/Annotation$$AnnotationContainer.html
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$$AnnotationContainer.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.AnnotationContainer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.AnnotationContainer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html
index 2bc0e3c15b0f3c..14d27d9bad1ecf 100644
--- a/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$.html b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$.html
index 10d52559d943e8..5fd8630fea68f6 100644
--- a/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$.html
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.extractors</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.Annotation.extractors" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.Annotation.extractors" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.extractors</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation.extractors" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.Annotation.extractors" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$.html b/docs/api/com/johnsnowlabs/nlp/Annotation$.html
index 287fef3013f74d..d0293e4e0ffdb6 100644
--- a/docs/api/com/johnsnowlabs/nlp/Annotation$.html
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.Annotation</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.Annotation" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.Annotation" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.Annotation</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.Annotation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation.html b/docs/api/com/johnsnowlabs/nlp/Annotation.html
index ca39e6548e7cc8..bdf50761888f8f 100644
--- a/docs/api/com/johnsnowlabs/nlp/Annotation.html
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.Annotation</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.Annotation" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.Annotation" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.Annotation</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.Annotation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AnnotationContainer.html b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AnnotationContainer.html
index 2af114ec98343a..eb1f80d57127d0 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AnnotationContainer.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AnnotationContainer.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AudioFields.html b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AudioFields.html
index fcecc0a491d98f..619b42dd936f7b 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AudioFields.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AudioFields.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio.AudioFields</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio.AudioFields" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio.AudioFields" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio.AudioFields</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio.AudioFields" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio.AudioFields" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$.html b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$.html
index 1a20d848290646..2c257a86cc04bc 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio.html b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio.html
index 88d29e4b422f35..4dd922495f9680 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$AnnotationContainer.html b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$AnnotationContainer.html
index b235aa83e3c37d..e74b12e6c39b48 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$AnnotationContainer.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$AnnotationContainer.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$ImageFields.html b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$ImageFields.html
index e1275741fa4ee3..2297c635b19471 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$ImageFields.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$ImageFields.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage.ImageFields</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage.ImageFields" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage.ImageFields" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage.ImageFields</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage.ImageFields" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage.ImageFields" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$.html b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$.html
index e1beac9bb26204..87d915cbd736e4 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationImage.html b/docs/api/com/johnsnowlabs/nlp/AnnotationImage.html
index 9aa20a5c0cd50c..17fecfd0f3ca85 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationImage.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationImage.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html b/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html
index 8d6701aef06e21..1762ac640daa5a 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorApproach</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorApproach" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotatorApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotatorApproach" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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@@ -468,7 +484,7 @@ <h4 id="signature" class="signature">
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-            <div class="subClasses hiddenContent"><a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/RecursiveTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizer">RecursiveTokenizer</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/btm/BigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher">BigTextMatcher</a>, <a href="annotators/classifier/dl/ClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach">ClassifierDLApproach</a>, <a href="annotators/classifier/dl/MultiClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach">MultiClassifierDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach">SentenceDetectorDLApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/ws/WordSegmenterApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a></div>
+            <div class="subClasses hiddenContent"><a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/RecursiveTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizer">RecursiveTokenizer</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/btm/BigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher">BigTextMatcher</a>, <a href="annotators/classifier/dl/ClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach">ClassifierDLApproach</a>, <a href="annotators/classifier/dl/MultiClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach">MultiClassifierDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach">SentenceDetectorDLApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/ws/WordSegmenterApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html b/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html
index fe7aca67c5c9c5..11c40c229b1072 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotatorModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotatorModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -469,7 +485,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/TokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" 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href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/TokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotatorType$.html b/docs/api/com/johnsnowlabs/nlp/AnnotatorType$.html
index 3a62c406ec5664..69cffb502ca09d 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotatorType$.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotatorType$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorType</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorType" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AnnotatorType" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorType</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorType" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AnnotatorType" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -658,6 +674,22 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorType#DOC_SIMILARITY_RANKINGS" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DOC_SIMILARITY_RANKINGS:String"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/AnnotatorType$.html#DOC_SIMILARITY_RANKINGS:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DOC_SIMILARITY_RANKINGS</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
     </li><li name="com.johnsnowlabs.nlp.AnnotatorType#DUMMY" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="DUMMY:String"></a>
       <span class="permalink">
diff --git a/docs/api/com/johnsnowlabs/nlp/AudioAssembler$.html b/docs/api/com/johnsnowlabs/nlp/AudioAssembler$.html
index 223253f3a8bdbc..e3530ccbaa3c32 100644
--- a/docs/api/com/johnsnowlabs/nlp/AudioAssembler$.html
+++ b/docs/api/com/johnsnowlabs/nlp/AudioAssembler$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AudioAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AudioAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AudioAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AudioAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AudioAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AudioAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/AudioAssembler.html b/docs/api/com/johnsnowlabs/nlp/AudioAssembler.html
index 0d97ff29f1a548..16371d57940856 100644
--- a/docs/api/com/johnsnowlabs/nlp/AudioAssembler.html
+++ b/docs/api/com/johnsnowlabs/nlp/AudioAssembler.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.AudioAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.AudioAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.AudioAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.AudioAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.AudioAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.AudioAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/CanBeLazy.html b/docs/api/com/johnsnowlabs/nlp/CanBeLazy.html
index 4c0a3f483de3ba..02ba78898d740d 100644
--- a/docs/api/com/johnsnowlabs/nlp/CanBeLazy.html
+++ b/docs/api/com/johnsnowlabs/nlp/CanBeLazy.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.CanBeLazy</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.CanBeLazy" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.CanBeLazy" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.CanBeLazy</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.CanBeLazy" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.CanBeLazy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizer">RecursiveTokenizer</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/TokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/audio/HubertForCTC.html" 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class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach">ClassifierDLApproach</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach">MultiClassifierDLApproach</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" 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class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/btm/BigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher">BigTextMatcher</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach">ClassifierDLApproach</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach">MultiClassifierDLApproach</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach">SentenceDetectorDLApproach</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html
index 46df9e231f766c..a2f08cce1b5396 100644
--- a/docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html
+++ b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.Doc2Chunk</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.Doc2Chunk" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.Doc2Chunk" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.Doc2Chunk</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.Doc2Chunk" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.Doc2Chunk" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html
index a91456643442bd..bfa42cefe81d50 100644
--- a/docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html
+++ b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.Doc2Chunk</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.Doc2Chunk" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.Doc2Chunk" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.Doc2Chunk</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.Doc2Chunk" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.Doc2Chunk" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/DocumentAssembler$.html b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler$.html
index c421a82a6f6080..317ed5def2f161 100644
--- a/docs/api/com/johnsnowlabs/nlp/DocumentAssembler$.html
+++ b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.DocumentAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.DocumentAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.DocumentAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.DocumentAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.DocumentAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.DocumentAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/DocumentAssembler.html b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler.html
index 0d88b7f0e1a96d..1576302f9e4eb7 100644
--- a/docs/api/com/johnsnowlabs/nlp/DocumentAssembler.html
+++ b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.DocumentAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.DocumentAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.DocumentAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.DocumentAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.DocumentAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.DocumentAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher$.html b/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher$.html
index 94f2c66b368a10..6264bc2231033e 100644
--- a/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher$.html
+++ b/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher$.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.EmbeddingsFinisher</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.EmbeddingsFinisher" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.EmbeddingsFinisher" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.EmbeddingsFinisher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.EmbeddingsFinisher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.EmbeddingsFinisher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher.html b/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher.html
index 06f42d57ce9711..43bf424eba7b4f 100644
--- a/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher.html
+++ b/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.EmbeddingsFinisher</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.EmbeddingsFinisher" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.EmbeddingsFinisher" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.EmbeddingsFinisher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.EmbeddingsFinisher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.EmbeddingsFinisher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/FeaturesReader.html b/docs/api/com/johnsnowlabs/nlp/FeaturesReader.html
index 71ef96ebbc47b3..fba50fb5ae36cc 100644
--- a/docs/api/com/johnsnowlabs/nlp/FeaturesReader.html
+++ b/docs/api/com/johnsnowlabs/nlp/FeaturesReader.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.FeaturesReader</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.FeaturesReader" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.FeaturesReader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.FeaturesReader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.FeaturesReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.FeaturesReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html b/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html
index a8ac7c324f5222..28d2a9f268b020 100644
--- a/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html
+++ b/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.FeaturesWriter</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.FeaturesWriter" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.FeaturesWriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.FeaturesWriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.FeaturesWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.FeaturesWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/Finisher$.html b/docs/api/com/johnsnowlabs/nlp/Finisher$.html
index e0f998ffd1384d..a56c7144cf40e8 100644
--- a/docs/api/com/johnsnowlabs/nlp/Finisher$.html
+++ b/docs/api/com/johnsnowlabs/nlp/Finisher$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.Finisher</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.Finisher" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.Finisher" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.Finisher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.Finisher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.Finisher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/Finisher.html b/docs/api/com/johnsnowlabs/nlp/Finisher.html
index 44c92fee5ff883..9fe10ba3a9a7f6 100644
--- a/docs/api/com/johnsnowlabs/nlp/Finisher.html
+++ b/docs/api/com/johnsnowlabs/nlp/Finisher.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.Finisher</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.Finisher" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.Finisher" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.Finisher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.Finisher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.Finisher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/GraphFinisher.html b/docs/api/com/johnsnowlabs/nlp/GraphFinisher.html
index 4a46b73bfcb633..6cf264d3138a13 100644
--- a/docs/api/com/johnsnowlabs/nlp/GraphFinisher.html
+++ b/docs/api/com/johnsnowlabs/nlp/GraphFinisher.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.GraphFinisher</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.GraphFinisher" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.GraphFinisher" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.GraphFinisher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.GraphFinisher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.GraphFinisher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/HasAudioFeatureProperties.html b/docs/api/com/johnsnowlabs/nlp/HasAudioFeatureProperties.html
index ba9c93236b2947..fa09eae2f91df6 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasAudioFeatureProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasAudioFeatureProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasAudioFeatureProperties</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasAudioFeatureProperties" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasAudioFeatureProperties" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasAudioFeatureProperties</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasAudioFeatureProperties" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasAudioFeatureProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotate.html b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotate.html
index 1b9571ee62c964..ccc605689d8572 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotate.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotate.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotate</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotate" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotate" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotate</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotate" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotate" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateAudio.html b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateAudio.html
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--- a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateAudio.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateAudio.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotateAudio" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotateAudio</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotateAudio" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotateAudio" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateImage.html b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateImage.html
index 4408c3ec252b5c..b12cdee2276e71 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateImage.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateImage.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotateImage</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotateImage" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotateImage" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotateImage</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotateImage" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotateImage" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasCandidateLabelsProperties.html b/docs/api/com/johnsnowlabs/nlp/HasCandidateLabelsProperties.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasCandidateLabelsProperties</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasCandidateLabelsProperties" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasCandidateLabelsProperties" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasCandidateLabelsProperties</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasCandidateLabelsProperties" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasCandidateLabelsProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasCaseSensitiveProperties.html b/docs/api/com/johnsnowlabs/nlp/HasCaseSensitiveProperties.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasCaseSensitiveProperties" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasCaseSensitiveProperties" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasCaseSensitiveProperties</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasCaseSensitiveProperties" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasCaseSensitiveProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="annotators/btm/BigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher">BigTextMatcher</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="../storage/HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="../storage/HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="../storage/HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a></div>
+            <div class="subClasses hiddenContent"><a href="annotators/btm/BigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher">BigTextMatcher</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="../storage/HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="../storage/HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="../storage/HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasClassifierActivationProperties.html b/docs/api/com/johnsnowlabs/nlp/HasClassifierActivationProperties.html
index 89c3bc7410e3a1..445f4496d7b2ab 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasClassifierActivationProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasClassifierActivationProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasClassifierActivationProperties</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasClassifierActivationProperties" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasClassifierActivationProperties" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasClassifierActivationProperties</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasClassifierActivationProperties" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasClassifierActivationProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasEnableCachingProperties</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasEnableCachingProperties" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasEnableCachingProperties" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasEnableCachingProperties</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasEnableCachingProperties" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasEnableCachingProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
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+      
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasEngine</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasEngine" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasEngine</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasEngine" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasEngine" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
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name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasFeatures.html b/docs/api/com/johnsnowlabs/nlp/HasFeatures.html
index 87daffa01b8f30..a466cf6e483402 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasFeatures.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasFeatures.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasFeatures</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasFeatures" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasFeatures" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasFeatures</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasFeatures" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasFeatures" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="FeaturesWriter.html" class="extype" name="com.johnsnowlabs.nlp.FeaturesWriter">FeaturesWriter</a>, <a href="HasAudioFeatureProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasAudioFeatureProperties">HasAudioFeatureProperties</a>, <a href="HasCandidateLabelsProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCandidateLabelsProperties">HasCandidateLabelsProperties</a>, <a href="HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a>, <a href="HasClassifierActivationProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasClassifierActivationProperties">HasClassifierActivationProperties</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/context/HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="../storage/HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="../storage/HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="../storage/HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a>, <a href="../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasImageFeatureProperties.html b/docs/api/com/johnsnowlabs/nlp/HasImageFeatureProperties.html
index 30d06cb5432a51..05b7ce87c772bd 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasImageFeatureProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasImageFeatureProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasImageFeatureProperties</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasImageFeatureProperties" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasImageFeatureProperties" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasImageFeatureProperties</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasImageFeatureProperties" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasImageFeatureProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html b/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html
index d4e0680e7699db..a8e44f49545681 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasInputAnnotationCols</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasInputAnnotationCols" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasInputAnnotationCols" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasInputAnnotationCols</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasInputAnnotationCols" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasInputAnnotationCols" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
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               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="HasMultipleInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols">HasMultipleInputAnnotationCols</a>, <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" 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href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizer">RecursiveTokenizer</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcher.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a 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name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" 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name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" 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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html
index eaeb342d9830ec..54192b47b02c56 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasOutputAnnotationCol</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasOutputAnnotationCol" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasOutputAnnotationCol" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasOutputAnnotationCol</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasOutputAnnotationCol" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasOutputAnnotationCol" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
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name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" 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href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/TextMatcherModel.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a 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name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a 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name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach">SentenceDetectorDLApproach</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html
index 9b5cf747a8097b..2b6621b17a23dd 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasOutputAnnotatorType</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasOutputAnnotatorType</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="AudioAssembler.html" class="extype" name="com.johnsnowlabs.nlp.AudioAssembler">AudioAssembler</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>, <a href="ImageAssembler.html" class="extype" name="com.johnsnowlabs.nlp.ImageAssembler">ImageAssembler</a>, <a href="MultiDocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.MultiDocumentAssembler">MultiDocumentAssembler</a>, <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a 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name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasPretrained.html b/docs/api/com/johnsnowlabs/nlp/HasPretrained.html
index 6bbc8d14fdf67c..b977e9dd50e440 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasPretrained.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasPretrained.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasPretrained</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasPretrained" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasPretrained" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasPretrained</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasPretrained" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasPretrained" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="annotators/LemmatizerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/ReadablePretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedLemmatizer">ReadablePretrainedLemmatizer</a>, <a href="annotators/ReadablePretrainedStopWordsCleanerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedStopWordsCleanerModel">ReadablePretrainedStopWordsCleanerModel</a>, <a href="annotators/ReadablePretrainedTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedTextMatcher">ReadablePretrainedTextMatcher</a>, <a href="annotators/ReadablePretrainedTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedTokenizer">ReadablePretrainedTokenizer</a>, <a href="annotators/StopWordsCleaner$.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/btm/BigTextMatcherModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/btm/ReadablePretrainedBigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher">ReadablePretrainedBigTextMatcher</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification$.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ReadablePretrainedVivekn">ReadablePretrainedVivekn</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/ReadablePretrainedSentenceDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.ReadablePretrainedSentenceDetectorDL">ReadablePretrainedSentenceDetectorDL</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer$.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedT5TransformerModel">ReadablePretrainedT5TransformerModel</a>, <a href="annotators/seq2seq/T5Transformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/spell/context/ContextSpellCheckerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/context/ReadablePretrainedContextSpell.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell">ReadablePretrainedContextSpell</a>, <a href="annotators/spell/norvig/NorvigSweetingModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/norvig/ReadablePretrainedNorvig.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.ReadablePretrainedNorvig">ReadablePretrainedNorvig</a>, <a href="annotators/spell/symmetric/ReadablePretrainedSymmetric.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.ReadablePretrainedSymmetric">ReadablePretrainedSymmetric</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/ReadablePretrainedWordSegmenter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.ReadablePretrainedWordSegmenter">ReadablePretrainedWordSegmenter</a>, <a href="annotators/ws/WordSegmenterModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a 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name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel">ReadablePretrainedUSEModel</a>, <a href="embeddings/ReadablePretrainedWord2Vec.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec">ReadablePretrainedWord2Vec</a>, <a href="embeddings/ReadablePretrainedWordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings">ReadablePretrainedWordEmbeddings</a>, <a href="embeddings/ReadablePretrainedXlmRobertaModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel">ReadablePretrainedXlmRobertaModel</a>, <a href="embeddings/ReadablePretrainedXlmRobertaSentenceModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel">ReadablePretrainedXlmRobertaSentenceModel</a>, <a href="embeddings/ReadablePretrainedXlnetModel.html" class="extype" 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href="embeddings/XlmRoBertaSentenceEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasProtectedParams$ProtectedParam.html b/docs/api/com/johnsnowlabs/nlp/HasProtectedParams$ProtectedParam.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasProtectedParams.html b/docs/api/com/johnsnowlabs/nlp/HasProtectedParams.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasProtectedParams</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasProtectedParams" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasProtectedParams</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasProtectedParams" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasProtectedParams" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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@@ -469,7 +485,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
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+            <div class="subClasses hiddenContent"><a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html b/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html
index fc0056f6005e21..e0006c3fb15287 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasRecursiveFit</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasRecursiveFit" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasRecursiveFit" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasRecursiveFit</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasRecursiveFit" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasRecursiveFit" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasRecursiveTransform.html b/docs/api/com/johnsnowlabs/nlp/HasRecursiveTransform.html
index 9e4d03e64d7fe6..4b18508fc8de38 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasRecursiveTransform.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasRecursiveTransform.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasRecursiveTransform</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasRecursiveTransform" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasRecursiveTransform" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasRecursiveTransform</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasRecursiveTransform" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasRecursiveTransform" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasSimpleAnnotate.html b/docs/api/com/johnsnowlabs/nlp/HasSimpleAnnotate.html
index 8b18a735c864ba..c07d19cbaedbc9 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasSimpleAnnotate.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.HasSimpleAnnotate</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.HasSimpleAnnotate" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.HasSimpleAnnotate" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.HasSimpleAnnotate</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.HasSimpleAnnotate" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.HasSimpleAnnotate" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
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-            <div class="subClasses hiddenContent"><a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" 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href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
+            <div class="subClasses hiddenContent"><a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/TokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/IAnnotation.html b/docs/api/com/johnsnowlabs/nlp/IAnnotation.html
index 079df641db17f2..e22a7ed88b492d 100644
--- a/docs/api/com/johnsnowlabs/nlp/IAnnotation.html
+++ b/docs/api/com/johnsnowlabs/nlp/IAnnotation.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.IAnnotation</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.IAnnotation" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.IAnnotation" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.IAnnotation</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.IAnnotation" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.IAnnotation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/ImageAssembler$.html b/docs/api/com/johnsnowlabs/nlp/ImageAssembler$.html
index ea1458612957d0..3e114f2f934c17 100644
--- a/docs/api/com/johnsnowlabs/nlp/ImageAssembler$.html
+++ b/docs/api/com/johnsnowlabs/nlp/ImageAssembler$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.ImageAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.ImageAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.ImageAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.ImageAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.ImageAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.ImageAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/ImageAssembler.html b/docs/api/com/johnsnowlabs/nlp/ImageAssembler.html
index 9c6b4466e5d4f0..94fc67a6964640 100644
--- a/docs/api/com/johnsnowlabs/nlp/ImageAssembler.html
+++ b/docs/api/com/johnsnowlabs/nlp/ImageAssembler.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.ImageAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.ImageAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.ImageAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.ImageAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.ImageAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.ImageAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html b/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html
index 282f27adff6556..f80fc4815c13a1 100644
--- a/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html
+++ b/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.JavaAnnotation</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.JavaAnnotation" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.JavaAnnotation" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.JavaAnnotation</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.JavaAnnotation" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.JavaAnnotation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/LightPipeline.html b/docs/api/com/johnsnowlabs/nlp/LightPipeline.html
index 1d53a9909adea2..647b0fe27cb16e 100644
--- a/docs/api/com/johnsnowlabs/nlp/LightPipeline.html
+++ b/docs/api/com/johnsnowlabs/nlp/LightPipeline.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.LightPipeline</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.LightPipeline" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.LightPipeline" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.LightPipeline</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.LightPipeline" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.LightPipeline" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler$.html b/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler$.html
index 5c6072d9dbe395..f2748d3e43a546 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.MultiDocumentAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.MultiDocumentAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.MultiDocumentAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.MultiDocumentAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.MultiDocumentAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.MultiDocumentAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler.html b/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler.html
index 89af0e5f5bc27b..7a8e57a261836c 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.MultiDocumentAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.MultiDocumentAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.MultiDocumentAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.MultiDocumentAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.MultiDocumentAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.MultiDocumentAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html
index 363ecffc18b44c..29830689a84ae0 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.ParamsAndFeaturesReadable</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.ParamsAndFeaturesReadable</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
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name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.ReadsSentenceDetectorDLGraph">ReadsSentenceDetectorDLGraph</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/ReadablePretrainedBartTransformerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel">ReadablePretrainedBartTransformerModel</a>, <a 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           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html
index ac9ee7026688a3..26a9036ba02679 100644
--- a/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html
+++ b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.ParamsAndFeaturesWritable</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.ParamsAndFeaturesWritable" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.ParamsAndFeaturesWritable" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.ParamsAndFeaturesWritable</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.ParamsAndFeaturesWritable" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.ParamsAndFeaturesWritable" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
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               Known Subclasses
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class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a 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name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a 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name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="../storage/HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="../storage/HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="../storage/HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a>, <a href="../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html b/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html
index bcecf84d6a27dc..107e87cc138c42 100644
--- a/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html
+++ b/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.RawAnnotator</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.RawAnnotator" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.RawAnnotator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.RawAnnotator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.RawAnnotator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.RawAnnotator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained"></a><a id="pretrained:pretrained"></a>
@@ -466,7 +482,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/TokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
+            <div class="subClasses hiddenContent"><a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/TokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/RecursivePipeline.html b/docs/api/com/johnsnowlabs/nlp/RecursivePipeline.html
index 37f53e8934ad3e..3bad861e12bf3b 100644
--- a/docs/api/com/johnsnowlabs/nlp/RecursivePipeline.html
+++ b/docs/api/com/johnsnowlabs/nlp/RecursivePipeline.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.RecursivePipeline</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.RecursivePipeline" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.RecursivePipeline" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.RecursivePipeline</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.RecursivePipeline" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.RecursivePipeline" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/RecursivePipelineModel.html b/docs/api/com/johnsnowlabs/nlp/RecursivePipelineModel.html
index 65a79013305846..3d49e4eca5be5c 100644
--- a/docs/api/com/johnsnowlabs/nlp/RecursivePipelineModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/RecursivePipelineModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.RecursivePipelineModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.RecursivePipelineModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.RecursivePipelineModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.RecursivePipelineModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.RecursivePipelineModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.RecursivePipelineModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/SparkNLP$.html b/docs/api/com/johnsnowlabs/nlp/SparkNLP$.html
index 43c5763085b195..4a62f4b8d45653 100644
--- a/docs/api/com/johnsnowlabs/nlp/SparkNLP$.html
+++ b/docs/api/com/johnsnowlabs/nlp/SparkNLP$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.SparkNLP</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.SparkNLP" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.SparkNLP" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.SparkNLP</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.SparkNLP" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.SparkNLP" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/TableAssembler$.html b/docs/api/com/johnsnowlabs/nlp/TableAssembler$.html
index e4ce4cbfd4e080..4b3d60c8ed98a3 100644
--- a/docs/api/com/johnsnowlabs/nlp/TableAssembler$.html
+++ b/docs/api/com/johnsnowlabs/nlp/TableAssembler$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.TableAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.TableAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.TableAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.TableAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.TableAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.TableAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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diff --git a/docs/api/com/johnsnowlabs/nlp/TableAssembler.html b/docs/api/com/johnsnowlabs/nlp/TableAssembler.html
index 0de9ba285fe317..64f8ab128bd509 100644
--- a/docs/api/com/johnsnowlabs/nlp/TableAssembler.html
+++ b/docs/api/com/johnsnowlabs/nlp/TableAssembler.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.TableAssembler</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.TableAssembler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.TableAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.TableAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.TableAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.TableAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
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index 40d8078eaea0cb..5a22a9a270ce61 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.TokenAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.TokenAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.TokenAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.TokenAssembler" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/TokenAssembler.html b/docs/api/com/johnsnowlabs/nlp/TokenAssembler.html
index 4b2b6ac5dec2bc..bbe244951270de 100644
--- a/docs/api/com/johnsnowlabs/nlp/TokenAssembler.html
+++ b/docs/api/com/johnsnowlabs/nlp/TokenAssembler.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.TokenAssembler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.TokenAssembler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.TokenAssembler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.TokenAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc$.html
index 8e5ea2e306cdab..110d8850dae77a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc$.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunk2Doc</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc.html b/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc.html
index ff954e553af9ec..224b44fc1bbe2b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunk2Doc</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunk2Doc</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer$.html
index 811836311aa4f3..9b2082cfc41680 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer$.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html
index 23ea94108f6dd5..36bf6082ae6c51 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel$.html
index ba4f9b14a9bab4..0905eb245dc12e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel$.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunker" />
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@@ -28,7 +28,7 @@
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Date2Chunk" />
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@@ -28,7 +28,7 @@
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcher" />
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@@ -28,7 +28,7 @@
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcher" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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index 95a0f1dad2c419..f46ce23a0b9cc2 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcherTranslator" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcherTranslator" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcherTranslatorPolicy" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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index 02a8a1173927f4..e35d094cb13e9f 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcherUtils" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentNormalizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentNormalizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.EnglishStemmer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.EnglishStemmer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.EnglishStemmer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.EnglishStemmer" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.GraphExtraction" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.GraphExtraction</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.GraphExtraction" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <span class="permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.Lemmatizer" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Lemmatizer" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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index 13f8c6096dc687..e1ad782a1f8d6a 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.Lemmatizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Lemmatizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Lemmatizer" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.LemmatizerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.LookAroundManager" />
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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@@ -28,7 +28,7 @@
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.MultiDatePolicy" />
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@@ -28,7 +28,7 @@
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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@@ -28,7 +28,7 @@
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.NGramGenerator" />
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@@ -28,7 +28,7 @@
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.PretrainedAnnotations" />
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
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index 830f137f775048..b539e907b4c61b 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
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           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizerModel.html
index 9e2781112250ed..d85c95e5c3ca27 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexMatcher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher.html
index ed972ef315765f..be87544dfd8b01 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexMatcher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcher" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer$.html
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@@ -3,9 +3,9 @@
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      </a>
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+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexTokenizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.SingleDatePolicy" />
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@@ -28,7 +28,7 @@
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      </a>
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+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.Stemmer" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Stemmer" />
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@@ -28,7 +28,7 @@
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Stemmer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Stemmer" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      </a>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.StopWordsCleaner" />
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcher" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher.html
index 9ff5d85e0b182f..0fede9984c8dfb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcher" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcherModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel.html
index 24d96bfc7d9356..b02460a49fb24b 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcherModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Token2Chunk" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Token2Chunk" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Tokenizer" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      </a>
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+        <span class="modifier"></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TokenizerModel" />
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+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadHubertForAudioDLModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedHubertForAudioModel" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC.html
index 6d0a3fcd2c9041..6caea27e4b80b3 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/index.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.audio" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -428,6 +428,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel$.html
index 8b3554e3bc48ad..830b3a1dfff496 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel.html
index 197012f21c9822..c409f52a941b70 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/ReadablePretrainedBigTextMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/ReadablePretrainedBigTextMatcher.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReadWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReadWriter.html
index 6dcc28f018bfe5..a8a9a0890104ca 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMEdgesReadWriter" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReadWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMEdgesReadWriter" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReader.html
index d82e2b69473d4e..ac3c9ccaec200b 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMEdgesReader" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesReader.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMNodesReader" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMNodesReader" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMNodesReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMNodesReader" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesWriter.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReadWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReadWriter.html
index abcefbfb1f5ea4..1dfa04d8d7720f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReadWriter.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReadWriter.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReader.html
index e7558b51cd7cef..17b6f15d7630dd 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMVocabReader</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMVocabReader" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMVocabReader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMVocabReader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMVocabReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMVocabReader" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TrieNode.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TrieNode.html
index 2656c31afb03b5..e03c51530e0dbb 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TrieNode</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TrieNode" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TrieNode" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TrieNode</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TrieNode" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TrieNode" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/index.html
index 7d209417ee2f44..9f89d3a5c046aa 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/index.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.btm" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -444,6 +444,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.spell" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering.html
index 0eb3c54172cdbc..d327cc4e10ef46 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification$.html
index 1f537c15258df9..2ec763b173af11 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification.html
index 91f6e16f994811..ff13f70dc28caf 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification$.html
index e3c73fca4409eb..13954238459dbf 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification.html
index db5b84120db951..ce91e222138b0a 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering$.html
index 1bbd9227f82e52..f1f3287bc98963 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.html
index 85c9ff462fb32e..5f5a9ce491b968 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification$.html
index 722bdedb957b3a..c60ef2496825bb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.html
index 91b5ca4c4fa505..12273066b0adac 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification$.html
index f7fb3ef02078b3..63feb0705cbf02 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.html
index 4b02c99422b305..6aa94257483ed2 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification$.html
index 6f1e16a9992132..8406693cca6b5f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.html
index 644d4cea60192d..8f2ab28bcd2a26 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html
index a711263cbd3fc6..75bb7f1ef839f9 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html
index cf3335c3698ad2..1b9ae6b0d32159 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html
index 5c64e3f29acfb4..14ba97dcd892a0 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html
index e1d325b0f5302d..c63ad70bd26dbe 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html
index 18ab4925d468a7..dabb425e05c5fb 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification.html
index 6939260d431d4c..e58ed0a561a079 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLApproach$.html
index 0f248b72a42b1e..2e1d85163bae0e 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLApproach.html
index f4baa608d0f523..9b590b53aefd96 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLModel$.html
index a51d456660f222..d467d16ea43ee5 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLModel.html
index 71c24347f008a2..1b42ff7c8a07cc 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierEncoder.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierEncoder.html
index 9841e6f04d80b9..2ee271cbda8edf 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierEncoder" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierEncoder</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierEncoder" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierMetrics.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierMetrics.html
index afa2c82adf9691..a4479f1ee2be87 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierMetrics" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierMetrics</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierMetrics" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierMetrics" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering$.html
index b0c154faf14869..7b2c8b44e144fd 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html
index b19d7cb64d6417..bc538e3b312307 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.html
index a69484b5e91e80..d195912ebdf2b8 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification$.html
index 9c45aff7da3bf4..aaba287c89b1ba 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.html
index d51d22e0f55e73..6adf2040731400 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering$.html
index c1a533d101b6fc..54b0cc2c10f8ad 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.html
index e628b545c0b8a4..166543bd1f2b22 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification$.html
index 7d141bad57efd3..b01a45ef5ff4a2 100644
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@@ -3,9 +3,9 @@
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification.html
index 80650388f85df8..a4c209b80697f1 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification$.html
index 738a395023b0f0..2c7a120d11b195 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification.html
index ba9963bfc08d0d..5a46b22d873b72 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification$.html
index 60d1e288026ec4..ac7495a002f28c 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.html
index 06fe5c9e5bad2f..c923829c33a1b6 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering$.html
index 135796e6992935..fa4e2b11def07a 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering.html
index b0228f765648fa..d39bcce9285c51 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification$.html
index f2c5e49f529faa..e66222e60e7ab9 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification.html
index 3b695412929c2f..af4587228abca6 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification$.html
index fd89e3f961f21e..d3f6cdccbe7a03 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification.html
index ceb950fa43c230..8cb1b94e213ff7 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLApproach.html
index affd591cb52f38..1faf65d07b54ad 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLModel$.html
index c194dbcd762179..a51a6ece2a1ed4 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLModel.html
index d886d23db45bcc..e765532be4437f 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForQuestionAnsweringDLModel.html
index 5fa2e268bf0c4e..4a44e45e588bb4 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html
index a782b06f012e87..978d329b243f89 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html
index c1b27946ef783f..362ca479b4dd93 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html
index 32248a63bdd688..14cf19b0433daa 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html
index 458de30c77808d..926730bb412fe4 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html
index 2d7fae7baf97c0..373cbe2ab0610c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForZeroShotDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForZeroShotDLModel.html
index 86d4e80073416a..b85ae6508eaf1a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForZeroShotDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForZeroShotDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html
index 2c3801e5d26e44..febd7f328d8e59 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html
index f8239f7d838065..4628d2e5c6b733 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html
index a8daaceb1b7cc3..a4d6bc7df468e2 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html
index 58373ea02599a3..fe88007cb21a16 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html
index e9a93e9b65aea2..3008f8672925dd 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html
index c751a0fb3438a1..c208cb1cd3b28b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html
index 81058bb86c24ff..fddc779c35188b 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForQuestionAnsweringDLModel.html
index adc30dea332735..39e319e12b6143 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForQuestionAnsweringDLModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForSequenceDLModel.html
index 18a40d631dfd82..43d11928cfabc8 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForTokenDLModel.html
index 4ada433c42a20a..3dcaa45b6c65f4 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForZeroShotDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForZeroShotDLModel.html
index c49adc7cd50c06..173bda22d13d45 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForZeroShotDLModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForQuestionAnsweringDLModel.html
index 272dac74a5da95..ae6c2adfd049d7 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForQuestionAnsweringDLModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForQuestionAnsweringDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForSequenceDLModel.html
index d44169fda18a9d..c3df26277dbaa8 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForSequenceDLModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForTokenDLModel.html
index fbba0991fad313..388f3f4a2c253f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadMultiClassifierDLTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadMultiClassifierDLTensorflowModel.html
index e06bc82b821ec9..806e1da248be30 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadMultiClassifierDLTensorflowModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadMultiClassifierDLTensorflowModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForQuestionAnsweringDLModel.html
index ab0bd18f277f94..3511507679c6bc 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForQuestionAnsweringDLModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForSequenceDLModel.html
index 16a872c2cd17cb..8d7874c952394b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForSequenceDLModel.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html
index ef886d2e2fa040..42a2fc046a860a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForZeroShotDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForZeroShotDLModel.html
index 9e3ce8bbb4ee1e..58376039513138 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForZeroShotDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForZeroShotDLModel.html
@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadSentimentDLTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadSentimentDLTensorflowModel.html
index 7790c7f050c7cf..c28436f0124a9d 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadTapasForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadTapasForQuestionAnsweringDLModel.html
index 42a7227fcef069..ca4569784d2834 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadTapasForQuestionAnsweringDLModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForQuestionAnsweringDLModel.html
index d09c7252ad8dd4..3aa0f0259fcd37 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForQuestionAnsweringDLModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForSequenceDLModel.html
index 9c19c0d34ea111..95292bff5c510e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForSequenceDLModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html
index 9c76a72d168681..242c10ccda9196 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html
index 969fcb6452586c..0d2b96e26ad86e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForTokenDLModel.html
index 7e57c1107040db..27e6f2332e0c9f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForQAModel.html
index 9281881c849124..3c880abbcf7564 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForQAModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForQAModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForQAModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForSequenceModel.html
index aa0767f4d9516e..438ba835e858cb 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForSequenceModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForSequenceModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForSequenceModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForTokenModel.html
index 42a41556c54fe5..37d881b89a4076 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForTokenModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForTokenModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForTokenModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForQAModel.html
index ef535c7b65275b..fd3cf0fb96e88f 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForQAModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForSequenceModel.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForSequenceModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForTokenModel.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForTokenModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForZeroShotModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForZeroShotModel.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForZeroShotModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForQAModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForQAModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForQAModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForSequenceModel.html
index b685cadb0b2306..56d168e8e11823 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForSequenceModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForSequenceModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForSequenceModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForTokenModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForTokenModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForTokenModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForTokenModel" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedClassifierDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedClassifierDL.html
index 6b3550d5be73d7..bfdb04ac8d9ccd 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedClassifierDL" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForQAModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForSequenceModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForSequenceModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForSequenceModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForTokenModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForTokenModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForTokenModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForQAModel.html
index a19135a64e1641..cc8f7174134974 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForQAModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForQAModel" />
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@@ -28,7 +28,7 @@
         </head>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForSequenceModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForSequenceModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForSequenceModel" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForTokenModel.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForTokenModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForZeroShotModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForZeroShotModel.html
index c3454f494a9678..24cf2966794271 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForZeroShotModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForZeroShotModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForZeroShotModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForQAModel.html
index 449d95f939d02b..790ee222fcd909 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForQAModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForQAModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForQAModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForSequenceModel.html
index 478bcd01e1b7ef..199fa737cd4d99 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForSequenceModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForSequenceModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForSequenceModel" />
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@@ -28,7 +28,7 @@
         </head>
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       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForTokenModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForTokenModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForTokenModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForTokenModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedMultiClassifierDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedMultiClassifierDL.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedMultiClassifierDL</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedMultiClassifierDL" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForQAModel.html
index fc23b88b74be47..23e42cca9944d8 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForQAModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForSequenceModel.html
index 14997694ba6418..103546504074ee 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForSequenceModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForTokenModel.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForTokenModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForZeroShotModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForZeroShotModel.html
index fb6d956ca730af..ed0bcdbc273278 100644
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedSentimentDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedSentimentDL.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedSentimentDL</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedSentimentDL" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedTapasForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedTapasForQAModel.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedTapasForQAModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForQAModel.html
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForSequenceModel.html
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@@ -3,9 +3,9 @@
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+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForSequenceModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForTokenModel.html
index a6b61bb69c4a23..7998a243217a62 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForTokenModel" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlnetForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlnetForSequenceModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForSequenceModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForSequenceModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlnetForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlnetForTokenModel.html
index dade3d69e92f89..f6239e7def9f76 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlnetForTokenModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForTokenModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForTokenModel" />
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           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering$.html
index fd7a4f6c75f086..415117f192cbe6 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.html
index f083d93e4f8d43..c39de9d1320610 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification$.html
index b95c230c04dc7f..8da21f0f785245 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification.html
index 25c467bb94ac38..702890d467b7c9 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification$.html
index 163245081af8d5..08f81f1d3e36a6 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
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@@ -28,7 +28,7 @@
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       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification.html
index 937178cad355bd..e46b0471f4c994 100644
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@@ -3,9 +3,9 @@
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification$.html
index d19394688b3f90..00faf437e9e32c 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.html
index e2b9b74f331e12..4b1adf5423586c 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentApproach$.html
index b289624234404a..8daaa9f6439f4d 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLApproach.html
index 856efb13a26fd1..c0a9d1cebd9b33 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLModel$.html
index 314353423834e5..610fc3635125b2 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLModel.html
index a7c5dd2814c645..fbdcc00f231d79 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering$.html
index 76cb8eb30a9241..0411beb55f745c 100644
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@@ -3,9 +3,9 @@
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering.html
index 04eb81a2a24a2a..9a06095e4dbec4 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering$.html
index af06a506029bf0..798a94bbb86b37 100644
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@@ -3,9 +3,9 @@
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification$.html
index e28546303ce8cc..9899061e8b9e26 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.html
index 39c37a8b67386f..7d9c686ddaeadc 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification$.html
index 25bacd5fa66dbf..9944ff59cc6d56 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification$.html
index fa8af249833729..ab155ea5d31cad 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/index.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/index.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -420,6 +420,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Annotated" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Annotated</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Annotated" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Annotated" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Annotated.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Annotated.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Annotated" />
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           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.ChunkSplit</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/ConllSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/ConllSentence.html
index 55cafb9da304f8..728a650c4f5743 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.ConllSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.ConllSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.ConllSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.ConllSentence" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$$DataFrameHelper.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$$DataFrameHelper.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$.html
index bfebd730125c5e..c042b6b6f1d38c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DatasetHelpers" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DatasetHelpers" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsed$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsed$.html
index e8a027dae75a3d..4ecd5687433d38 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsed$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DependencyParsed</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DependencyParsed" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DependencyParsed" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DependencyParsed</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DependencyParsed" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DependencyParsed" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsedSentence.html
index 7306152cde2dfa..04a3ee48e755fb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsedSentence.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsedSentence.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/EmbeddingsWithSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/EmbeddingsWithSentence$.html
index b7935db0b8e383..1427f52dee744a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/EmbeddingsWithSentence$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedTaggedWord.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedTaggedWord.html
index a2e3d90c31e30d..0a761e260dd5ff 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedTaggedWord.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedToken.html
index c2d3858b1f2c98..b8eb091f9adae3 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedToken.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.IndexedToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.IndexedToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken$.html
index d7bff84179b013..08654950515374 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.InfixToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.InfixToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.InfixToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.InfixToken" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken.html
index 4c9ea17049a5ab..0b80507f89b283 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.InfixToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.InfixToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.InfixToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.InfixToken" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$$DependencyInfo.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$$DependencyInfo.html
index e645bf04166933..47bf6386bf22a0 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$$DependencyInfo.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html
index 7f9c6ab03d1f5f..6d0302f7adf857 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.LabeledDependency</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.LabeledDependency</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/NerTagged$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/NerTagged$.html
index b9285f62d2a408..452e7dc491bef3 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.NerTagged" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.NerTagged" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.NerTagged</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.NerTagged" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.NerTagged" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PosTagged$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PosTagged$.html
index 37862c85ad924d..a5062c70f95309 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PosTagged" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PosTagged" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PosTagged</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PosTagged" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PosTagged" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html
index afa3a9fd356f1e..5a6eee4a9c3ab7 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html
index a917282a64623d..56ef9094075aee 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html
index 5cb7d6f5652aa4..5102aec938262f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html
index d6f471af4556cf..2f600af7eab807 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Sentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Sentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html
index 56a51a2dbe8c60..7a9d7573545813 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Sentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Sentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html
index fb4d99937a21b9..9fde2d55fd50d9 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.SentenceSplit</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.SentenceSplit</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html
index 49a29004f5e6d6..9a2b14be0e6279 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.SuffixedToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.SuffixedToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html
index a1841a20c81aa5..aa0c3a35f164c4 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.SuffixedToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.SuffixedToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData$.html
index 6d8836b199e06d..6be8032903459e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TableData</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TableData" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TableData" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TableData</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TableData" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TableData" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData.html
index 31db3c2c913db0..a0017bee71f01b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TableData</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TableData" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TableData" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TableData</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TableData" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TableData" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Tagged.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Tagged.html
index 3f6b7a99747044..cdd718e8bb48d3 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/Tagged.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Tagged</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Tagged" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Tagged" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Tagged</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Tagged" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Tagged" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html
index a4e543a66e6184..50b598a14a67ca 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html
index 6b3a218b485612..ea0fef346ac843 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html
index 23f9c1143ef26b..0ab3f527e68124 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedWord</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedWord</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html
index 9480a25f034322..1cb7598d8a526e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPiece</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPiece" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPiece" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPiece</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPiece" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPiece" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings$.html
index c0afc5f2dd419c..b261d65164df7c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html
index ef66f578ca8ee5..179c337d31bed3 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedSentence.html
index a582d1c7bd9da1..0f02d6e1028ca5 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedSentence.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedSentence.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenizedSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenizedSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html
index 098dc0604a6ddd..3d7bf25d2b8d72 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html
index 0fe22df351d5af..37c9530baf9129 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordWithDependency</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordWithDependency</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html
index be9f20adf80feb..a065df0fee102f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence.html
index 62b7e1bda7a384..9c677781e52d1d 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordpieceEmbeddingsSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenized$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenized$.html
index 7313707c14717e..bef69f0c8b90fb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenized$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordpieceTokenized" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenizedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenizedSentence.html
index 5ba58e04c4f1f3..63b51fc96a935b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenizedSentence.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/index.html
index 5a929d7dbd7005..98e8a9cf8ba048 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/index.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.common" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.common" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -524,6 +524,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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index b396d477ff033d..1b67ff23210aed 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.ReadSpanBertCorefTensorflowModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.coref.ReadSpanBertCorefTensorflowModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.coref.ReadSpanBertCorefTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.ReadSpanBertCorefTensorflowModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.coref.ReadSpanBertCorefTensorflowModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/coref/ReadablePretrainedSpanBertCorefModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/coref/ReadablePretrainedSpanBertCorefModel.html
index 5a4f52ffddd062..fbe8f2781783f6 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.coref.ReadablePretrainedSpanBertCorefModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.ReadablePretrainedSpanBertCorefModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.coref.ReadablePretrainedSpanBertCorefModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.coref.ReadablePretrainedSpanBertCorefModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.ReadablePretrainedSpanBertCorefModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.coref.ReadablePretrainedSpanBertCorefModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel$.html
index 87d620839344b2..094a12ac5b98e3 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel.html
index 954f40daec0c74..155d393956deea 100644
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/coref/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/coref/index.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.coref</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.coref" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.coref</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.coref" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -416,6 +416,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification.html
index cdc326ca77cb1a..6f0c3b00bb39e0 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadConvNextForImageDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadConvNextForImageDLModel.html
index 25428198d8c180..5ac29e82ed69fb 100644
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ReadConvNextForImageDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadConvNextForImageDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ReadConvNextForImageDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ReadConvNextForImageDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadConvNextForImageDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ReadConvNextForImageDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadSwinForImageDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadSwinForImageDLModel.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ReadSwinForImageDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadSwinForImageDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ReadSwinForImageDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ReadSwinForImageDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadSwinForImageDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ReadSwinForImageDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedSwinForImageModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedSwinForImageModel.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedSwinForImageModel</title>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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@@ -440,6 +440,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityPattern.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityPattern.html
index eff90a3554825b..31a45da35f5b5c 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityPattern" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.EntityPattern</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.EntityPattern" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityPattern" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerApproach.html
index b02ebee567bf92..54e007b61affeb 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerFeatures.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerFeatures.html
index b01ff43a369629..8af852dca64962 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerFeatures.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerFeatures" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.EntityRulerFeatures</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.EntityRulerFeatures" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerFeatures" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel$.html
index 04b8dec5a8baf3..f20512ca7ff1cb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel$.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.EntityRulerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.EntityRulerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel.html
index 9a44429e7fa269..b7655475596eec 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.EntityRulerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.EntityRulerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.EntityRulerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerUtil$.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerUtil$.html
index 5d6417d2bbd090..e2a29732e8dcb3 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerUtil" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.EntityRulerUtil</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.EntityRulerUtil" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.EntityRulerUtil" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/FlattenEntityPattern.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/FlattenEntityPattern.html
index 9cda9788489141..be6f1a8bf11c1f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/er/FlattenEntityPattern.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.FlattenEntityPattern" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.FlattenEntityPattern</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.FlattenEntityPattern" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.FlattenEntityPattern" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/PatternsReadWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/PatternsReadWriter.html
index 3d71c71fef07ca..1a3d6812e4d3d1 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/er/PatternsReadWriter.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.PatternsReadWriter" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.PatternsReadWriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.PatternsReadWriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.PatternsReadWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.PatternsReadWriter" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/PatternsReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/PatternsReader.html
index a99205cd2ed7b1..6d0931e8ae4391 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/er/PatternsReader.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.PatternsReader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.PatternsReader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.PatternsReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.PatternsReader" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/ReadablePretrainedEntityRuler.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/ReadablePretrainedEntityRuler.html
index cde75767d0ab00..ee7ace045086db 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.ReadablePretrainedEntityRuler" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.ReadablePretrainedEntityRuler" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.ReadablePretrainedEntityRuler</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.ReadablePretrainedEntityRuler" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.ReadablePretrainedEntityRuler" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/RegexPatternsReadWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/RegexPatternsReadWriter.html
index b19d10f944c4d7..1862bc9ee38914 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.er.RegexPatternsReadWriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er.RegexPatternsReadWriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er.RegexPatternsReadWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er.RegexPatternsReadWriter" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/RegexPatternsReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/RegexPatternsReader.html
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--- a/docs/api/com/johnsnowlabs/nlp/annotators/er/RegexPatternsReader.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
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+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -405,6 +405,22 @@ <h1>Packages</h1>
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+      </a>
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+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="../finisher/index.html"><span class="name">finisher</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeParams.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/index.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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index 36ad30aa927581..8918fe8c0adedb 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.util.Token" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Utilities$.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Utilities$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/index.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.util</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.util" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/ReadLanguageDetectorDLTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/ReadLanguageDetectorDLTensorflowModel.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld.dl.ReadLanguageDetectorDLTensorflowModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/ReadablePretrainedLanguageDetectorDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/ReadablePretrainedLanguageDetectorDLModel.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ld.dl.ReadablePretrainedLanguageDetectorDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld.dl.ReadablePretrainedLanguageDetectorDLModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/index.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ld.dl" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ld.dl</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld.dl" />
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ld" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ld</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ld" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -420,6 +420,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.ModelMetrics" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NamedEntity.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NamedEntity.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NamedEntity" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerApproach.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerApproach" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerConverter.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerConverter.html
index 05ef48f41e3e80..8a514eb26e86f7 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.NerConverter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerOverwriter$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerOverwriter$.html
index b77586c23fbdbe..30c667314e9839 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.NerOverwriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerOverwriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerOverwriter.html
index 847f0bbf9e1944..437c64615e0593 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerTagsEncoding$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerTagsEncoding$.html
index c5863e59783899..9ea5f691c06a03 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/Verbose$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/Verbose$.html
index 0f7072bda990c1..c408da3b7a9f45 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.Verbose" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.Verbose</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.Verbose" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.Verbose" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures$.html
index 4be40dcbb5a389..5a77483dcf4fcb 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures.html
index 9ce0c9dd0af7f0..45b86e140bd553 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator$TokenType$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator$TokenType$.html
index 6adb02435135a8..4d4044c0c6d221 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html
index b9a0333a8ade51..88f74738c18fc5 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel$.html
index 48380a73e98c10..689e81726176a2 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html
index f25909cfb952c5..b48e13d716a9e9 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/ReadablePretrainedNerCrf.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/ReadablePretrainedNerCrf.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.ReadablePretrainedNerCrf</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.ReadablePretrainedNerCrf" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/index.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/LoadsContrib$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/LoadsContrib$.html
index a867b4d0780af8..4cf2983458bd98 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html
index ba3251fde78f30..43c80494f92353 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel$.html
index f7891a6fec4c78..eab336241974df 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html
index 6027366032876d..950f3fdff03f5a 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModelPythonReader$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModelPythonReader$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadZeroShotNerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadZeroShotNerDLModel.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ReadZeroShotNerDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ReadZeroShotNerDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadablePretrainedNerDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadablePretrainedNerDL.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedNerDL" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedNerDL</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedNerDL" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedNerDL" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadablePretrainedZeroShotNer.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadablePretrainedZeroShotNer.html
index d41c8960f64995..0636ff64f9e05a 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedZeroShotNer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedZeroShotNer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedZeroShotNer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedZeroShotNer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedZeroShotNer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedZeroShotNer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadsNERGraph.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadsNERGraph.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/WithGraphResolver.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/WithGraphResolver.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ZeroShotNerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ZeroShotNerModel$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ZeroShotNerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ZeroShotNerModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/index.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/index.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ner" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -464,6 +464,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.spell" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="spell"></a><a id="spell:spell"></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat.SerializableDateFormat" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat.SerializableDateFormat</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat.SerializableDateFormat" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat.SerializableDateFormat" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$.html
index 17b43d7351ba57..4cfde2f168cb36 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.EvaluationDLParams</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.param.EvaluationDLParams" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.EvaluationDLParams</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.EvaluationDLParams" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.EvaluationDLParams" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/ExternalResourceParam.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/ExternalResourceParam.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/SerializedAnnotatorComponent.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/SerializedAnnotatorComponent.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.SerializedAnnotatorComponent" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/WritableAnnotatorComponent.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/WritableAnnotatorComponent.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/index.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.param" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.param" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.param" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -424,6 +424,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.spell" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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index 587b03de1392f3..a0f10547a232e5 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html
index 032c9299fec714..880567e53b8b2b 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel$.html
index 5d0adabb92a4bf..85709bd2c94a7a 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html
index 1f064230d6822c..c573b6975fb491 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/index.html
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron$WeightLearner.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron$WeightLearner.html
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/Perceptron.html
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/ReadablePretrainedDependency.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/ReadablePretrainedDependency.html
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.TagDictionary" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.Tagger" />
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.Tagger" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.Tagger" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/index.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -436,6 +436,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.ConllData" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyArcList" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyInstance" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/DependencyPipe.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.typdep.DependencyPipe" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.typdep.LocalFeatureData" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -28,7 +28,7 @@
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@@ -28,7 +28,7 @@
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParser.html
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.feature.FeatureTemplate" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.feature" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/index.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.typdep" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/Conll09Reader.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/Conll09Reader.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.io.Conll09Reader" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllUReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllUReader.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllUReader" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllWriter.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.io.ConllWriter" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/DependencyReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/DependencyReader.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.io.DependencyReader" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/index.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.io" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Alphabet.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Alphabet.html
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Alphabet" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Collector.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Collector.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Collector" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DependencyLabel.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.typdep.util.DependencyLabel" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.util.Dictionary" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DictionarySet.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/DictionarySet.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.util.DictionarySet" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.util.FeatureVector" />
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.util.ScoreCollector" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Utils.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/Utils.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/util/index.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.util" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.pos" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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@@ -420,6 +420,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.AveragedPerceptron" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed$.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronPredictionUtils.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronPredictionUtils.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronTrainingUtils.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronTrainingUtils.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronUtils.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronUtils.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/ReadablePretrainedPerceptron.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/ReadablePretrainedPerceptron.html
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/StringMapStringDoubleAccumulator.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/StringMapStringDoubleAccumulator.html
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@@ -424,6 +424,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+      </a>
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+      <span class="symbol">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentApproach.html
index b35be19c4d71c2..624ae07b81a43c 100644
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentUtils.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentUtils.html
index 2185ddc1ad32bc..a2cad777981104 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentUtils" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/index.html
index 849b30d21fae0d..21e708602a421e 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sda.vivekn" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sda.vivekn</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sda.vivekn" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sda.vivekn" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/Metrics.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/Metrics.html
index fc233ad9e2f079..bfd11fc11c3f00 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.Metrics" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.Metrics</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.Metrics" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.Metrics" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/ReadablePretrainedSentenceDetectorDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/ReadablePretrainedSentenceDetectorDL.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.ReadablePretrainedSentenceDetectorDL" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.ReadablePretrainedSentenceDetectorDL</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.ReadablePretrainedSentenceDetectorDL" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.ReadablePretrainedSentenceDetectorDL" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/ReadsSentenceDetectorDLGraph.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/ReadsSentenceDetectorDLGraph.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.ReadsSentenceDetectorDLGraph" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.ReadsSentenceDetectorDLGraph</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.ReadsSentenceDetectorDLGraph" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.ReadsSentenceDetectorDLGraph" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLApproach.html
index d9f5b1de335464..01bbed440eb44e 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLApproach" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoder$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoder$.html
index 41def247e80dc4..0f6ab1c692bfe0 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoder.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoder.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoderParam.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoderParam.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoderParam" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoderParam</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoderParam" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoderParam" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/index.html
index 224bf5fd0de445..ef7145859c109e 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -432,6 +432,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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index 291e0d975f4cfa..9cca39040003fb 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.html
index db803a7a16fab2..fceda4254f90f5 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -1905,6 +1905,23 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer#maxInputLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="maxInputLength:org.apache.spark.ml.param.IntParam"></a><a id="maxInputLength:IntParam"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.html#maxInputLength:org.apache.spark.ml.param.IntParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxInputLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">max length of the input sequence (Default: <code>0</code>)
+</p>
     </li><li name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer#maxOutputLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
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@@ -2540,6 +2557,22 @@ <h3>Value Members</h3>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer#setMaxInputLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setMaxInputLength(value:Int):BartTransformer.this.type"></a><a id="setMaxInputLength(Int):BartTransformer.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.html#setMaxInputLength(value:Int):BartTransformer.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxInputLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>.this.type</span>
+      </span>
+      
+      
     </li><li name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer#setMaxOutputLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer$.html
index bc3131dad8435e..ed3dbe3e1fa0c3 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.html
index 6838c829da14f8..e834183c3cd208 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadBartTransformerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadBartTransformerDLModel.html
index adf2432808a2f1..2c3f8b63ca1f86 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadBartTransformerDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadBartTransformerDLModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadGPT2TransformerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadGPT2TransformerDLModel.html
index d691e9ee92c580..bb5aa01037d24d 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadGPT2TransformerDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadGPT2TransformerDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadMarianMTDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadMarianMTDLModel.html
index 83b8c7e4d2fd60..4950d86fd02a5c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadMarianMTDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadMarianMTDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadT5TransformerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadT5TransformerDLModel.html
index 15e34ecc5e16e0..836ee17ea71483 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedBartTransformerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedBartTransformerModel.html
index 1bf0bb0f6ca108..65222df84645aa 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedBartTransformerModel.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedGPT2TransformerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedGPT2TransformerModel.html
index 4be81c44a2c006..c296f819cc2d90 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedGPT2TransformerModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedGPT2TransformerModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedMarianMTModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedMarianMTModel.html
index 0d2c99af598c01..2843852e0cf775 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedMarianMTModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedMarianMTModel.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedT5TransformerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedT5TransformerModel.html
index 4b7d6e62f197a7..33b1e7fd9af3b2 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedT5TransformerModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedT5TransformerModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedT5TransformerModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedT5TransformerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedT5TransformerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedT5TransformerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedT5TransformerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedT5TransformerModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer$.html
index fac760b651e718..f00aad4add399c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer.html
index 8a76d8f4b5f45f..e4aab7072ce41c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq" />
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+      <a id="similarity"></a><a id="similarity:similarity"></a>
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+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      
+      <link href="../../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+      <div id="search">
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+    </li><li name="com.johnsnowlabs.nlp.annotators" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
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+        <a title="" href="index.html"><span class="name">similarity</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li class="current-entities indented5">
+                        <a class="object" href="" title="This is the companion object of DocumentSimilarityRankerApproach."></a>
+                        <a class="class" href="DocumentSimilarityRankerApproach.html" title=""></a>
+                        <a href="DocumentSimilarityRankerApproach.html" title="">DocumentSimilarityRankerApproach</a>
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+                        <a class="object" href="DocumentSimilarityRankerModel$.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="class" href="IndexedNeighbors.html" title=""></a>
+                        <a href="IndexedNeighbors.html" title="">IndexedNeighbors</a>
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+                        <a href="IndexedNeighborsWithDistance.html" title="">IndexedNeighborsWithDistance</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="NeighborAnnotation.html" title=""></a>
+                        <a href="NeighborAnnotation.html" title="">NeighborAnnotation</a>
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+                        <span class="separator"></span>
+                        <a class="class" href="NeighborsResultSet.html" title=""></a>
+                        <a href="NeighborsResultSet.html" title="">NeighborsResultSet</a>
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+                        <a class="trait" href="ReadableDocumentSimilarityRanker.html" title=""></a>
+                        <a href="ReadableDocumentSimilarityRanker.html" title="">ReadableDocumentSimilarityRanker</a>
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+            </div>
+          </div>
+          <div id="content">
+            <body class="object value">
+      <div id="definition">
+        <a href="DocumentSimilarityRankerApproach.html" title="See companion class"><div class="big-circle object-companion-class">o</div></a>
+        <p id="owner"><a href="../../../../index.html" class="extype" name="com">com</a>.<a href="../../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity">similarity</a></p>
+        <h1><a href="DocumentSimilarityRankerApproach.html" title="See companion class">DocumentSimilarityRankerApproach</a><span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
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+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
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+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This is the companion object of <a href="DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>. Please refer to that
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+          <span class="toggle">
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+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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+      <div id="mbrsel">
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+              <span class="filtertype"></span>
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+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach$.html#!=(x$1:Any):Boolean" title="Permalink">
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+      </a>
+    </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="index.html"><span class="name">similarity</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li class="current-entities indented5">
+                        <a class="object" href="DocumentSimilarityRankerApproach$.html" title="This is the companion object of DocumentSimilarityRankerApproach."></a>
+                        <a class="class" href="" title=""></a>
+                        <a href="" title="">DocumentSimilarityRankerApproach</a>
+                      </li><li class="current-entities indented5">
+                        <a class="object" href="DocumentSimilarityRankerModel$.html" title=""></a>
+                        <a class="class" href="DocumentSimilarityRankerModel.html" title=""></a>
+                        <a href="DocumentSimilarityRankerModel.html" title="">DocumentSimilarityRankerModel</a>
+                      </li><li class="current-entities indented5">
+                        <span class="separator"></span>
+                        <a class="class" href="IndexedNeighbors.html" title=""></a>
+                        <a href="IndexedNeighbors.html" title="">IndexedNeighbors</a>
+                      </li><li class="current-entities indented5">
+                        <span class="separator"></span>
+                        <a class="class" href="IndexedNeighborsWithDistance.html" title=""></a>
+                        <a href="IndexedNeighborsWithDistance.html" title="">IndexedNeighborsWithDistance</a>
+                      </li><li class="current-entities indented5">
+                        <span class="separator"></span>
+                        <a class="trait" href="NeighborAnnotation.html" title=""></a>
+                        <a href="NeighborAnnotation.html" title="">NeighborAnnotation</a>
+                      </li><li class="current-entities indented5">
+                        <span class="separator"></span>
+                        <a class="class" href="NeighborsResultSet.html" title=""></a>
+                        <a href="NeighborsResultSet.html" title="">NeighborsResultSet</a>
+                      </li><li class="current-entities indented5">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadableDocumentSimilarityRanker.html" title=""></a>
+                        <a href="ReadableDocumentSimilarityRanker.html" title="">ReadableDocumentSimilarityRanker</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="class type">
+      <div id="definition">
+        <a href="DocumentSimilarityRankerApproach$.html" title="See companion object"><div class="big-circle class-companion-object">c</div></a>
+        <p id="owner"><a href="../../../../index.html" class="extype" name="com">com</a>.<a href="../../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity">similarity</a></p>
+        <h1><a href="DocumentSimilarityRankerApproach$.html" title="See companion object">DocumentSimilarityRankerApproach</a><span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="DocumentSimilarityRankerApproach$.html" title="See companion object">object DocumentSimilarityRankerApproach</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentSimilarityRankerApproach</span><span class="result"> extends <a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>] with <a href="../../HasEnableCachingProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasEnableCachingProperties">HasEnableCachingProperties</a></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><a href="../../HasEnableCachingProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasEnableCachingProperties">HasEnableCachingProperties</a>, <a href="../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>], <a href="../../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>], <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
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+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              <li class="group out"><span>Grouped</span></li>
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach"><span>DocumentSimilarityRankerApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.HasEnableCachingProperties"><span>HasEnableCachingProperties</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorApproach"><span>AnnotatorApproach</span></li><li class="in" name="com.johnsnowlabs.nlp.CanBeLazy"><span>CanBeLazy</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="org.apache.spark.ml.Estimator"><span>Estimator</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
+              </ol>
+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach"></a><a id="&lt;init&gt;:DocumentSimilarityRankerApproach"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#&lt;init&gt;():com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentSimilarityRankerApproach</span><span class="params">()</span>
+      </span>
+      
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+type
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach"></a><a id="&lt;init&gt;:DocumentSimilarityRankerApproach"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentSimilarityRankerApproach</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a><a id="AnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#AnnotatorType=String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result alias"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#!=(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="$[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a><a id="$$[T](StructFeature[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a><a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a><a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a><a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#DISTANCE" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DISTANCE:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#DISTANCE:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DISTANCE</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#INDEX_COL_NAME" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="INDEX_COL_NAME:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#INDEX_COL_NAME:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">INDEX_COL_NAME</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#INPUT_EMBEDDINGS" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="INPUT_EMBEDDINGS:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#INPUT_EMBEDDINGS:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">INPUT_EMBEDDINGS</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#LSH_INPUT_COL_NAME" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LSH_INPUT_COL_NAME:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#LSH_INPUT_COL_NAME:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LSH_INPUT_COL_NAME</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#LSH_OUTPUT_COL_NAME" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LSH_OUTPUT_COL_NAME:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#LSH_OUTPUT_COL_NAME:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LSH_OUTPUT_COL_NAME</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#TEXT" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="TEXT:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#TEXT:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">TEXT</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#_fit" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="_fit(dataset:org.apache.spark.sql.Dataset[_],recursiveStages:Option[org.apache.spark.ml.PipelineModel]):M"></a><a id="_fit(Dataset[_],Option[PipelineModel]):DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#_fit(dataset:org.apache.spark.sql.Dataset[_],recursiveStages:Option[org.apache.spark.ml.PipelineModel]):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">_fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursiveStages">recursiveStages: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#beforeTraining" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="beforeTraining(SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#beforeTraining(spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeTraining</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#bucketLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="bucketLength:org.apache.spark.ml.param.Param[Double]"></a><a id="bucketLength:Param[Double]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#bucketLength:org.apache.spark.ml.param.Param[Double]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">bucketLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Double">Double</span>]</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a><a id="checkSchema(StructType,String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a><a id="clear(Param[_]):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#copy" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]"></a><a id="copy(ParamMap):Estimator[DocumentSimilarityRankerModel]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Estimator[M]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#description" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="description:DocumentSimilarityRankerApproach.this.AnnotatorType"></a><a id="description:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#description:DocumentSimilarityRankerApproach.this.AnnotatorType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">description</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a> → <a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasEnableCachingProperties#enableCaching" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="enableCaching:org.apache.spark.ml.param.BooleanParam"></a><a id="enableCaching:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#enableCaching:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">enableCaching</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Whether to enable caching DataFrames or RDDs during the training
+</p><div class="fullcomment"><div class="comment cmt"><p>Whether to enable caching DataFrames or RDDs during the training
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasEnableCachingProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasEnableCachingProperties">HasEnableCachingProperties</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a><a id="explainParam(Param[_]):String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#explainParams():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap():ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap(ParamMap):ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a><a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#fit" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_]):M"></a><a id="fit(Dataset[_]):DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#fit(dataset:org.apache.spark.sql.Dataset[_]):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → Estimator</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Seq[org.apache.spark.ml.param.ParamMap]):Seq[M]"></a><a id="fit(Dataset[_],Seq[ParamMap]):Seq[DocumentSimilarityRankerModel]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#fit(dataset:org.apache.spark.sql.Dataset[_],paramMaps:Seq[org.apache.spark.ml.param.ParamMap]):Seq[M]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMaps">paramMaps: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M"></a><a id="fit(Dataset[_],ParamMap):DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#fit(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Estimator#fit" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M"></a><a id="fit(Dataset[_],ParamPair[_],ParamPair[_]*):DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#fit(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">fit</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Estimator</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a><a id="get[T](StructFeature[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a><a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a><a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a><a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="get[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#getBucketLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getBucketLength:Double"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getBucketLength:Double" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getBucketLength</span><span class="result">: <span class="extype" name="scala.Double">Double</span></span>
+      </span>
+      
+      
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="getDefault[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasEnableCachingProperties#getEnableCaching" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getEnableCaching:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getEnableCaching:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEnableCaching</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasEnableCachingProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasEnableCachingProperties">HasEnableCachingProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#getIdentityRanking" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getIdentityRanking:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getIdentityRanking:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getIdentityRanking</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getInputCols:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#getLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLazyAnnotator:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getLazyAnnotator:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLazyAnnotator</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#getNeighborsResultSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getNeighborsResultSet(query:(Int,org.apache.spark.ml.linalg.Vector),similarityDataset:org.apache.spark.sql.DataFrame):com.johnsnowlabs.nlp.annotators.similarity.NeighborsResultSet"></a><a id="getNeighborsResultSet((Int,Vector),DataFrame):NeighborsResultSet"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getNeighborsResultSet(query:(Int,org.apache.spark.ml.linalg.Vector),similarityDataset:org.apache.spark.sql.DataFrame):com.johnsnowlabs.nlp.annotators.similarity.NeighborsResultSet" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getNeighborsResultSet</span><span class="params">(<span name="query">query: (<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="org.apache.spark.ml.linalg.Vector">Vector</span>)</span>, <span name="similarityDataset">similarityDataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <a href="NeighborsResultSet.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.NeighborsResultSet">NeighborsResultSet</a></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#getNumberOfNeighbours" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getNumberOfNeighbours:Int"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getNumberOfNeighbours:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getNumberOfNeighbours</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="getOrDefault[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getOutputCol:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a><a id="getParam(String):Param[Any]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#getSimilarityMethod" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSimilarityMethod:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getSimilarityMethod:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSimilarityMethod</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#getVisibleDistances" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getVisibleDistances:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#getVisibleDistances:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getVisibleDistances</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a><a id="hasDefault[T](Param[T]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a><a id="hasParam(String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#hasParam(paramName:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#identityRanking" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="identityRanking:org.apache.spark.ml.param.BooleanParam"></a><a id="identityRanking:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#identityRanking:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">identityRanking</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a><a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a><a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#inputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[DocumentSimilarityRankerApproach.this.AnnotatorType]"></a><a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#inputAnnotatorTypes:Array[DocumentSimilarityRankerApproach.this.AnnotatorType]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+type
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a> → <a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a><a id="inputCols:StringArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isDefined(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isSet(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#isTraceEnabled():Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#lazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="lazyAnnotator:org.apache.spark.ml.param.BooleanParam"></a><a id="lazyAnnotator:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#lazyAnnotator:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lazyAnnotator</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a><a id="log:Logger"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#log:org.slf4j.Logger" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logDebug(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a><a id="logDebug(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logDebug(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logError(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a><a id="logError(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logError(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logInfo(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a><a id="logInfo(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logInfo(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logName:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logTrace(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a><a id="logTrace(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logTrace(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logWarning(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a><a id="logWarning(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#logWarning(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#msgHelper" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="msgHelper(schema:org.apache.spark.sql.types.StructType):String"></a><a id="msgHelper(StructType):String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#msgHelper(schema:org.apache.spark.sql.types.StructType):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">msgHelper</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#numHashTables" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="numHashTables:org.apache.spark.ml.param.Param[Int]"></a><a id="numHashTables:Param[Int]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#numHashTables:org.apache.spark.ml.param.Param[Int]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">numHashTables</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#numberOfNeighbours" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="numberOfNeighbours:org.apache.spark.ml.param.Param[Int]"></a><a id="numberOfNeighbours:Param[Int]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#numberOfNeighbours:org.apache.spark.ml.param.Param[Int]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">numberOfNeighbours</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">The number of neighbours the model will return (Default:<code>&quot;10&quot;</code>).</p>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#onTrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="onTrained(DocumentSimilarityRankerModel,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#onTrained(model:M,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onTrained</span><span class="params">(<span name="model">model: <a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="onWrite(String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#optionalInputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="optionalInputAnnotatorTypes:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#optionalInputAnnotatorTypes:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">optionalInputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#outputAnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:DocumentSimilarityRankerApproach.this.AnnotatorType"></a><a id="outputAnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#outputAnnotatorType:DocumentSimilarityRankerApproach.this.AnnotatorType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a> → <a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a><a id="outputCol:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a><a id="params:Array[Param[_]]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a><a id="save(String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#save(path:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a><a id="set[T](StructFeature[T],T):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a><a id="set[K,V](MapFeature[K,V],Map[K,V]):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a><a id="set[T](SetFeature[T],Set[T]):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
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+        <span class="kind">def</span>
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+      <span class="permalink">
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+        <span class="kind">def</span>
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <span class="permalink">
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+        <i class="material-icons"></i>
+      </a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#setBucketLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setBucketLength(value:Double):DocumentSimilarityRankerApproach.this.type"></a><a id="setBucketLength(Double):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setBucketLength(value:Double):DocumentSimilarityRankerApproach.this.type" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
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+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a><a id="setDefault[T](SetFeature[T],()⇒Set[T]):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="setDefault[T](Param[T],T):DocumentSimilarityRankerApproach.this.type"></a>
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="org.apache.spark.ml">org.apache.spark.ml</span>] </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setEnableCaching(value:Boolean):HasEnableCachingProperties.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setIdentityRanking(value:Boolean):DocumentSimilarityRankerApproach.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a><a id="setInputCols(Array[String]):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#setLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setLazyAnnotator(value:Boolean):&lt;refinement&gt;.type"></a><a id="setLazyAnnotator(Boolean):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setLazyAnnotator(value:Boolean):&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLazyAnnotator</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#setNumHashTables" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setNumHashTables(value:Int):DocumentSimilarityRankerApproach.this.type"></a><a id="setNumHashTables(Int):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setNumHashTables(value:Int):DocumentSimilarityRankerApproach.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setNumHashTables</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#setNumberOfNeighbours" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setNumberOfNeighbours(value:Int):DocumentSimilarityRankerApproach.this.type"></a><a id="setNumberOfNeighbours(Int):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setNumberOfNeighbours(value:Int):DocumentSimilarityRankerApproach.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setNumberOfNeighbours</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a><a id="setOutputCol(String):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#setSimilarityMethod" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setSimilarityMethod(value:String):DocumentSimilarityRankerApproach.this.type"></a><a id="setSimilarityMethod(String):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setSimilarityMethod(value:String):DocumentSimilarityRankerApproach.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSimilarityMethod</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#setVisibleDistances" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setVisibleDistances(value:Boolean):DocumentSimilarityRankerApproach.this.type"></a><a id="setVisibleDistances(Boolean):DocumentSimilarityRankerApproach.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#setVisibleDistances(value:Boolean):DocumentSimilarityRankerApproach.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVisibleDistances</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.this.type</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#similarityMethod" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="similarityMethod:org.apache.spark.ml.param.Param[String]"></a><a id="similarityMethod:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#similarityMethod:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">similarityMethod</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">The similarity method used to calculate the neighbours.</p><div class="fullcomment"><div class="comment cmt"><p>The similarity method used to calculate the neighbours. (Default: <code>&quot;brp&quot;</code>, Bucketed Random
+Projection for Euclidean Distance)
+</p></div></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#train" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel"></a><a id="train(Dataset[_],Option[PipelineModel]):DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#train(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">train</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a> → <a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#transformSchema" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType,Boolean):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#uid" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#uid:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorApproach#validate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a><a id="validate(StructType):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.
+</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>
+  to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>
+  True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach#visibleDistances" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="visibleDistances:org.apache.spark.ml.param.BooleanParam"></a><a id="visibleDistances:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#visibleDistances:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">visibleDistances</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
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+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.similarity.ReadableDocumentSimilarityRanker">
+              <h3>Inherited from <a href="ReadableDocumentSimilarityRanker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.ReadableDocumentSimilarityRanker">ReadableDocumentSimilarityRanker</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html
new file mode 100644
index 00000000000000..d50dbf3a2271e9
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html
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+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </li><li class="current-entities indented5">
+                        <a class="object" href="DocumentSimilarityRankerApproach$.html" title="This is the companion object of DocumentSimilarityRankerApproach."></a>
+                        <a class="class" href="DocumentSimilarityRankerApproach.html" title=""></a>
+                        <a href="DocumentSimilarityRankerApproach.html" title="">DocumentSimilarityRankerApproach</a>
+                      </li><li class="current-entities indented5">
+                        <a class="object" href="DocumentSimilarityRankerModel$.html" title=""></a>
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+                        <a href="" title="">DocumentSimilarityRankerModel</a>
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+                        <span class="separator"></span>
+                        <a class="class" href="IndexedNeighbors.html" title=""></a>
+                        <a href="IndexedNeighbors.html" title="">IndexedNeighbors</a>
+                      </li><li class="current-entities indented5">
+                        <span class="separator"></span>
+                        <a class="class" href="IndexedNeighborsWithDistance.html" title=""></a>
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+                        <a class="trait" href="NeighborAnnotation.html" title=""></a>
+                        <a href="NeighborAnnotation.html" title="">NeighborAnnotation</a>
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+                        <a href="NeighborsResultSet.html" title="">NeighborsResultSet</a>
+                      </li><li class="current-entities indented5">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadableDocumentSimilarityRanker.html" title=""></a>
+                        <a href="ReadableDocumentSimilarityRanker.html" title="">ReadableDocumentSimilarityRanker</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="class type">
+      <div id="definition">
+        <a href="DocumentSimilarityRankerModel$.html" title="See companion object"><div class="big-circle class-companion-object">c</div></a>
+        <p id="owner"><a href="../../../../index.html" class="extype" name="com">com</a>.<a href="../../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity">similarity</a></p>
+        <h1><a href="DocumentSimilarityRankerModel$.html" title="See companion object">DocumentSimilarityRankerModel</a><span class="permalink">
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+        <h3><span class="morelinks"><div>
+            Companion <a href="DocumentSimilarityRankerModel$.html" title="See companion object">object DocumentSimilarityRankerModel</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
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+      <span class="symbol">
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+      
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+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel"></a><a id="&lt;init&gt;:DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#&lt;init&gt;():com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentSimilarityRankerModel</span><span class="params">()</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel"></a><a id="&lt;init&gt;:DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentSimilarityRankerModel</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      
+      
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ProtectedParam[T]extendsParam[T]"></a><a id="ProtectedParam[T]:(HasProtectedParams.this)#ProtectedParam[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/HasProtectedParams$ProtectedParam.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../HasProtectedParams$ProtectedParam.html"><span class="name">ProtectedParam</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel.AnnotationContent" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotationContent=Seq[org.apache.spark.sql.Row]"></a><a id="AnnotationContent:AnnotationContent"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#AnnotationContent=Seq[org.apache.spark.sql.Row]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotationContent</span><span class="result alias"> = <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">internal types to show Rows as a relevant StructType Should be deleted once Spark releases
+UserDefinedTypes to @developerAPI
+</p><div class="fullcomment"><div class="comment cmt"><p>internal types to show Rows as a relevant StructType Should be deleted once Spark releases
+UserDefinedTypes to @developerAPI
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a><a id="AnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#AnnotatorType=String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result alias"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#!=(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="$[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a><a id="$$[T](StructFeature[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a><a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a><a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a><a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#_transform" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="_transform(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):org.apache.spark.sql.DataFrame"></a><a id="_transform(Dataset[_],Option[PipelineModel]):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#_transform(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">_transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#afterAnnotate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a><a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel#annotate" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]"></a><a id="annotate(Seq[Annotation]):Seq[Annotation]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#annotate(annotations:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.Annotation]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">annotate</span><span class="params">(<span name="annotations">annotations: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation
+type
+</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation
+type
+</p></div><dl class="paramcmts block"><dt class="param">annotations</dt><dd class="cmt"><p>
+  Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>
+  any number of annotations processed for every input annotation. Not necessary one to one
+  relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a> → <a href="../../HasSimpleAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasSimpleAnnotate">HasSimpleAnnotate</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a><a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a><a id="checkSchema(StructType,String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a><a id="clear(Param[_]):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a><a id="copy(ParamMap):DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasSimpleAnnotate#dfAnnotate" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction"></a><a id="dfAnnotate:UserDefinedFunction"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#dfAnnotate:org.apache.spark.sql.expressions.UserDefinedFunction" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dfAnnotate</span><span class="result">: <span class="extype" name="org.apache.spark.sql.expressions.UserDefinedFunction">UserDefinedFunction</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Wraps annotate to happen inside SparkSQL user defined functions in order to act with
+<span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span>
+</p><div class="fullcomment"><div class="comment cmt"><p>Wraps annotate to happen inside SparkSQL user defined functions in order to act with
+<span class="extype" name="org.apache.spark.sql.Column">org.apache.spark.sql.Column</span>
+</p></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>
+  udf function to be applied to <span class="extype" name="inputCols">inputCols</span> using this annotator's annotate function as
+  part of ML transformation</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasSimpleAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasSimpleAnnotate">HasSimpleAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#dimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="dimension:HasEmbeddingsProperties.this.ProtectedParam[Int]"></a><a id="dimension:ProtectedParam[Int]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#dimension:HasEmbeddingsProperties.this.ProtectedParam[Int]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dimension</span><span class="result">: <a href="#ProtectedParam[T]extendsParam[T]" class="extmbr" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam">ProtectedParam</a>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Number of embedding dimensions (Default depends on model)
+</p><div class="fullcomment"><div class="comment cmt"><p>Number of embedding dimensions (Default depends on model)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../embeddings/HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a><a id="explainParam(Param[_]):String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#explainParams():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a><a id="extraValidate(StructType):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#extraValidateMsg:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap():ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap(ParamMap):ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a><a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      
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+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="get[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="getDefault[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#getDimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getDimension:Int"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#getDimension:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDimension</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../embeddings/HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#getInputCols:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      
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+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#getLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#getLazyAnnotator:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="getOrDefault[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#getOutputCol:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a><a id="getParam(String):Param[Any]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel#getSimilarityMappings" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="getSimilarityMappings:Map[Int,com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation]"></a><a id="getSimilarityMappings:Map[Int,NeighborAnnotation]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#getSimilarityMappings:Map[Int,com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSimilarityMappings</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Int">Int</span>, <a href="NeighborAnnotation.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation">NeighborAnnotation</a>]</span>
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+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a><a id="hasDefault[T](Param[T]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a><a id="hasParam(String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#hasParam(paramName:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#hasParent:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a><a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a><a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel#inputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[DocumentSimilarityRankerModel.this.AnnotatorType]"></a><a id="inputAnnotatorTypes:Array[AnnotatorType]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#inputAnnotatorTypes:Array[DocumentSimilarityRankerModel.this.AnnotatorType]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel.AnnotatorType">AnnotatorType</a>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+type
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a> → <a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a><a id="inputCols:StringArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isDefined(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isSet(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#isTraceEnabled():Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#lazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="lazyAnnotator:org.apache.spark.ml.param.BooleanParam"></a><a id="lazyAnnotator:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#lazyAnnotator:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lazyAnnotator</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a><a id="log:Logger"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#log:org.slf4j.Logger" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logDebug(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a><a id="logDebug(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logDebug(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logError(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a><a id="logError(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logError(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logInfo(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a><a id="logInfo(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logInfo(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logName:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logTrace(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a><a id="logTrace(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logTrace(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logWarning(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a><a id="logWarning(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#logWarning(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#msgHelper" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="msgHelper(schema:org.apache.spark.sql.types.StructType):String"></a><a id="msgHelper(StructType):String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#msgHelper(schema:org.apache.spark.sql.types.StructType):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">msgHelper</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#onWrite" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="onWrite(String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#optionalInputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="optionalInputAnnotatorTypes:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#optionalInputAnnotatorTypes:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">optionalInputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel#outputAnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:DocumentSimilarityRankerModel.this.AnnotatorType"></a><a id="outputAnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#outputAnnotatorType:DocumentSimilarityRankerModel.this.AnnotatorType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a> → <a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a><a id="outputCol:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a><a id="params:Array[Param[_]]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a><a id="parent:Estimator[DocumentSimilarityRankerModel]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#parent:org.apache.spark.ml.Estimator[M]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a><a id="save(String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#save(path:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasProtectedParams#set" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:HasProtectedParams.this.ProtectedParam[T],value:T):&lt;refinement&gt;.type"></a><a id="set[T](ProtectedParam[T],T):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#set[T](param:HasProtectedParams.this.ProtectedParam[T],value:T):&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <a href="#ProtectedParam[T]extendsParam[T]" class="extmbr" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam">ProtectedParam</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Sets the value for a protected Param.</p><div class="fullcomment"><div class="comment cmt"><p>Sets the value for a protected Param.</p><p>If the parameter was already set, it will not be set again. Default values do not count as a
+set value and can be overridden.
+</p></div><dl class="paramcmts block"><dt class="tparam">T</dt><dd class="cmt"><p>
+  Type of the parameter</p></dd><dt class="param">param</dt><dd class="cmt"><p>
+  Protected parameter to set</p></dd><dt class="param">value</dt><dd class="cmt"><p>
+  Value for the parameter</p></dd><dt>returns</dt><dd class="cmt"><p>
+  This object</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a><a id="set[T](StructFeature[T],T):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a><a id="set[K,V](MapFeature[K,V],Map[K,V]):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a><a id="set[T](SetFeature[T],Set[T]):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
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+    </span>
+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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+      <span class="permalink">
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+        <i class="material-icons"></i>
+      </a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
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+      <a id="set(param:String,value:Any):Params.this.type"></a><a id="set(String,Any):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#set(param:String,value:Any):Params.this.type" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a><a id="setDefault[T](SetFeature[T],()⇒Set[T]):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a><a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a><a id="setDefault(ParamPair[_]*):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="setDefault[T](Param[T],T):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="org.apache.spark.ml">org.apache.spark.ml</span>] </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#setDimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setDimension(value:Int):HasEmbeddingsProperties.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      </span>
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+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../embeddings/HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a><a id="setInputCols(String*):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a><a id="setInputCols(Array[String]):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>.this.type</span>
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+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#setLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setLazyAnnotator(value:Boolean):&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a><a id="setParent(Estimator[DocumentSimilarityRankerModel]):DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel#setSimilarityMappings" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setSimilarityMappings(value:Map[String,Map[Int,com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation]]):DocumentSimilarityRankerModel.this.type"></a><a id="setSimilarityMappings(Map[String,Map[Int,NeighborAnnotation]]):DocumentSimilarityRankerModel.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#setSimilarityMappings(value:Map[String,Map[Int,com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation]]):DocumentSimilarityRankerModel.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSimilarityMappings</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Int">Int</span>, <a href="NeighborAnnotation.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation">NeighborAnnotation</a>]]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel#similarityMappings" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="similarityMappings:com.johnsnowlabs.nlp.serialization.MapFeature[String,Map[Int,com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation]]"></a><a id="similarityMappings:MapFeature[String,Map[Int,NeighborAnnotation]]"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#similarityMappings:com.johnsnowlabs.nlp.serialization.MapFeature[String,Map[Int,com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">similarityMappings</span><span class="result">: <a href="../../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Int">Int</span>, <a href="NeighborAnnotation.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation">NeighborAnnotation</a>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Dictionary of words with their vectors
+</p>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_]):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still
+available separately metadata is built at schema level to record annotations structural
+information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still
+available separately metadata is built at schema level to record annotations structural
+information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p>
+  <span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType,Boolean):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel#uid" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#uid:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a><a id="validate(StructType):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.
+</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>
+  to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>
+  True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a><a id="wrapColumnMetadata(Column):Column"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html#wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#wrapEmbeddingsMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a><a id="wrapEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.CanBeLazy">
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+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
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+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</h3>
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+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
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+
+        <div id="groupedMembers">
+        <div class="group" name="getParam">
+              <h3>getParam</h3>
+              
+            </div><div class="group" name="param">
+              <h3>param</h3>
+              
+            </div><div class="group" name="setParam">
+              <h3>setParam</h3>
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+              <h3>Ungrouped</h3>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/IndexedNeighbors.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/IndexedNeighbors.html
new file mode 100644
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+    </li><li class="current-entities indented5">
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+                      </li><li class="current-entities indented5">
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+                        <a href="" title="">IndexedNeighbors</a>
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+        <span class="name">IndexedNeighbors</span><span class="params">(<span name="neighbors">neighbors: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+    </span>)</span>
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+                <span class="name">@native</span><span class="args">()</span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
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+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
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+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
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+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
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+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighbors#neighbors" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="neighbors:Array[Int]"></a>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">neighbors</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighbors">IndexedNeighbors</a> → <a href="NeighborAnnotation.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation">NeighborAnnotation</a></dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
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+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
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+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
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+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
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+        <h1>IndexedNeighborsWithDistance<span class="permalink">
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+        <span class="name">IndexedNeighborsWithDistance</span><span class="params">(<span name="neighbors">neighbors: <span class="extype" name="scala.Array">Array</span>[(<span class="extype" name="scala.Int">Int</span>, <span class="extype" name="scala.Double">Double</span>)]</span>)</span><span class="result"> extends <a href="NeighborAnnotation.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation">NeighborAnnotation</a> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
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+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighborsWithDistance"><span>IndexedNeighborsWithDistance</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation"><span>NeighborAnnotation</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+              <ol><li name="com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighborsWithDistance#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
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+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+      <span class="symbol">
+        <span class="name">NeighborsResultSet</span><span class="params">(<span name="result">result: (<span class="extype" name="scala.Int">Int</span>, <a href="NeighborAnnotation.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation">NeighborAnnotation</a>)</span>)</span>
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+              <h3>Value Members</h3>
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+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+        <span class="name">ReadableDocumentSimilarityRanker</span><span class="result"> extends <a href="../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>]</span>
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+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a><a id="addReader((DocumentSimilarityRankerModel,String,SparkSession)⇒Unit):Unit"></a>
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+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
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+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
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+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
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+                <span class="name">@throws</span><span class="args">(<span>
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+              
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+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
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+      
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+                <span class="name">@native</span><span class="args">()</span>
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+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
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+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):DocumentSimilarityRankerModel"></a>
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
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+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <a title="" href="DocumentSimilarityRankerModel.html"><span class="name">DocumentSimilarityRankerModel</span></a><span class="result"> extends <a href="../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>] with <a href="../../HasSimpleAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasSimpleAnnotate">HasSimpleAnnotate</a>[<a href="DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>] with <a href="../../embeddings/HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></span>
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+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/IndexedNeighbors.html" title="Permalink">
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+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/ReadableDocumentSimilarityRanker.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
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+      </span>
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+      
+    </li></ol>
+            </div>
+
+        
+
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+              <h3>Value Members</h3>
+              <ol>
+                <li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="DocumentSimilarityRankerApproach"></a><a id="DocumentSimilarityRankerApproach:DocumentSimilarityRankerApproach"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="This is the companion object of DocumentSimilarityRankerApproach." href="DocumentSimilarityRankerApproach$.html"><span class="name">DocumentSimilarityRankerApproach</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">This is the companion object of <a href="DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>. Please refer to that
+class for the documentation.
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="DocumentSimilarityRankerModel"></a><a id="DocumentSimilarityRankerModel:DocumentSimilarityRankerModel"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="DocumentSimilarityRankerModel$.html"><span class="name">DocumentSimilarityRankerModel</span></a><span class="result"> extends <a href="ReadableDocumentSimilarityRanker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.ReadableDocumentSimilarityRanker">ReadableDocumentSimilarityRanker</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/CandidateStrategy$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/CandidateStrategy$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach$ArrayHelper.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach$ArrayHelper.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.ArrayHelper" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.ArrayHelper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.ArrayHelper" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$StringTools.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$StringTools.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.StringTools" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.StringTools" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.StringTools" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html
index 173ecfd0d6bd63..bda8ab8d024c76 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/LangModelSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/LangModelSentence.html
index db087551255a53..4ee167808dc490 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/LangModelSentence.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/LangModelSentence.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadablePretrainedContextSpell.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadablePretrainedContextSpell.html
index 9e030114376228..2e8a5cefb1e684 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadablePretrainedContextSpell.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadablePretrainedContextSpell.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html
index e45f421f82e1fc..333ef1abbc5d14 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html
index e8606d05899fcd..6f8b9dea873c48 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/index.html
index 9c634071cdd0ab..52dcdbe0e7b7a9 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/index.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/index.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken.html
index 535b20f294344d..b8d8d9226f4518 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken.html
index 6c48167ef59763..1f1211820ed70d 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericRegexParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericRegexParser.html
index 8db197ba8b1368..7ac4e7648819df 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericRegexParser.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericRegexParser.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericVocabParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericVocabParser.html
index 86ba62edfcda7e..bc010bce268c54 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericVocabParser.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericVocabParser.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/LocationClass.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/LocationClass.html
index 5b08a9921fff05..3e47f827b6a80a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/LocationClass.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/LocationClass.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MainVocab.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MainVocab.html
index 1492dc73311969..e8e8655d5bab6a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MainVocab.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MainVocab.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html
index 53a10df18398e7..78de2969efa1e7 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NamesClass.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NamesClass.html
index d260b39ea7e7b8..a64fa82eb7a41b 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NumberToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NumberToken.html
index 0e089c0a6d84cf..f39abe5551075e 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/RegexParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/RegexParser.html
index a4782bde2b63a4..5d32b82066f7f7 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SerializableClass.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SerializableClass.html
index f497fbf65486d3..a3ea69b930c84c 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.SerializableClass" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.SerializableClass</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.SerializableClass" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.SerializableClass" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SpecialClassParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SpecialClassParser.html
index 040947d096f869..778cf1b069e6da 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/TransducerSeqFeature.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/TransducerSeqFeature.html
index 47f32ecf0a5254..7456671482a3e9 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.TransducerSeqFeature" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.TransducerSeqFeature</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.TransducerSeqFeature" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.TransducerSeqFeature" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/UnitToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/UnitToken.html
index c12b6eeaae5b50..d940523ef307aa 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/VocabParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/VocabParser.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/index.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/index.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.spell" visbl="pub" class="indented5 current" data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="spell"></a><a id="spell:spell"></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/ReadablePretrainedNorvig.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/ReadablePretrainedNorvig.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.ReadablePretrainedNorvig" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/index.html
index cd489c853d2d61..eba3f49719aa50 100644
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/ReadablePretrainedSymmetric.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/ReadablePretrainedSymmetric.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.ReadablePretrainedSymmetric" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach.html
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$.html
index b31288ad37d06d..2eb8243608d6cc 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$SuggestedWord.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$SuggestedWord.html
index 57875053dea52f..7cf25b6928acc0 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html
index 5feaeec29ace27..cb11eb795da0c3 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html
index c264f8b5b4a2bb..54762799d174e1 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/index.html
index 63fc0c00b919c1..f33d93735df775 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html
index 5b7a2f38acd847..1eb6f6f0e4dced 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.util.Utilities" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.util.Utilities</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.util.Utilities" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.util.Utilities" />
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         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/index.html
index 09d629bc3d94f4..ed3b819c129e8e 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.util" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.util</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.util" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.util" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate$.html
index 8499069f76c58e..f822c1a96c9aa8 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate.html
index de813799361221..58fe5e34120b7b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue$.html
index a1024e4363f973..1c95f972ec1848 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue$.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue.html
index c4517d9879a6d4..006042e963d7bd 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
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         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasEncoder.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasEncoder.html
index 92e4ed6510126e..c5b2fd19faadfd 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasInputData.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasInputData.html
index 2ba4734d2f886a..8a4fb57793705f 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasInputData.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasInputData</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasInputData" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasInputData" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasInputData</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasInputData" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasInputData" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericRelation$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericRelation$.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericValueSpan$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericValueSpan$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericValueSpan.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericValueSpan.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/index.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.spell" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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index 8fd7a37db8bb49..970670f5bef7d6 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BartTokenizer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BartTokenizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BartTokenizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BartTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BartTokenizer" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/BpeTokenizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/BpeTokenizer$.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BpeTokenizer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BpeTokenizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BpeTokenizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BpeTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BpeTokenizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/Gpt2Tokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/Gpt2Tokenizer.html
index 45763703c4e52b..cfb11d113ec33d 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.Gpt2Tokenizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.Gpt2Tokenizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.Gpt2Tokenizer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.Gpt2Tokenizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/RobertaTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/RobertaTokenizer.html
index 562544664fb0b5..5db7a267fbc1ed 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.RobertaTokenizer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.RobertaTokenizer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.RobertaTokenizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.RobertaTokenizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.RobertaTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.RobertaTokenizer" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/SpecialToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/SpecialToken.html
index 57b89457cf22bd..abb252a5230f4e 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.SpecialToken</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.SpecialToken" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.SpecialToken" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.SpecialToken</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.SpecialToken" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe.SpecialToken" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.ReadablePretrainedWordSegmenter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ws.ReadablePretrainedWordSegmenter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws.ReadablePretrainedWordSegmenter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.ReadablePretrainedWordSegmenter" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ws/TagsType$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ws/TagsType$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.TagsType" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ws.TagsType</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws.TagsType" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ws/WordSegmenterApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ws/WordSegmenterApproach$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ws/WordSegmenterApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ws/WordSegmenterApproach.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ws/WordSegmenterModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ws/WordSegmenterModel$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ws/WordSegmenterModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ws/WordSegmenterModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ws/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ws/index.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.annotators.ws" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ws</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ws" />
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@@ -28,7 +28,7 @@
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       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -404,6 +404,22 @@ <h1>Packages</h1>
         <a title="" href="../seq2seq/index.html"><span class="name">seq2seq</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../similarity/index.html"><span class="name">similarity</span></a>
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+      
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
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                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/AlbertEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/AlbertEmbeddings.html
index 66a214ee15c71d..241401904a8d8e 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/AlbertEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/AlbertEmbeddings.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html
index 60d13bf8870320..537dabe5589ea1 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -413,7 +437,7 @@ <h4 id="signature" class="signature">
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+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel">ReadBertDLModel</a>, <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel">ReadablePretrainedBertModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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@@ -439,7 +463,7 @@ <h4 id="signature" class="signature">
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+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings"><span>BertEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel"><span>ReadBertDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel"><span>ReadablePretrainedBertModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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@@ -818,6 +842,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel">ReadBertDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a><a id="pretrained(String,String,String):BertEmbeddings"></a>
       <span class="permalink">
@@ -914,6 +954,22 @@ <h3>Value Members</h3>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel">ReadBertDLModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
       <span class="permalink">
@@ -1110,6 +1166,8 @@ <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</
               <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel">
               <h3>Inherited from <a href="ReadBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel">ReadBertDLModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel">
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html
index ca97e4e558d8b4..9480e86678acb0 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -402,7 +426,7 @@ <h4 id="signature" class="signature">
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+        <span class="name">BertEmbeddings</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
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-          <div class="superTypes hiddenContent"><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a>, <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a>, <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a>, <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a>, <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a>, <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a>, <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a>, <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a>, <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a>, <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a>, <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a>, <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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@@ -506,7 +530,7 @@ <h4 id="signature" class="signature">
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                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings"><span>BertEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.HasEngine"><span>HasEngine</span></li><li class="in" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties"><span>HasCaseSensitiveProperties</span></li><li class="in" name="com.johnsnowlabs.storage.HasStorageRef"><span>HasStorageRef</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties"><span>HasEmbeddingsProperties</span></li><li class="in" name="com.johnsnowlabs.nlp.HasProtectedParams"><span>HasProtectedParams</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel"><span>WriteTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasBatchedAnnotate"><span>HasBatchedAnnotate</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.CanBeLazy"><span>CanBeLazy</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings"><span>BertEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.HasEngine"><span>HasEngine</span></li><li class="in" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties"><span>HasCaseSensitiveProperties</span></li><li class="in" name="com.johnsnowlabs.storage.HasStorageRef"><span>HasStorageRef</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties"><span>HasEmbeddingsProperties</span></li><li class="in" name="com.johnsnowlabs.nlp.HasProtectedParams"><span>HasProtectedParams</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel"><span>WriteOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel"><span>WriteTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasBatchedAnnotate"><span>HasBatchedAnnotate</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.CanBeLazy"><span>CanBeLazy</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -526,7 +550,7 @@ <h4 id="signature" class="signature">
         <div id="allMembers">
         <div id="constructors" class="members">
               <h3>Instance Constructors</h3>
-              <ol><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a><a id="&lt;init&gt;:BertEmbeddings"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html#&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink">
@@ -541,7 +565,9 @@ <h3>Instance Constructors</h3>
         <span class="name">BertEmbeddings</span><span class="params">()</span>
       </span>
       
-      
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+type
+</p></div></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a><a id="&lt;init&gt;:BertEmbeddings"></a>
       <span class="permalink">
@@ -1473,7 +1499,7 @@ <h3>Value Members</h3>
       </span>
       
       <p class="shortcomment cmt"></p>
-    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#getModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#getModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="getModelIfNotSet:com.johnsnowlabs.ml.ai.Bert"></a><a id="getModelIfNotSet:Bert"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html#getModelIfNotSet:com.johnsnowlabs.ml.ai.Bert" title="Permalink">
@@ -1488,7 +1514,7 @@ <h3>Value Members</h3>
         <span class="name">getModelIfNotSet</span><span class="result">: <span class="extype" name="com.johnsnowlabs.ml.ai.Bert">Bert</span></span>
       </span>
       
-      <p class="shortcomment cmt"></p>
+      
     </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="getOrDefault[T](Param[T]):T"></a>
       <span class="permalink">
@@ -1668,7 +1694,7 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
-    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#inputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#inputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="anno">
       <a id="inputAnnotatorTypes:Array[String]"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html#inputAnnotatorTypes:Array[String]" title="Permalink">
@@ -1683,8 +1709,8 @@ <h3>Value Members</h3>
         <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
       </span>
       
-      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator
-type
+      <p class="shortcomment cmt">Input Annotator Types: DOCUMENT, TOKEN
+</p><div class="fullcomment"><div class="comment cmt"><p>Input Annotator Types: DOCUMENT, TOKEN
 </p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a><a id="inputCols:StringArrayParam"></a>
@@ -2097,7 +2123,7 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
-    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#outputAnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#outputAnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="anno">
       <a id="outputAnnotatorType:BertEmbeddings.this.AnnotatorType"></a><a id="outputAnnotatorType:AnnotatorType"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html#outputAnnotatorType:BertEmbeddings.this.AnnotatorType" title="Permalink">
@@ -2112,7 +2138,9 @@ <h3>Value Members</h3>
         <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings.AnnotatorType">AnnotatorType</a></span>
       </span>
       
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+      <p class="shortcomment cmt">Output Annotator Types: WORD_EMBEDDINGS
+</p><div class="fullcomment"><div class="comment cmt"><p>Output Annotator Types: WORD_EMBEDDINGS
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a><a id="outputCol:Param[String]"></a>
       <span class="permalink">
@@ -2586,9 +2614,9 @@ <h3>Value Members</h3>
       
       <p class="shortcomment cmt"></p>
     </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings#setModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
-      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a><a id="setModelIfNotSet(SparkSession,TensorflowWrapper):BertEmbeddings"></a>
+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.BertEmbeddings"></a><a id="setModelIfNotSet(SparkSession,Option[TensorflowWrapper],Option[OnnxWrapper]):BertEmbeddings"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.BertEmbeddings" title="Permalink">
         <i class="material-icons"></i>
       </a>
     </span>
@@ -2597,7 +2625,7 @@ <h3>Value Members</h3>
         <span class="kind">def</span>
       </span>
       <span class="symbol">
-        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a>]</span>, <span name="onnxWrapper">onnxWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a></span>
       </span>
       
       <p class="shortcomment cmt"></p>
@@ -3070,6 +3098,22 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit"></a><a id="writeOnnxModel(String,SparkSession,OnnxWrapper,String,String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertEmbeddings.html#writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrapper">onnxWrapper: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="writeTensorflowHub(path:String,tfPath:String,spark:org.apache.spark.sql.SparkSession,suffix:String):Unit"></a><a id="writeTensorflowHub(String,String,SparkSession,String):Unit"></a>
       <span class="permalink">
@@ -3138,6 +3182,8 @@ <h3>Inherited from <a href="../../storage/HasStorageRef.html" class="extype" nam
               <h3>Inherited from <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.HasProtectedParams">
               <h3>Inherited from <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">
@@ -3192,6 +3238,10 @@ <h3>Parameters</h3>
               <div class="comment cmt"><p>
   A list of (hyper-)parameter keys this annotator can take. Users can set and get the
   parameter values through setters and getters, respectively.</p></div>
+            </div><div class="group" name="anno">
+              <h3>Annotator types</h3>
+              <div class="comment cmt"><p>
+  Required input and expected output annotator types</p></div>
             </div><div class="group" name="Ungrouped">
               <h3>Members</h3>
               
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings$.html
index 564012bbe8cca2..d79e2195acf2eb 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -413,7 +437,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadBertSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">ReadBertSentenceDLModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedBertSentenceModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel">ReadablePretrainedBertSentenceModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadBertSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">ReadBertSentenceDLModel</a>, <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedBertSentenceModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel">ReadablePretrainedBertSentenceModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
         </div></div>
         
 
@@ -439,7 +463,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings"><span>BertSentenceEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel"><span>ReadBertSentenceDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel"><span>ReadablePretrainedBertSentenceModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings"><span>BertSentenceEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel"><span>ReadBertSentenceDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel"><span>ReadablePretrainedBertSentenceModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -818,6 +842,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings$.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBertSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">ReadBertSentenceDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings"></a><a id="pretrained(String,String,String):BertSentenceEmbeddings"></a>
       <span class="permalink">
@@ -914,6 +954,22 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBertSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">ReadBertSentenceDLModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings$.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
       <span class="permalink">
@@ -1110,6 +1166,8 @@ <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</
               <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">
               <h3>Inherited from <a href="ReadBertSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">ReadBertSentenceDLModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel">
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.html
index 987b8b92548395..f5ad8e568eee8d 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -402,7 +426,7 @@ <h4 id="signature" class="signature">
         <span class="kind">class</span>
       </span>
       <span class="symbol">
-        <span class="name">BertSentenceEmbeddings</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a> with <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></span>
+        <span class="name">BertSentenceEmbeddings</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a> with <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></span>
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@@ -468,7 +492,7 @@ <h4 id="signature" class="signature">
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 +--------------------------------------------------------------------------------+</pre></div><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p>
-  <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> for token-level embeddings</p></span><span class="cmt"><p>
+  <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a> for sentence-level embeddings</p></span><span class="cmt"><p>
   <a href="../annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>
   for embeddings with a sequence classification layer on top</p></span><span class="cmt"><p>
   <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
@@ -476,7 +500,7 @@ <h4 id="signature" class="signature">
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-          <div class="superTypes hiddenContent"><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a>, <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a>, <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a>, <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a>, <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a>, <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a>, <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a>, <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a>, <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a>, <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a>, <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a>, <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
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@@ -502,7 +526,7 @@ <h4 id="signature" class="signature">
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+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings"><span>BertSentenceEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.HasEngine"><span>HasEngine</span></li><li class="in" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties"><span>HasCaseSensitiveProperties</span></li><li class="in" name="com.johnsnowlabs.storage.HasStorageRef"><span>HasStorageRef</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties"><span>HasEmbeddingsProperties</span></li><li class="in" name="com.johnsnowlabs.nlp.HasProtectedParams"><span>HasProtectedParams</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel"><span>WriteOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel"><span>WriteTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasBatchedAnnotate"><span>HasBatchedAnnotate</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.CanBeLazy"><span>CanBeLazy</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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@@ -2639,9 +2663,9 @@ <h3>Value Members</h3>
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 </p>
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+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):BertSentenceEmbeddings.this.type"></a><a id="setModelIfNotSet(SparkSession,Option[TensorflowWrapper],Option[OnnxWrapper]):BertSentenceEmbeddings.this.type"></a>
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-      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):BertSentenceEmbeddings.this.type" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):BertSentenceEmbeddings.this.type" title="Permalink">
         <i class="material-icons"></i>
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@@ -2650,7 +2674,7 @@ <h3>Value Members</h3>
         <span class="kind">def</span>
       </span>
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-        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>.this.type</span>
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a>]</span>, <span name="onnxWrapper">onnxWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>.this.type</span>
       </span>
       
       <p class="shortcomment cmt"></p>
@@ -3124,6 +3148,22 @@ <h3>Value Members</h3>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit"></a><a id="writeOnnxModel(String,SparkSession,OnnxWrapper,String,String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.html#writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrapper">onnxWrapper: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="writeTensorflowHub(path:String,tfPath:String,spark:org.apache.spark.sql.SparkSession,suffix:String):Unit"></a><a id="writeTensorflowHub(String,String,SparkSession,String):Unit"></a>
       <span class="permalink">
@@ -3192,6 +3232,8 @@ <h3>Inherited from <a href="../../storage/HasStorageRef.html" class="extype" nam
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             </div><div class="parent" name="com.johnsnowlabs.nlp.HasProtectedParams">
               <h3>Inherited from <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">
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             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
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             </div><div class="parent" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">
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index 6147b7a23e1c45..0fc4c3dc4b08d3 100644
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
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                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/CamemBertEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/CamemBertEmbeddings.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings$.html
index 5d9e3bde6250d4..7106df1a6bbb1c 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings.html
index cefb0e77509e88..08a0f3d7ccfc5b 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings$.html
index 41ece11d745241..2cf5968788703f 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings$.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -413,7 +437,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadDeBertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">ReadDeBertaDLModel</a>, <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedDeBertaModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel">ReadablePretrainedDeBertaModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadDeBertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">ReadDeBertaDLModel</a>, <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedDeBertaModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel">ReadablePretrainedDeBertaModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
         </div></div>
         
 
@@ -439,7 +463,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings"><span>DeBertaEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel"><span>ReadDeBertaDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel"><span>ReadablePretrainedDeBertaModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings"><span>DeBertaEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel"><span>ReadDeBertaDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel"><span>ReadablePretrainedDeBertaModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -818,6 +842,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings$.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadDeBertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">ReadDeBertaDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings"></a><a id="pretrained(String,String,String):DeBertaEmbeddings"></a>
       <span class="permalink">
@@ -914,6 +954,22 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadDeBertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">ReadDeBertaDLModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings$.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper"></a><a id="readSentencePieceModel(String,SparkSession,String,String):SentencePieceWrapper"></a>
       <span class="permalink">
@@ -1142,6 +1198,8 @@ <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</
               <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">
               <h3>Inherited from <a href="ReadDeBertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">ReadDeBertaDLModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">
               <h3>Inherited from <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.html
index 61a9418412a10a..8fb4f119ef6300 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
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                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -402,7 +426,7 @@ <h4 id="signature" class="signature">
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@@ -506,7 +530,7 @@ <h4 id="signature" class="signature">
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+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings"><span>DeBertaEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.HasEngine"><span>HasEngine</span></li><li class="in" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties"><span>HasCaseSensitiveProperties</span></li><li class="in" name="com.johnsnowlabs.storage.HasStorageRef"><span>HasStorageRef</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties"><span>HasEmbeddingsProperties</span></li><li class="in" name="com.johnsnowlabs.nlp.HasProtectedParams"><span>HasProtectedParams</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel"><span>WriteSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel"><span>WriteOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel"><span>WriteTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasBatchedAnnotate"><span>HasBatchedAnnotate</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.CanBeLazy"><span>CanBeLazy</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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@@ -2552,9 +2576,9 @@ <h3>Value Members</h3>
       
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-      <a href="../../../../com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,spp:com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper):com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" title="Permalink">
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@@ -2563,7 +2587,7 @@ <h3>Value Members</h3>
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+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a>]</span>, <span name="onnxWrapper">onnxWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>, <span name="spp">spp: <span class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper">SentencePieceWrapper</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a></span>
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       <p class="shortcomment cmt"></p>
@@ -2987,6 +3011,22 @@ <h3>Value Members</h3>
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+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.html#writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span class="name">writeOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrapper">onnxWrapper: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel#writeSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="writeSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,spp:com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper,suffix:String,filename:String):Unit"></a><a id="writeSentencePieceModel(String,SparkSession,SentencePieceWrapper,String,String):Unit"></a>
       <span class="permalink">
@@ -3073,6 +3113,8 @@ <h3>Inherited from <a href="HasEmbeddingsProperties.html" class="extype" name="c
               <h3>Inherited from <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">
               <h3>Inherited from <a href="../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings$.html
index ecfeab00ba476d..430c2042f408d6 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -413,7 +437,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadDistilBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">ReadDistilBertDLModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedDistilBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel">ReadablePretrainedDistilBertModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadDistilBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">ReadDistilBertDLModel</a>, <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedDistilBertModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel">ReadablePretrainedDistilBertModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
         </div></div>
         
 
@@ -439,7 +463,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings"><span>DistilBertEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel"><span>ReadDistilBertDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel"><span>ReadablePretrainedDistilBertModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings"><span>DistilBertEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel"><span>ReadDistilBertDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel"><span>ReadablePretrainedDistilBertModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -818,6 +842,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings$.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadDistilBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">ReadDistilBertDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings"></a><a id="pretrained(String,String,String):DistilBertEmbeddings"></a>
       <span class="permalink">
@@ -914,6 +954,22 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadDistilBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">ReadDistilBertDLModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings$.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
       <span class="permalink">
@@ -1110,6 +1166,8 @@ <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</
               <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">
               <h3>Inherited from <a href="ReadDistilBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">ReadDistilBertDLModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel">
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.html
index 643c5871276fc0..732373291191a3 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
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                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
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+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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@@ -515,7 +539,7 @@ <h4 id="signature" class="signature">
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+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" title="Permalink">
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@@ -2606,7 +2630,7 @@ <h3>Value Members</h3>
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+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a>]</span>, <span name="onnxWrapper">onnxWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a></span>
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       <p class="shortcomment cmt"></p>
@@ -3079,6 +3103,22 @@ <h3>Value Members</h3>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.html#writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit" title="Permalink">
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+      <span class="modifier_kind">
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+        <span class="kind">def</span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="class" href="" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
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+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
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+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.E5Embeddings</title>
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+                        <span class="separator"></span>
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+                        <a href="ReadablePretrainedXlmRobertaModel.html" title="">ReadablePretrainedXlmRobertaModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlmRobertaSentenceModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlmRobertaSentenceModel.html" title="">ReadablePretrainedXlmRobertaSentenceModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlnetModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlnetModel.html" title="">ReadablePretrainedXlnetModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadsFromBytes.html" title=""></a>
+                        <a href="ReadsFromBytes.html" title="">ReadsFromBytes</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
+                        <a href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.">RoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
+                        <a href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa.">RoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsBinaryIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsBinaryIndexer$.html" title="">WordEmbeddingsBinaryIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsReader.html" title=""></a>
+                        <a href="WordEmbeddingsReader.html" title="">WordEmbeddingsReader</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsTextIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsTextIndexer$.html" title="">WordEmbeddingsTextIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsWriter.html" title=""></a>
+                        <a href="WordEmbeddingsWriter.html" title="">WordEmbeddingsWriter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
+                        <a class="class" href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding"></a>
+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="object value">
+      <div id="definition">
+        <a href="E5Embeddings.html" title="See companion class"><div class="big-circle object-companion-class">o</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="E5Embeddings.html" title="See companion class">E5Embeddings</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="E5Embeddings.html" title="See companion class">class E5Embeddings</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">E5Embeddings</span><span class="result"> extends <a href="ReadablePretrainedE5Model.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> with <a href="ReadE5DLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This is the companion object of <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>. Please refer to that class for the
+documentation.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadE5DLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedE5Model.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
+          </span>
+          <i class="clear material-icons"></i>
+        </div>
+        <div id="filterby">
+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings"><span>E5Embeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel"><span>ReadE5DLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model"><span>ReadablePretrainedE5Model</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
+              </ol>
+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#!=(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a><a id="addReader((E5Embeddings,String,SparkSession)⇒Unit):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLang" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLang:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#defaultLang:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLang</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLoc" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLoc:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#defaultLoc:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLoc</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#defaultModelName" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultModelName:Some[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#defaultModelName:Some[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultModelName</span><span class="result">: <span class="extype" name="scala.Some">Some</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedE5Model.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#load(path:String):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel#loadSavedModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="loadSavedModel(String,SparkSession):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadSavedModel</span><span class="params">(<span name="modelPath">modelPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadE5DLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="pretrained(String,String,String):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java default argument interoperability</p><div class="fullcomment"><div class="comment cmt"><p>Java default argument interoperability</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedE5Model.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="pretrained(String,String):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedE5Model.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="pretrained(String):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#pretrained(name:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedE5Model.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained():com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="pretrained():E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#pretrained():com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">()</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java compliant-overrides</p><div class="fullcomment"><div class="comment cmt"><p>Java compliant-overrides</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedE5Model.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a><a id="read:MLReader[E5Embeddings]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#read:org.apache.spark.ml.util.MLReader[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.E5Embeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(E5Embeddings,String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#readModel(instance:com.johnsnowlabs.nlp.embeddings.E5Embeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readModel</span><span class="params">(<span name="instance">instance: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadE5DLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowChkPoints</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowHub(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowHub</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Option[Map[String,String]]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="savedSignatures">savedSignatures: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowWithSPModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowWithSPModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowWithSPModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="loadSP">loadSP: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel#tfFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#tfFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadE5DLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">
+              <h3>Inherited from <a href="ReadE5DLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">
+              <h3>Inherited from <a href="ReadablePretrainedE5Model.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasPretrained">
+              <h3>Inherited from <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/E5Embeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/E5Embeddings.html
new file mode 100644
index 00000000000000..100579ebf5f2b5
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/E5Embeddings.html
@@ -0,0 +1,3228 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <meta http-equiv="X-UA-Compatible" content="IE=edge" />
+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.E5Embeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.E5Embeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.E5Embeddings" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      
+      <link href="../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      
+      <script type="text/javascript">
+        /* this variable can be used by the JS to determine the path to the root document */
+        var toRoot = '../../../../';
+      </script>
+    
+        </head>
+        <body>
+      <div id="search">
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+      <div id="content-scroll-container" style="-webkit-overflow-scrolling: touch;">
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+              <h1>Packages</h1>
+              <ul>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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+                        <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
+                        <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
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+                        <a href="BertEmbeddings.html" title="Token-level embeddings using BERT.">BertEmbeddings</a>
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+                        <a class="object" href="BertSentenceEmbeddings$.html" title="This is the companion object of BertSentenceEmbeddings."></a>
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+                        <a class="class" href="CamemBertEmbeddings.html" title="The CamemBERT model was proposed in CamemBERT: a Tasty French Language Model by Louis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, Yoann Dupont, Laurent Romary, Éric Villemonte de la Clergerie, Djamé Seddah, and Benoît Sagot."></a>
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+                        <a href="ChunkEmbeddings.html" title="This annotator utilizes WordEmbeddings, BertEmbeddings etc.">ChunkEmbeddings</a>
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+                        <a class="object" href="DeBertaEmbeddings$.html" title="This is the companion object of DeBertaEmbeddings."></a>
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+                        <a class="object" href="DistilBertEmbeddings$.html" title="This is the companion object of DistilBertEmbeddings."></a>
+                        <a class="class" href="DistilBertEmbeddings.html" title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base."></a>
+                        <a href="DistilBertEmbeddings.html" title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base.">DistilBertEmbeddings</a>
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+                        <a class="object" href="Doc2VecApproach$.html" title="This is the companion object of Doc2VecApproach."></a>
+                        <a class="class" href="Doc2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Doc2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecApproach</a>
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+                        <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
+                        <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
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+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
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+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
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+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
+                        <a class="class" href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding"></a>
+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="class type">
+      <div id="definition">
+        <a href="E5Embeddings$.html" title="See companion object"><div class="big-circle class-companion-object">c</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="E5Embeddings$.html" title="See companion object">E5Embeddings</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="E5Embeddings$.html" title="See companion object">object E5Embeddings</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">E5Embeddings</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Sentence embeddings using E5.</p><p>E5, an instruction-finetuned text embedding model that can generate text embeddings tailored
+to any task (e.g., classification, retrieval, clustering, text evaluation, etc.)</p><p>Pretrained models can be loaded with <code>pretrained</code> of the companion object:</p><pre><span class="kw">val</span> embeddings = E5Embeddings.pretrained()
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"e5_embeddings"</span>)</pre><p>The default model is <code>&quot;e5_small&quot;</code>, if no name is provided.</p><p>For available pretrained models please see the
+<a href="https://sparknlp.org/models?q=E5" target="_blank">Models Hub</a>.</p><p>For extended examples of usage, see
+<a href="https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala" target="_blank">E5EmbeddingsTestSpec</a>.</p><p><b>Sources</b> :</p><p><a href="https://arxiv.org/pdf/2212.03533" target="_blank">Text Embeddings by Weakly-Supervised Contrastive Pre-training</a></p><p><a href="https://github.com/microsoft/unilm/tree/master/e5" target="_blank">E5 Github Repository</a></p><p><b> Paper abstract </b></p><p><i>This paper presents E5, a family of state-of-the-art text embeddings that transfer well to a
+wide range of tasks. The model is trained in a contrastive manner with weak supervision
+signals from our curated large-scale text pair dataset (called CCPairs). E5 can be readily
+used as a general-purpose embedding model for any tasks requiring a single-vector
+representation of texts such as retrieval, clustering, and classification, achieving strong
+performance in both zero-shot and fine-tuned settings. We conduct extensive evaluations on 56
+datasets from the BEIR and MTEB benchmarks. For zero-shot settings, E5 is the first model that
+outperforms the strong BM25 baseline on the BEIR retrieval benchmark without using any labeled
+data. When fine-tuned, E5 obtains the best results on the MTEB benchmark, beating existing
+embedding models with 40× more parameters.</i></p><h4>Example</h4><pre><span class="kw">import</span> spark.implicits._
+<span class="kw">import</span> com.johnsnowlabs.nlp.base.DocumentAssembler
+<span class="kw">import</span> com.johnsnowlabs.nlp.annotators.Tokenizer
+<span class="kw">import</span> com.johnsnowlabs.nlp.embeddings.E5Embeddings
+<span class="kw">import</span> com.johnsnowlabs.nlp.EmbeddingsFinisher
+<span class="kw">import</span> org.apache.spark.ml.Pipeline
+
+<span class="kw">val</span> documentAssembler = <span class="kw">new</span> DocumentAssembler()
+  .setInputCol(<span class="lit">"text"</span>)
+  .setOutputCol(<span class="lit">"document"</span>)
+
+<span class="kw">val</span> embeddings = E5Embeddings.pretrained(<span class="lit">"e5_small"</span>, <span class="lit">"en"</span>)
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"e5_embeddings"</span>)
+
+<span class="kw">val</span> embeddingsFinisher = <span class="kw">new</span> EmbeddingsFinisher()
+  .setInputCols(<span class="lit">"e5_embeddings"</span>)
+  .setOutputCols(<span class="lit">"finished_embeddings"</span>)
+  .setOutputAsVector(<span class="kw">true</span>)
+
+<span class="kw">val</span> pipeline = <span class="kw">new</span> Pipeline().setStages(<span class="std">Array</span>(
+  documentAssembler,
+  embeddings,
+  embeddingsFinisher
+))
+
+<span class="kw">val</span> data = <span class="std">Seq</span>(<span class="lit">"query: how much protein should a female eat"</span>,
+<span class="lit">"passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 grams per day."</span> +
+But, as you can see from <span class="kw">this</span> chart, you'll need to increase that <span class="kw">if</span> you're expecting or training <span class="kw">for</span> a<span class="lit">" +
+marathon. Check out the chart below to see how much protein you should be eating each day."</span>
+
+).toDF(<span class="lit">"text"</span>)
+<span class="kw">val</span> result = pipeline.fit(data).transform(data)
+
+result.selectExpr(<span class="lit">"explode(finished_embeddings) as result"</span>).show(<span class="num">1</span>, <span class="num">80</span>)
++--------------------------------------------------------------------------------+
+|                                                                          result|
++--------------------------------------------------------------------------------+
+|[[<span class="num">8.0190285E-4</span>, -<span class="num">0.005974853</span>, -<span class="num">0.072875895</span>, <span class="num">0.007944068</span>, <span class="num">0.026059335</span>, -<span class="num">0.0080</span>...|
+[[<span class="num">0.050514214</span>, <span class="num">0.010061974</span>, -<span class="num">0.04340176</span>, -<span class="num">0.020937217</span>, <span class="num">0.05170225</span>, <span class="num">0.01157857</span>...|
++--------------------------------------------------------------------------------+</pre></div><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p>
+  <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
+  based embeddings</p></span></dd></dl><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a>, <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a>, <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a>, <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a>, <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a>, <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
+          </span>
+          <i class="clear material-icons"></i>
+        </div>
+        <div id="filterby">
+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              <li class="group out"><span>Grouped</span></li>
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings"><span>E5Embeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.HasEngine"><span>HasEngine</span></li><li class="in" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties"><span>HasCaseSensitiveProperties</span></li><li class="in" name="com.johnsnowlabs.storage.HasStorageRef"><span>HasStorageRef</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties"><span>HasEmbeddingsProperties</span></li><li class="in" name="com.johnsnowlabs.nlp.HasProtectedParams"><span>HasProtectedParams</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel"><span>WriteTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasBatchedAnnotate"><span>HasBatchedAnnotate</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.CanBeLazy"><span>CanBeLazy</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
+              </ol>
+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="&lt;init&gt;:E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">E5Embeddings</span><span class="params">()</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="&lt;init&gt;:E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">E5Embeddings</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>
+  required uid for storing annotator to disk</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ProtectedParam[T]extendsParam[T]"></a><a id="ProtectedParam[T]:(HasProtectedParams.this)#ProtectedParam[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/HasProtectedParams$ProtectedParam.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../HasProtectedParams$ProtectedParam.html"><span class="name">ProtectedParam</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel.AnnotationContent" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotationContent=Seq[org.apache.spark.sql.Row]"></a><a id="AnnotationContent:AnnotationContent"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#AnnotationContent=Seq[org.apache.spark.sql.Row]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotationContent</span><span class="result alias"> = <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">internal types to show Rows as a relevant StructType Should be deleted once Spark releases
+UserDefinedTypes to @developerAPI
+</p><div class="fullcomment"><div class="comment cmt"><p>internal types to show Rows as a relevant StructType Should be deleted once Spark releases
+UserDefinedTypes to @developerAPI
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a><a id="AnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#AnnotatorType=String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result alias"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#!=(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="$[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a><a id="$$[T](StructFeature[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a><a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a><a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a><a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#_transform" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="_transform(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):org.apache.spark.sql.DataFrame"></a><a id="_transform(Dataset[_],Option[PipelineModel]):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#_transform(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">_transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#afterAnnotate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a><a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#batchAnnotate" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="batchAnnotate(batchedAnnotations:Seq[Array[com.johnsnowlabs.nlp.Annotation]]):Seq[Seq[com.johnsnowlabs.nlp.Annotation]]"></a><a id="batchAnnotate(Seq[Array[Annotation]]):Seq[Seq[Annotation]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#batchAnnotate(batchedAnnotations:Seq[Array[com.johnsnowlabs.nlp.Annotation]]):Seq[Seq[com.johnsnowlabs.nlp.Annotation]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchAnnotate</span><span class="params">(<span name="batchedAnnotations">batchedAnnotations: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Array">Array</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation
+type
+</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation
+type
+</p></div><dl class="paramcmts block"><dt class="param">batchedAnnotations</dt><dd class="cmt"><p>
+  Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>
+  any number of annotations processed for every input annotation. Not necessary one to one
+  relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a> → <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#batchProcess" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="batchProcess(rows:Iterator[_]):Iterator[org.apache.spark.sql.Row]"></a><a id="batchProcess(Iterator[_]):Iterator[Row]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#batchProcess(rows:Iterator[_]):Iterator[org.apache.spark.sql.Row]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchProcess</span><span class="params">(<span name="rows">rows: <span class="extype" name="scala.Iterator">Iterator</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#batchSize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="batchSize:org.apache.spark.ml.param.IntParam"></a><a id="batchSize:IntParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#batchSize:org.apache.spark.ml.param.IntParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchSize</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Size of every batch (Default depends on model).</p><div class="fullcomment"><div class="comment cmt"><p>Size of every batch (Default depends on model).
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a><a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties#caseSensitive" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a><a id="caseSensitive:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Whether to ignore case in index lookups (Default depends on model)
+</p><div class="fullcomment"><div class="comment cmt"><p>Whether to ignore case in index lookups (Default depends on model)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a><a id="checkSchema(StructType,String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a><a id="clear(Param[_]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#configProtoBytes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="configProtoBytes:org.apache.spark.ml.param.IntArrayParam"></a><a id="configProtoBytes:IntArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#configProtoBytes:org.apache.spark.ml.param.IntArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">configProtoBytes</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntArrayParam">IntArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">ConfigProto from tensorflow, serialized into byte array.</p><div class="fullcomment"><div class="comment cmt"><p>ConfigProto from tensorflow, serialized into byte array. Get with
+<code>config_proto.SerializeToString()</code>
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a><a id="copy(ParamMap):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#createDatabaseConnection" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="createDatabaseConnection(database:com.johnsnowlabs.storage.Database.Name):com.johnsnowlabs.storage.RocksDBConnection"></a><a id="createDatabaseConnection(Name):RocksDBConnection"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#createDatabaseConnection(database:com.johnsnowlabs.storage.Database.Name):com.johnsnowlabs.storage.RocksDBConnection" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">createDatabaseConnection</span><span class="params">(<span name="database">database: <a href="../../storage/Database$.html#Name=com.johnsnowlabs.storage.Database" class="extmbr" name="com.johnsnowlabs.storage.Database.Name">Name</a></span>)</span><span class="result">: <a href="../../storage/RocksDBConnection.html" class="extype" name="com.johnsnowlabs.storage.RocksDBConnection">RocksDBConnection</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#dimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="dimension:HasEmbeddingsProperties.this.ProtectedParam[Int]"></a><a id="dimension:ProtectedParam[Int]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#dimension:HasEmbeddingsProperties.this.ProtectedParam[Int]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dimension</span><span class="result">: <a href="#ProtectedParam[T]extendsParam[T]" class="extmbr" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam">ProtectedParam</a>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Number of embedding dimensions (Default depends on model)
+</p><div class="fullcomment"><div class="comment cmt"><p>Number of embedding dimensions (Default depends on model)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasEngine#engine" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="engine:org.apache.spark.ml.param.Param[String]"></a><a id="engine:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#engine:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">engine</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">This param is set internally once via loadSavedModel.</p><div class="fullcomment"><div class="comment cmt"><p>This param is set internally once via loadSavedModel. That's why there is no setter
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a><a id="explainParam(Param[_]):String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#explainParams():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a><a id="extraValidate(StructType):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#extraValidateMsg:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap():ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap(ParamMap):ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a><a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a><a id="get[T](StructFeature[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a><a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a><a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a><a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="get[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#getBatchSize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getBatchSize:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getBatchSize:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getBatchSize</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Size of every batch.</p><div class="fullcomment"><div class="comment cmt"><p>Size of every batch.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties#getCaseSensitive" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getCaseSensitive:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getCaseSensitive:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#getConfigProtoBytes" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getConfigProtoBytes:Option[Array[Byte]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getConfigProtoBytes:Option[Array[Byte]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getConfigProtoBytes</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="getDefault[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#getDimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getDimension:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getDimension:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDimension</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasEngine#getEngine" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getEngine:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getEngine:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEngine</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getInputCols:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#getLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLazyAnnotator:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getLazyAnnotator:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLazyAnnotator</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#getMaxSentenceLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getMaxSentenceLength:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getMaxSentenceLength:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMaxSentenceLength</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#getModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getModelIfNotSet:com.johnsnowlabs.ml.ai.E5"></a><a id="getModelIfNotSet:E5"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getModelIfNotSet:com.johnsnowlabs.ml.ai.E5" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getModelIfNotSet</span><span class="result">: <span class="extype" name="com.johnsnowlabs.ml.ai.E5">E5</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="getOrDefault[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getOutputCol:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a><a id="getParam(String):Param[Any]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#getSignatures" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getSignatures:Option[Map[String,String]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getSignatures:Option[Map[String,String]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSignatures</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#getStorageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getStorageRef:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#getStorageRef:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getStorageRef</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a><a id="hasDefault[T](Param[T]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a><a id="hasParam(String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#hasParam(paramName:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#hasParent:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a><a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a><a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#inputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#inputAnnotatorTypes:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+type
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a><a id="inputCols:StringArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isDefined(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isSet(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#isTraceEnabled():Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#lazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="lazyAnnotator:org.apache.spark.ml.param.BooleanParam"></a><a id="lazyAnnotator:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#lazyAnnotator:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lazyAnnotator</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a><a id="log:Logger"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#log:org.slf4j.Logger" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logDebug(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a><a id="logDebug(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logDebug(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logError(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a><a id="logError(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logError(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logInfo(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a><a id="logInfo(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logInfo(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logName:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logTrace(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a><a id="logTrace(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logTrace(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logWarning(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a><a id="logWarning(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#logWarning(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#maxSentenceLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="maxSentenceLength:org.apache.spark.ml.param.IntParam"></a><a id="maxSentenceLength:IntParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#maxSentenceLength:org.apache.spark.ml.param.IntParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxSentenceLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Max sentence length to process (Default: <code>128</code>)
+</p>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#msgHelper" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="msgHelper(schema:org.apache.spark.sql.types.StructType):String"></a><a id="msgHelper(StructType):String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#msgHelper(schema:org.apache.spark.sql.types.StructType):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">msgHelper</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#onWrite" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="onWrite(String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a> → <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#optionalInputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="optionalInputAnnotatorTypes:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#optionalInputAnnotatorTypes:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">optionalInputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#outputAnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:E5Embeddings.this.AnnotatorType"></a><a id="outputAnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#outputAnnotatorType:E5Embeddings.this.AnnotatorType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a><a id="outputCol:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a><a id="params:Array[Param[_]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a><a id="parent:Estimator[E5Embeddings]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#parent:org.apache.spark.ml.Estimator[M]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a><a id="save(String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#save(path:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#sentenceEndTokenId" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="sentenceEndTokenId:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#sentenceEndTokenId:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentenceEndTokenId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#sentenceStartTokenId" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentenceStartTokenId:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#sentenceStartTokenId:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentenceStartTokenId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.HasProtectedParams#set" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:HasProtectedParams.this.ProtectedParam[T],value:T):&lt;refinement&gt;.type"></a><a id="set[T](ProtectedParam[T],T):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#set[T](param:HasProtectedParams.this.ProtectedParam[T],value:T):&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <a href="#ProtectedParam[T]extendsParam[T]" class="extmbr" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam">ProtectedParam</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Sets the value for a protected Param.</p><div class="fullcomment"><div class="comment cmt"><p>Sets the value for a protected Param.</p><p>If the parameter was already set, it will not be set again. Default values do not count as a
+set value and can be overridden.
+</p></div><dl class="paramcmts block"><dt class="tparam">T</dt><dd class="cmt"><p>
+  Type of the parameter</p></dd><dt class="param">param</dt><dd class="cmt"><p>
+  Protected parameter to set</p></dd><dt class="param">value</dt><dd class="cmt"><p>
+  Value for the parameter</p></dd><dt>returns</dt><dd class="cmt"><p>
+  This object</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a><a id="set[T](StructFeature[T],T):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a><a id="set[K,V](MapFeature[K,V],Map[K,V]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a><a id="set[T](SetFeature[T],Set[T]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a><a id="set[T](ArrayFeature[T],Array[T]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a><a id="set(ParamPair[_]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a><a id="set(String,Any):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#set(param:String,value:Any):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="set[T](Param[T],T):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#setBatchSize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
+      <a id="setBatchSize(size:Int):com.johnsnowlabs.nlp.&lt;refinement&gt;.type"></a><a id="setBatchSize(Int):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setBatchSize(size:Int):com.johnsnowlabs.nlp.&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setBatchSize</span><span class="params">(<span name="size">size: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Size of every batch.</p><div class="fullcomment"><div class="comment cmt"><p>Size of every batch.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#setCaseSensitive" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
+      <a id="setCaseSensitive(value:Boolean):E5Embeddings.this.type"></a><a id="setCaseSensitive(Boolean):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setCaseSensitive(value:Boolean):E5Embeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Whether to lowercase tokens or not
+</p><div class="fullcomment"><div class="comment cmt"><p>Whether to lowercase tokens or not
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a> → <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#setConfigProtoBytes" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setConfigProtoBytes(bytes:Array[Int]):E5Embeddings.this.type"></a><a id="setConfigProtoBytes(Array[Int]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setConfigProtoBytes(bytes:Array[Int]):E5Embeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setConfigProtoBytes</span><span class="params">(<span name="bytes">bytes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a><a id="setDefault[T](StructFeature[T],()⇒T):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a><a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a><a id="setDefault[T](SetFeature[T],()⇒Set[T]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a><a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a><a id="setDefault(ParamPair[_]*):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="setDefault[T](Param[T],T):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="org.apache.spark.ml">org.apache.spark.ml</span>] </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#setDimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
+      <a id="setDimension(value:Int):E5Embeddings.this.type"></a><a id="setDimension(Int):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setDimension(value:Int):E5Embeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDimension</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Set Embeddings dimensions for the BERT model Only possible to set this when the first time
+is saved dimension is not changeable, it comes from BERT config file
+</p><div class="fullcomment"><div class="comment cmt"><p>Set Embeddings dimensions for the BERT model Only possible to set this when the first time
+is saved dimension is not changeable, it comes from BERT config file
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a> → <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a><a id="setInputCols(String*):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a><a id="setInputCols(Array[String]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#setLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setLazyAnnotator(value:Boolean):&lt;refinement&gt;.type"></a><a id="setLazyAnnotator(Boolean):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setLazyAnnotator(value:Boolean):&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLazyAnnotator</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#setMaxSentenceLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setMaxSentenceLength(value:Int):E5Embeddings.this.type"></a><a id="setMaxSentenceLength(Int):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setMaxSentenceLength(value:Int):E5Embeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxSentenceLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#setModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="setModelIfNotSet(SparkSession,TensorflowWrapper):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a><a id="setOutputCol(String):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a><a id="setParent(Estimator[E5Embeddings]):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#setSignatures" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setSignatures(value:Map[String,String]):E5Embeddings.this.type"></a><a id="setSignatures(Map[String,String]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setSignatures(value:Map[String,String]):E5Embeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSignatures</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#setStorageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setStorageRef(value:String):HasStorageRef.this.type"></a><a id="setStorageRef(String):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setStorageRef(value:String):HasStorageRef.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setStorageRef</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#setVocabulary" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setVocabulary(value:Map[String,Int]):E5Embeddings.this.type"></a><a id="setVocabulary(Map[String,Int]):E5Embeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#setVocabulary(value:Map[String,Int]):E5Embeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVocabulary</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#signatures" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="signatures:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]"></a><a id="signatures:MapFeature[String,String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#signatures:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">signatures</span><span class="result">: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">It contains TF model signatures for the laded saved model
+</p>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#storageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="storageRef:org.apache.spark.ml.param.Param[String]"></a><a id="storageRef:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#storageRef:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">storageRef</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Unique identifier for storage (Default: <code>this.uid</code>)
+</p><div class="fullcomment"><div class="comment cmt"><p>Unique identifier for storage (Default: <code>this.uid</code>)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#tokenize" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tokenize(sentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]"></a><a id="tokenize(Seq[Annotation]):Seq[WordpieceTokenizedSentence]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#tokenize(sentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tokenize</span><span class="params">(<span name="sentences">sentences: <span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<a href="../annotators/common/WordpieceTokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence">WordpieceTokenizedSentence</a>]</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_]):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still
+available separately metadata is built at schema level to record annotations structural
+information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still
+available separately metadata is built at schema level to record annotations structural
+information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p>
+  <span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType,Boolean):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#uid" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#uid:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a><a id="validate(StructType):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.
+</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>
+  to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>
+  True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#validateStorageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validateStorageRef(dataset:org.apache.spark.sql.Dataset[_],inputCols:Array[String],annotatorType:String):Unit"></a><a id="validateStorageRef(Dataset[_],Array[String],String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#validateStorageRef(dataset:org.apache.spark.sql.Dataset[_],inputCols:Array[String],annotatorType:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validateStorageRef</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="inputCols">inputCols: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings#vocabulary" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="vocabulary:com.johnsnowlabs.nlp.serialization.MapFeature[String,Int]"></a><a id="vocabulary:MapFeature[String,Int]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#vocabulary:com.johnsnowlabs.nlp.serialization.MapFeature[String,Int]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vocabulary</span><span class="result">: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Vocabulary used to encode the words to ids with WordPieceEncoder
+</p>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a><a id="wrapColumnMetadata(Column):Column"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#wrapEmbeddingsMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a><a id="wrapEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#wrapSentenceEmbeddingsMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapSentenceEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a><a id="wrapSentenceEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#wrapSentenceEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapSentenceEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a><a id="write:MLWriter"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#write:org.apache.spark.ml.util.MLWriter" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowHub(path:String,tfPath:String,spark:org.apache.spark.sql.SparkSession,suffix:String):Unit"></a><a id="writeTensorflowHub(String,String,SparkSession,String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#writeTensorflowHub(path:String,tfPath:String,spark:org.apache.spark.sql.SparkSession,suffix:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowHub</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tfPath">tfPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;_use&quot;</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit"></a><a id="writeTensorflowModel(String,SparkSession,TensorflowWrapper,String,String,Option[Array[Byte]]):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowModelV2" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowModelV2(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]],savedSignatures:Option[Map[String,String]]):Unit"></a><a id="writeTensorflowModelV2(String,SparkSession,TensorflowWrapper,String,String,Option[Array[Byte]],Option[Map[String,String]]):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html#writeTensorflowModelV2(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]],savedSignatures:Option[Map[String,String]]):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowModelV2</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>, <span name="savedSignatures">savedSignatures: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasEngine">
+              <h3>Inherited from <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">
+              <h3>Inherited from <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.storage.HasStorageRef">
+              <h3>Inherited from <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">
+              <h3>Inherited from <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasProtectedParams">
+              <h3>Inherited from <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">
+              <h3>Inherited from <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.CanBeLazy">
+              <h3>Inherited from <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="param">
+              <h3>Parameters</h3>
+              <div class="comment cmt"><p>
+  A list of (hyper-)parameter keys this annotator can take. Users can set and get the
+  parameter values through setters and getters, respectively.</p></div>
+            </div><div class="group" name="Ungrouped">
+              <h3>Members</h3>
+              
+            </div><div class="group" name="setParam">
+              <h3>Parameter setters</h3>
+              
+            </div><div class="group" name="getParam">
+              <h3>Parameter getters</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings$.html
index fbd06e534086cc..b33aea25d2a848 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ElmoEmbeddings.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsCoverage$CoverageResult.html b/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsCoverage$CoverageResult.html
index d7c4b8fa46140e..b90549a0a4aeb4 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsCoverage.html b/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsCoverage.html
index a92b6908023196..ab5c44ccd727a3 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddingsProperties.html b/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddingsProperties.html
index cd5b8051c63d0e..d51f1f33ac1c92 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddingsProperties.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="" title=""></a>
                         <a href="" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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@@ -414,7 +438,7 @@ <h4 id="signature" class="signature">
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               Known Subclasses
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+                        <a href="BertEmbeddings.html" title="Token-level embeddings using BERT.">BertEmbeddings</a>
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+                        <a class="object" href="BertSentenceEmbeddings$.html" title="This is the companion object of BertSentenceEmbeddings."></a>
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+                        <a class="object" href="CamemBertEmbeddings$.html" title="This is the companion object of CamemBertEmbeddings."></a>
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+                        <a href="DeBertaEmbeddings.html" title="The DeBERTa model was proposed in DeBERTa: Decoding-enhanced BERT with Disentangled Attention by Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen It is based on Google’s BERT model released in 2018 and Facebook’s RoBERTa model released in 2019.">DeBertaEmbeddings</a>
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+                        <a class="object" href="DistilBertEmbeddings$.html" title="This is the companion object of DistilBertEmbeddings."></a>
+                        <a class="class" href="DistilBertEmbeddings.html" title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base."></a>
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+                        <a class="object" href="Doc2VecApproach$.html" title="This is the companion object of Doc2VecApproach."></a>
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+                        <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
+                        <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
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+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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+                        <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
+                        <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
+                        <a href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark.">ElmoEmbeddings</a>
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+                        <a class="object" href="" title="This is the companion object of InstructorEmbeddings."></a>
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+                        <a class="trait" href="ReadablePretrainedUSEModel.html" title=""></a>
+                        <a href="ReadablePretrainedUSEModel.html" title="">ReadablePretrainedUSEModel</a>
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+                        <a class="trait" href="ReadablePretrainedWord2Vec.html" title=""></a>
+                        <a href="ReadablePretrainedWord2Vec.html" title="">ReadablePretrainedWord2Vec</a>
+                      </li><li class="current-entities indented4">
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+                        <a class="trait" href="ReadablePretrainedWordEmbeddings.html" title=""></a>
+                        <a href="ReadablePretrainedWordEmbeddings.html" title="">ReadablePretrainedWordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
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+                        <a href="ReadablePretrainedXlmRobertaModel.html" title="">ReadablePretrainedXlmRobertaModel</a>
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+                        <span class="separator"></span>
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+                        <a href="ReadablePretrainedXlmRobertaSentenceModel.html" title="">ReadablePretrainedXlmRobertaSentenceModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlnetModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlnetModel.html" title="">ReadablePretrainedXlnetModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadsFromBytes.html" title=""></a>
+                        <a href="ReadsFromBytes.html" title="">ReadsFromBytes</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
+                        <a href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.">RoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
+                        <a href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa.">RoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsBinaryIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsBinaryIndexer$.html" title="">WordEmbeddingsBinaryIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsReader.html" title=""></a>
+                        <a href="WordEmbeddingsReader.html" title="">WordEmbeddingsReader</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsTextIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsTextIndexer$.html" title="">WordEmbeddingsTextIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsWriter.html" title=""></a>
+                        <a href="WordEmbeddingsWriter.html" title="">WordEmbeddingsWriter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
+                        <a class="class" href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding"></a>
+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="object value">
+      <div id="definition">
+        <a href="InstructorEmbeddings.html" title="See companion class"><div class="big-circle object-companion-class">o</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="InstructorEmbeddings.html" title="See companion class">InstructorEmbeddings</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="InstructorEmbeddings.html" title="See companion class">class InstructorEmbeddings</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">InstructorEmbeddings</span><span class="result"> extends <a href="ReadablePretrainedInstructorModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> with <a href="ReadInstructorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel">ReadInstructorDLModel</a> with <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This is the companion object of <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>. Please refer to that class for the
+documentation.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadInstructorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel">ReadInstructorDLModel</a>, <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedInstructorModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
+          </span>
+          <i class="clear material-icons"></i>
+        </div>
+        <div id="filterby">
+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"><span>InstructorEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel"><span>ReadInstructorDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel"><span>ReadablePretrainedInstructorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
+              </ol>
+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#!=(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a><a id="addReader((InstructorEmbeddings,String,SparkSession)⇒Unit):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLang" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLang:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#defaultLang:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLang</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLoc" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLoc:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#defaultLoc:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLoc</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#defaultModelName" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultModelName:Some[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#defaultModelName:Some[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultModelName</span><span class="result">: <span class="extype" name="scala.Some">Some</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedInstructorModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#load(path:String):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel#loadSavedModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="loadSavedModel(String,SparkSession):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadSavedModel</span><span class="params">(<span name="modelPath">modelPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadInstructorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel">ReadInstructorDLModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="pretrained(String,String,String):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java default argument interoperability</p><div class="fullcomment"><div class="comment cmt"><p>Java default argument interoperability</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedInstructorModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="pretrained(String,String):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedInstructorModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="pretrained(String):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#pretrained(name:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedInstructorModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained():com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="pretrained():InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#pretrained():com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">()</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java compliant-overrides</p><div class="fullcomment"><div class="comment cmt"><p>Java compliant-overrides</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedInstructorModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a><a id="read:MLReader[InstructorEmbeddings]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#read:org.apache.spark.ml.util.MLReader[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(InstructorEmbeddings,String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#readModel(instance:com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readModel</span><span class="params">(<span name="instance">instance: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadInstructorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel">ReadInstructorDLModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper"></a><a id="readSentencePieceModel(String,SparkSession,String,String):SentencePieceWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readSentencePieceModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper">SentencePieceWrapper</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowChkPoints</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowHub(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowHub</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Option[Map[String,String]]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="savedSignatures">savedSignatures: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowWithSPModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowWithSPModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowWithSPModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="loadSP">loadSP: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel#sppFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sppFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#sppFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sppFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadInstructorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel">ReadInstructorDLModel</a> → <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel#tfFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#tfFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadInstructorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel">ReadInstructorDLModel</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
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+                        <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
+                        <a href="ReadablePretrainedLongformerModel.html" title="">ReadablePretrainedLongformerModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedRobertaModel.html" title=""></a>
+                        <a href="ReadablePretrainedRobertaModel.html" title="">ReadablePretrainedRobertaModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedRobertaSentenceModel.html" title=""></a>
+                        <a href="ReadablePretrainedRobertaSentenceModel.html" title="">ReadablePretrainedRobertaSentenceModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedUSEModel.html" title=""></a>
+                        <a href="ReadablePretrainedUSEModel.html" title="">ReadablePretrainedUSEModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedWord2Vec.html" title=""></a>
+                        <a href="ReadablePretrainedWord2Vec.html" title="">ReadablePretrainedWord2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedWordEmbeddings.html" title=""></a>
+                        <a href="ReadablePretrainedWordEmbeddings.html" title="">ReadablePretrainedWordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlmRobertaModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlmRobertaModel.html" title="">ReadablePretrainedXlmRobertaModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlmRobertaSentenceModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlmRobertaSentenceModel.html" title="">ReadablePretrainedXlmRobertaSentenceModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlnetModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlnetModel.html" title="">ReadablePretrainedXlnetModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadsFromBytes.html" title=""></a>
+                        <a href="ReadsFromBytes.html" title="">ReadsFromBytes</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
+                        <a href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.">RoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
+                        <a href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa.">RoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsBinaryIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsBinaryIndexer$.html" title="">WordEmbeddingsBinaryIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsReader.html" title=""></a>
+                        <a href="WordEmbeddingsReader.html" title="">WordEmbeddingsReader</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsTextIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsTextIndexer$.html" title="">WordEmbeddingsTextIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsWriter.html" title=""></a>
+                        <a href="WordEmbeddingsWriter.html" title="">WordEmbeddingsWriter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
+                        <a class="class" href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding"></a>
+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="class type">
+      <div id="definition">
+        <a href="InstructorEmbeddings$.html" title="See companion object"><div class="big-circle class-companion-object">c</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="InstructorEmbeddings$.html" title="See companion object">InstructorEmbeddings</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="InstructorEmbeddings$.html" title="See companion object">object InstructorEmbeddings</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">InstructorEmbeddings</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Sentence embeddings using INSTRUCTOR.</p><p>Instructor👨‍🏫, an instruction-finetuned text embedding model that can generate text
+embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation,
+etc.) and domains (e.g., science, finance, etc.) by simply providing the task instruction,
+without any finetuning. Instructor👨‍ achieves sota on 70 diverse embedding tasks!</p><p>Pretrained models can be loaded with <code>pretrained</code> of the companion object:</p><pre><span class="kw">val</span> embeddings = InstructorEmbeddings.pretrained()
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"instructor_embeddings"</span>)</pre><p>The default model is <code>&quot;instructor_base&quot;</code>, if no name is provided.</p><p>For available pretrained models please see the
+<a href="https://sparknlp.org/models?q=Instructor" target="_blank">Models Hub</a>.</p><p>For extended examples of usage, see
+<a href="https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddingsTestSpec.scala" target="_blank">InstructorEmbeddingsTestSpec</a>.</p><p><b>Sources</b> :</p><p><a href="https://arxiv.org/abs/2212.09741" target="_blank">One Embedder, Any Task: Instruction-Finetuned Text Embeddings</a></p><p><a href="https://github.com/HKUNLP/instructor-embedding/" target="_blank">INSTRUCTOR Github Repository</a></p><p><b> Paper abstract </b></p><p><i>We introduce INSTRUCTOR, a new method for computing text embeddings given task instructions:
+every text input is embedded together with instructions explaining the use case (e.g., task
+and domain descriptions). Unlike encoders from prior work that are more specialized,
+INSTRUCTOR is a single embedder that can generate text embeddings tailored to different
+downstream tasks and domains, without any further training. We first annotate instructions for
+330 diverse tasks and train INSTRUCTOR on this multitask mixture with a contrastive loss. We
+evaluate INSTRUCTOR on 70 embedding evaluation tasks (66 of which are unseen during training),
+ranging from classification and information retrieval to semantic textual similarity and text
+generation evaluation. INSTRUCTOR, while having an order of magnitude fewer parameters than
+the previous best model, achieves state-of-the-art performance, with an average improvement of
+3.4% compared to the previous best results on the 70 diverse datasets. Our analysis suggests
+that INSTRUCTOR is robust to changes in instructions, and that instruction finetuning
+mitigates the challenge of training a single model on diverse datasets. Our model, code, and
+data are available at this https URL. <a href="https://instructor-embedding.github.io/" target="_blank">https://instructor-embedding.github.io/</a> </i></p><h4>Example</h4><pre><span class="kw">import</span> spark.implicits._
+<span class="kw">import</span> com.johnsnowlabs.nlp.base.DocumentAssembler
+<span class="kw">import</span> com.johnsnowlabs.nlp.annotators.Tokenizer
+<span class="kw">import</span> com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings
+<span class="kw">import</span> com.johnsnowlabs.nlp.EmbeddingsFinisher
+<span class="kw">import</span> org.apache.spark.ml.Pipeline
+
+<span class="kw">val</span> documentAssembler = <span class="kw">new</span> DocumentAssembler()
+  .setInputCol(<span class="lit">"text"</span>)
+  .setOutputCol(<span class="lit">"document"</span>)
+
+<span class="kw">val</span> embeddings = InstructorEmbeddings.pretrained(<span class="lit">"instructor_base"</span>, <span class="lit">"en"</span>)
+  .setInputCols(<span class="lit">"document"</span>)
+  .setInstruction(<span class="lit">"Represent the Medicine sentence for clustering: "</span>)
+  .setOutputCol(<span class="lit">"instructor_embeddings"</span>)
+
+<span class="kw">val</span> embeddingsFinisher = <span class="kw">new</span> EmbeddingsFinisher()
+  .setInputCols(<span class="lit">"instructor_embeddings"</span>)
+  .setOutputCols(<span class="lit">"finished_embeddings"</span>)
+  .setOutputAsVector(<span class="kw">true</span>)
+
+<span class="kw">val</span> pipeline = <span class="kw">new</span> Pipeline().setStages(<span class="std">Array</span>(
+  documentAssembler,
+  embeddings,
+  embeddingsFinisher
+))
+
+<span class="kw">val</span> data = <span class="std">Seq</span>(<span class="lit">"Dynamical Scalar Degree of Freedom in Horava-Lifshitz Gravity"</span>).toDF(<span class="lit">"text"</span>)
+<span class="kw">val</span> result = pipeline.fit(data).transform(data)
+
+result.selectExpr(<span class="lit">"explode(finished_embeddings) as result"</span>).show(<span class="num">1</span>, <span class="num">80</span>)
++--------------------------------------------------------------------------------+
+|                                                                          result|
++--------------------------------------------------------------------------------+
+|[-<span class="num">2.3497989177703857</span>,<span class="num">0.480538547039032</span>,-<span class="num">0.3238905668258667</span>,-<span class="num">1.612930893898010</span>...|
++--------------------------------------------------------------------------------+</pre></div><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p>
+  <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
+  based embeddings</p></span></dd></dl><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a>, <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a>, <a href="../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a>, <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a>, <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a>, <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>], <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>], <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a>, <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
+          </span>
+          <i class="clear material-icons"></i>
+        </div>
+        <div id="filterby">
+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              <li class="group out"><span>Grouped</span></li>
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"><span>InstructorEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.HasEngine"><span>HasEngine</span></li><li class="in" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties"><span>HasCaseSensitiveProperties</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel"><span>WriteSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.storage.HasStorageRef"><span>HasStorageRef</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties"><span>HasEmbeddingsProperties</span></li><li class="in" name="com.johnsnowlabs.nlp.HasProtectedParams"><span>HasProtectedParams</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel"><span>WriteTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasBatchedAnnotate"><span>HasBatchedAnnotate</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.CanBeLazy"><span>CanBeLazy</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
+              </ol>
+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="&lt;init&gt;:InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">InstructorEmbeddings</span><span class="params">()</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="&lt;init&gt;:InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">InstructorEmbeddings</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>
+  required uid for storing annotator to disk</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ProtectedParam[T]extendsParam[T]"></a><a id="ProtectedParam[T]:(HasProtectedParams.this)#ProtectedParam[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/HasProtectedParams$ProtectedParam.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../HasProtectedParams$ProtectedParam.html"><span class="name">ProtectedParam</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel.AnnotationContent" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotationContent=Seq[org.apache.spark.sql.Row]"></a><a id="AnnotationContent:AnnotationContent"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#AnnotationContent=Seq[org.apache.spark.sql.Row]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotationContent</span><span class="result alias"> = <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">internal types to show Rows as a relevant StructType Should be deleted once Spark releases
+UserDefinedTypes to @developerAPI
+</p><div class="fullcomment"><div class="comment cmt"><p>internal types to show Rows as a relevant StructType Should be deleted once Spark releases
+UserDefinedTypes to @developerAPI
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a><a id="AnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#AnnotatorType=String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result alias"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#!=(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="$[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a><a id="$$[T](StructFeature[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a><a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a><a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a><a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#_transform" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="_transform(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):org.apache.spark.sql.DataFrame"></a><a id="_transform(Dataset[_],Option[PipelineModel]):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#_transform(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">_transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#afterAnnotate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a><a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#batchAnnotate" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="batchAnnotate(batchedAnnotations:Seq[Array[com.johnsnowlabs.nlp.Annotation]]):Seq[Seq[com.johnsnowlabs.nlp.Annotation]]"></a><a id="batchAnnotate(Seq[Array[Annotation]]):Seq[Seq[Annotation]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#batchAnnotate(batchedAnnotations:Seq[Array[com.johnsnowlabs.nlp.Annotation]]):Seq[Seq[com.johnsnowlabs.nlp.Annotation]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchAnnotate</span><span class="params">(<span name="batchedAnnotations">batchedAnnotations: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Array">Array</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>)</span><span class="result">: <span class="extype" name="scala.Seq">Seq</span>[<span class="extype" name="scala.Seq">Seq</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation
+type
+</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation
+type
+</p></div><dl class="paramcmts block"><dt class="param">batchedAnnotations</dt><dd class="cmt"><p>
+  Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>
+  any number of annotations processed for every input annotation. Not necessary one to one
+  relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a> → <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#batchProcess" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="batchProcess(rows:Iterator[_]):Iterator[org.apache.spark.sql.Row]"></a><a id="batchProcess(Iterator[_]):Iterator[Row]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#batchProcess(rows:Iterator[_]):Iterator[org.apache.spark.sql.Row]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchProcess</span><span class="params">(<span name="rows">rows: <span class="extype" name="scala.Iterator">Iterator</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Iterator">Iterator</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#batchSize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="batchSize:org.apache.spark.ml.param.IntParam"></a><a id="batchSize:IntParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#batchSize:org.apache.spark.ml.param.IntParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchSize</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Size of every batch (Default depends on model).</p><div class="fullcomment"><div class="comment cmt"><p>Size of every batch (Default depends on model).
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a><a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties#caseSensitive" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a><a id="caseSensitive:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Whether to ignore case in index lookups (Default depends on model)
+</p><div class="fullcomment"><div class="comment cmt"><p>Whether to ignore case in index lookups (Default depends on model)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a><a id="checkSchema(StructType,String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a><a id="clear(Param[_]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#configProtoBytes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="configProtoBytes:org.apache.spark.ml.param.IntArrayParam"></a><a id="configProtoBytes:IntArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#configProtoBytes:org.apache.spark.ml.param.IntArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">configProtoBytes</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntArrayParam">IntArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">ConfigProto from tensorflow, serialized into byte array.</p><div class="fullcomment"><div class="comment cmt"><p>ConfigProto from tensorflow, serialized into byte array. Get with
+<code>config_proto.SerializeToString()</code>
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a><a id="copy(ParamMap):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#createDatabaseConnection" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="createDatabaseConnection(database:com.johnsnowlabs.storage.Database.Name):com.johnsnowlabs.storage.RocksDBConnection"></a><a id="createDatabaseConnection(Name):RocksDBConnection"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#createDatabaseConnection(database:com.johnsnowlabs.storage.Database.Name):com.johnsnowlabs.storage.RocksDBConnection" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">createDatabaseConnection</span><span class="params">(<span name="database">database: <a href="../../storage/Database$.html#Name=com.johnsnowlabs.storage.Database" class="extmbr" name="com.johnsnowlabs.storage.Database.Name">Name</a></span>)</span><span class="result">: <a href="../../storage/RocksDBConnection.html" class="extype" name="com.johnsnowlabs.storage.RocksDBConnection">RocksDBConnection</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#dimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="dimension:HasEmbeddingsProperties.this.ProtectedParam[Int]"></a><a id="dimension:ProtectedParam[Int]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#dimension:HasEmbeddingsProperties.this.ProtectedParam[Int]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dimension</span><span class="result">: <a href="#ProtectedParam[T]extendsParam[T]" class="extmbr" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam">ProtectedParam</a>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Number of embedding dimensions (Default depends on model)
+</p><div class="fullcomment"><div class="comment cmt"><p>Number of embedding dimensions (Default depends on model)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasEngine#engine" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="engine:org.apache.spark.ml.param.Param[String]"></a><a id="engine:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#engine:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">engine</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">This param is set internally once via loadSavedModel.</p><div class="fullcomment"><div class="comment cmt"><p>This param is set internally once via loadSavedModel. That's why there is no setter
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a><a id="explainParam(Param[_]):String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#explainParams():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a><a id="extraValidate(StructType):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#extraValidateMsg:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap():ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap(ParamMap):ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a><a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a><a id="get[T](StructFeature[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a><a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a><a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a><a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="get[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#getBatchSize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getBatchSize:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getBatchSize:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getBatchSize</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Size of every batch.</p><div class="fullcomment"><div class="comment cmt"><p>Size of every batch.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties#getCaseSensitive" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getCaseSensitive:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getCaseSensitive:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#getConfigProtoBytes" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getConfigProtoBytes:Option[Array[Byte]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getConfigProtoBytes:Option[Array[Byte]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getConfigProtoBytes</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="getDefault[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#getDimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getDimension:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getDimension:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDimension</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasEngine#getEngine" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getEngine:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getEngine:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEngine</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getInputCols:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#getLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLazyAnnotator:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getLazyAnnotator:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLazyAnnotator</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#getMaxSentenceLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getMaxSentenceLength:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getMaxSentenceLength:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMaxSentenceLength</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#getModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getModelIfNotSet:com.johnsnowlabs.ml.ai.Instructor"></a><a id="getModelIfNotSet:Instructor"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getModelIfNotSet:com.johnsnowlabs.ml.ai.Instructor" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getModelIfNotSet</span><span class="result">: <span class="extype" name="com.johnsnowlabs.ml.ai.Instructor">Instructor</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="getOrDefault[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getOutputCol:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a><a id="getParam(String):Param[Any]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#getSignatures" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getSignatures:Option[Map[String,String]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getSignatures:Option[Map[String,String]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSignatures</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#getStorageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getStorageRef:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#getStorageRef:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getStorageRef</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a><a id="hasDefault[T](Param[T]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a><a id="hasParam(String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#hasParam(paramName:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#hasParent:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a><a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a><a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#inputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#inputAnnotatorTypes:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+type
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a><a id="inputCols:StringArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#instruction" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="instruction:org.apache.spark.ml.param.Param[String]"></a><a id="instruction:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#instruction:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">instruction</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Set transformer instruction, e.g.</p><div class="fullcomment"><div class="comment cmt"><p>Set transformer instruction, e.g. 'summarize' format: <code>&quot;instruction:&quot;</code>.
+</p></div></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isDefined(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isSet(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#isTraceEnabled():Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#lazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="lazyAnnotator:org.apache.spark.ml.param.BooleanParam"></a><a id="lazyAnnotator:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#lazyAnnotator:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lazyAnnotator</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a><a id="log:Logger"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#log:org.slf4j.Logger" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logDebug(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a><a id="logDebug(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logDebug(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logError(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a><a id="logError(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logError(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logInfo(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a><a id="logInfo(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logInfo(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logName:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logTrace(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a><a id="logTrace(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logTrace(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logWarning(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a><a id="logWarning(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#logWarning(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#maxSentenceLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="maxSentenceLength:org.apache.spark.ml.param.IntParam"></a><a id="maxSentenceLength:IntParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#maxSentenceLength:org.apache.spark.ml.param.IntParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxSentenceLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Max sentence length to process (Default: <code>128</code>)
+</p>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#msgHelper" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="msgHelper(schema:org.apache.spark.sql.types.StructType):String"></a><a id="msgHelper(StructType):String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#msgHelper(schema:org.apache.spark.sql.types.StructType):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">msgHelper</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#onWrite" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="onWrite(String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a> → <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#optionalInputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="optionalInputAnnotatorTypes:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#optionalInputAnnotatorTypes:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">optionalInputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#outputAnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:InstructorEmbeddings.this.AnnotatorType"></a><a id="outputAnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#outputAnnotatorType:InstructorEmbeddings.this.AnnotatorType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a><a id="outputCol:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a><a id="params:Array[Param[_]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a><a id="parent:Estimator[InstructorEmbeddings]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#parent:org.apache.spark.ml.Estimator[M]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a><a id="save(String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#save(path:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasProtectedParams#set" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:HasProtectedParams.this.ProtectedParam[T],value:T):&lt;refinement&gt;.type"></a><a id="set[T](ProtectedParam[T],T):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#set[T](param:HasProtectedParams.this.ProtectedParam[T],value:T):&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <a href="#ProtectedParam[T]extendsParam[T]" class="extmbr" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam">ProtectedParam</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Sets the value for a protected Param.</p><div class="fullcomment"><div class="comment cmt"><p>Sets the value for a protected Param.</p><p>If the parameter was already set, it will not be set again. Default values do not count as a
+set value and can be overridden.
+</p></div><dl class="paramcmts block"><dt class="tparam">T</dt><dd class="cmt"><p>
+  Type of the parameter</p></dd><dt class="param">param</dt><dd class="cmt"><p>
+  Protected parameter to set</p></dd><dt class="param">value</dt><dd class="cmt"><p>
+  Value for the parameter</p></dd><dt>returns</dt><dd class="cmt"><p>
+  This object</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a><a id="set[T](StructFeature[T],T):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a><a id="set[K,V](MapFeature[K,V],Map[K,V]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a><a id="set[T](SetFeature[T],Set[T]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a><a id="set[T](ArrayFeature[T],Array[T]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a><a id="set(ParamPair[_]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a><a id="set(String,Any):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#set(param:String,value:Any):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="set[T](Param[T],T):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#setBatchSize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
+      <a id="setBatchSize(size:Int):com.johnsnowlabs.nlp.&lt;refinement&gt;.type"></a><a id="setBatchSize(Int):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setBatchSize(size:Int):com.johnsnowlabs.nlp.&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setBatchSize</span><span class="params">(<span name="size">size: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Size of every batch.</p><div class="fullcomment"><div class="comment cmt"><p>Size of every batch.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#setCaseSensitive" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
+      <a id="setCaseSensitive(value:Boolean):InstructorEmbeddings.this.type"></a><a id="setCaseSensitive(Boolean):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setCaseSensitive(value:Boolean):InstructorEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Whether to lowercase tokens or not
+</p><div class="fullcomment"><div class="comment cmt"><p>Whether to lowercase tokens or not
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a> → <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#setConfigProtoBytes" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setConfigProtoBytes(bytes:Array[Int]):InstructorEmbeddings.this.type"></a><a id="setConfigProtoBytes(Array[Int]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setConfigProtoBytes(bytes:Array[Int]):InstructorEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setConfigProtoBytes</span><span class="params">(<span name="bytes">bytes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a><a id="setDefault[T](StructFeature[T],()⇒T):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a><a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a><a id="setDefault[T](SetFeature[T],()⇒Set[T]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a><a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a><a id="setDefault(ParamPair[_]*):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="setDefault[T](Param[T],T):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="org.apache.spark.ml">org.apache.spark.ml</span>] </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#setDimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
+      <a id="setDimension(value:Int):InstructorEmbeddings.this.type"></a><a id="setDimension(Int):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setDimension(value:Int):InstructorEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDimension</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Set Embeddings dimensions for the BERT model Only possible to set this when the first time
+is saved dimension is not changeable, it comes from BERT config file
+</p><div class="fullcomment"><div class="comment cmt"><p>Set Embeddings dimensions for the BERT model Only possible to set this when the first time
+is saved dimension is not changeable, it comes from BERT config file
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a> → <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a><a id="setInputCols(String*):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a><a id="setInputCols(Array[String]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#setInstruction" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="setInstruction(value:String):InstructorEmbeddings.this.type"></a><a id="setInstruction(String):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setInstruction(value:String):InstructorEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInstruction</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#setLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setLazyAnnotator(value:Boolean):&lt;refinement&gt;.type"></a><a id="setLazyAnnotator(Boolean):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setLazyAnnotator(value:Boolean):&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLazyAnnotator</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#setMaxSentenceLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setMaxSentenceLength(value:Int):InstructorEmbeddings.this.type"></a><a id="setMaxSentenceLength(Int):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setMaxSentenceLength(value:Int):InstructorEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxSentenceLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#setModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,spp:com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="setModelIfNotSet(SparkSession,TensorflowWrapper,SentencePieceWrapper):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,spp:com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="spp">spp: <span class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper">SentencePieceWrapper</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a><a id="setOutputCol(String):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a><a id="setParent(Estimator[InstructorEmbeddings]):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#setSignatures" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setSignatures(value:Map[String,String]):InstructorEmbeddings.this.type"></a><a id="setSignatures(Map[String,String]):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setSignatures(value:Map[String,String]):InstructorEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSignatures</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#setStorageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setStorageRef(value:String):HasStorageRef.this.type"></a><a id="setStorageRef(String):InstructorEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#setStorageRef(value:String):HasStorageRef.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setStorageRef</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#signatures" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="signatures:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]"></a><a id="signatures:MapFeature[String,String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#signatures:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">signatures</span><span class="result">: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">It contains TF model signatures for the laded saved model
+</p>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#storageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="storageRef:org.apache.spark.ml.param.Param[String]"></a><a id="storageRef:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#storageRef:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">storageRef</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Unique identifier for storage (Default: <code>this.uid</code>)
+</p><div class="fullcomment"><div class="comment cmt"><p>Unique identifier for storage (Default: <code>this.uid</code>)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_]):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still
+available separately metadata is built at schema level to record annotations structural
+information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still
+available separately metadata is built at schema level to record annotations structural
+information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p>
+  <span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType,Boolean):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings#uid" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#uid:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a><a id="validate(StructType):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.
+</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>
+  to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>
+  True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#validateStorageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validateStorageRef(dataset:org.apache.spark.sql.Dataset[_],inputCols:Array[String],annotatorType:String):Unit"></a><a id="validateStorageRef(Dataset[_],Array[String],String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#validateStorageRef(dataset:org.apache.spark.sql.Dataset[_],inputCols:Array[String],annotatorType:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validateStorageRef</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="inputCols">inputCols: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a><a id="wrapColumnMetadata(Column):Column"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#wrapEmbeddingsMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a><a id="wrapEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#wrapSentenceEmbeddingsMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapSentenceEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a><a id="wrapSentenceEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#wrapSentenceEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapSentenceEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a><a id="write:MLWriter"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#write:org.apache.spark.ml.util.MLWriter" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel#writeSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,spp:com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper,suffix:String,filename:String):Unit"></a><a id="writeSentencePieceModel(String,SparkSession,SentencePieceWrapper,String,String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#writeSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,spp:com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper,suffix:String,filename:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeSentencePieceModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="spp">spp: <span class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper">SentencePieceWrapper</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowHub(path:String,tfPath:String,spark:org.apache.spark.sql.SparkSession,suffix:String):Unit"></a><a id="writeTensorflowHub(String,String,SparkSession,String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#writeTensorflowHub(path:String,tfPath:String,spark:org.apache.spark.sql.SparkSession,suffix:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowHub</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tfPath">tfPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;_use&quot;</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit"></a><a id="writeTensorflowModel(String,SparkSession,TensorflowWrapper,String,String,Option[Array[Byte]]):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowModelV2" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowModelV2(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]],savedSignatures:Option[Map[String,String]]):Unit"></a><a id="writeTensorflowModelV2(String,SparkSession,TensorflowWrapper,String,String,Option[Array[Byte]],Option[Map[String,String]]):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html#writeTensorflowModelV2(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]],savedSignatures:Option[Map[String,String]]):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowModelV2</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol">None</span></span>, <span name="savedSignatures">savedSignatures: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasEngine">
+              <h3>Inherited from <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">
+              <h3>Inherited from <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.storage.HasStorageRef">
+              <h3>Inherited from <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">
+              <h3>Inherited from <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasProtectedParams">
+              <h3>Inherited from <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">
+              <h3>Inherited from <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.CanBeLazy">
+              <h3>Inherited from <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="param">
+              <h3>Parameters</h3>
+              <div class="comment cmt"><p>
+  A list of (hyper-)parameter keys this annotator can take. Users can set and get the
+  parameter values through setters and getters, respectively.</p></div>
+            </div><div class="group" name="Ungrouped">
+              <h3>Members</h3>
+              
+            </div><div class="group" name="setParam">
+              <h3>Parameter setters</h3>
+              
+            </div><div class="group" name="getParam">
+              <h3>Parameter getters</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings$.html
index d0b5c03fe26d21..9712902541048c 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.html
index a93418fa86e6ce..2077afdc147003 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.html
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@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -2638,9 +2662,9 @@ <h3>Value Members</h3>
       
       <p class="shortcomment cmt"></p>
     </li><li name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings#setModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
-      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings"></a><a id="setModelIfNotSet(SparkSession,TensorflowWrapper):LongformerEmbeddings"></a>
+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings"></a><a id="setModelIfNotSet(SparkSession,Option[TensorflowWrapper],Option[OnnxWrapper]):LongformerEmbeddings"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" title="Permalink">
         <i class="material-icons"></i>
       </a>
     </span>
@@ -2649,7 +2673,7 @@ <h3>Value Members</h3>
         <span class="kind">def</span>
       </span>
       <span class="symbol">
-        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a></span>
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a>]</span>, <span name="onnxWrapper">onnxWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a></span>
       </span>
       
       <p class="shortcomment cmt"></p>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/PoolingStrategy$$AnnotatorType$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/PoolingStrategy$$AnnotatorType$.html
index 954653c6859c1c..8a8e83c51b580d 100644
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@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/PoolingStrategy$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/PoolingStrategy$.html
index 08c004c088ef7c..88d7ccfabf44a4 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/PoolingStrategy$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.PoolingStrategy</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.PoolingStrategy" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.PoolingStrategy" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.PoolingStrategy</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.PoolingStrategy" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.PoolingStrategy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadAlbertDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadAlbertDLModel.html
index e7236b0d3a3d73..98f0422ed7ca48 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadAlbertDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadAlbertDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertDLModel.html
index bc574f41a882e4..234d6cd75bfa68 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadBertDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadBertDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadBertDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadBertDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadBertDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadBertDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -400,7 +424,7 @@ <h4 id="signature" class="signature">
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <span class="name">ReadBertDLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
+        <span class="name">ReadBertDLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
       </span>
       </h4>
 
@@ -409,7 +433,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
         </div><div class="toggleContainer block">
             <span class="toggle">
               Known Subclasses
@@ -440,7 +464,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel"><span>ReadBertDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel"><span>ReadBertDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -733,6 +757,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBertDLModel.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel">ReadBertDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.BertEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(BertEmbeddings,String,SparkSession):Unit"></a>
       <span class="permalink">
@@ -749,6 +789,22 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBertDLModel.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
       <span class="permalink">
@@ -939,7 +995,9 @@ <h3>Value Members</h3>
         </div>
 
         <div id="inheritedMembers">
-        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+        <div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="scala.AnyRef">
               <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertSentenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertSentenceDLModel.html
index 9d05c1c2ab2b77..e95997cee9e0f1 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertSentenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertSentenceDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -400,7 +424,7 @@ <h4 id="signature" class="signature">
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <span class="name">ReadBertSentenceDLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
+        <span class="name">ReadBertSentenceDLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
       </span>
       </h4>
 
@@ -409,7 +433,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
         </div><div class="toggleContainer block">
             <span class="toggle">
               Known Subclasses
@@ -440,7 +464,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel"><span>ReadBertSentenceDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel"><span>ReadBertSentenceDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -733,6 +757,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBertSentenceDLModel.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">ReadBertSentenceDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(BertSentenceEmbeddings,String,SparkSession):Unit"></a>
       <span class="permalink">
@@ -749,6 +789,22 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBertSentenceDLModel.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
       <span class="permalink">
@@ -939,7 +995,9 @@ <h3>Value Members</h3>
         </div>
 
         <div id="inheritedMembers">
-        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+        <div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="scala.AnyRef">
               <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadCamemBertDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadCamemBertDLModel.html
index 29b3b092f82837..c8b05dd0e26ec0 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadCamemBertDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadCamemBertDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDeBertaDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDeBertaDLModel.html
index 7f69842f2d8efb..b31417a56f58d2 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDeBertaDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDeBertaDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -400,7 +424,7 @@ <h4 id="signature" class="signature">
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <span class="name">ReadDeBertaDLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
+        <span class="name">ReadDeBertaDLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
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@@ -409,7 +433,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
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-          <div class="superTypes hiddenContent"><a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
         </div><div class="toggleContainer block">
             <span class="toggle">
               Known Subclasses
@@ -440,7 +464,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel"><span>ReadDeBertaDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel"><span>ReadDeBertaDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -733,6 +757,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadDeBertaDLModel.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">ReadDeBertaDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(DeBertaEmbeddings,String,SparkSession):Unit"></a>
       <span class="permalink">
@@ -749,6 +789,22 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadDeBertaDLModel.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper"></a><a id="readSentencePieceModel(String,SparkSession,String,String):SentencePieceWrapper"></a>
       <span class="permalink">
@@ -971,7 +1027,9 @@ <h3>Value Members</h3>
         </div>
 
         <div id="inheritedMembers">
-        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">
+        <div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">
               <h3>Inherited from <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDistilBertDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDistilBertDLModel.html
index 43c03982c2a5c0..21cfa5bb69a012 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDistilBertDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDistilBertDLModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="" title=""></a>
                         <a href="" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -400,7 +424,7 @@ <h4 id="signature" class="signature">
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <span class="name">ReadDistilBertDLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
+        <span class="name">ReadDistilBertDLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
       </span>
       </h4>
 
@@ -409,7 +433,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
         </div><div class="toggleContainer block">
             <span class="toggle">
               Known Subclasses
@@ -440,7 +464,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel"><span>ReadDistilBertDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel"><span>ReadDistilBertDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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               <span class="filtertype"></span>
@@ -733,6 +757,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadDistilBertDLModel.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">ReadDistilBertDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
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       <span class="permalink">
@@ -749,6 +789,22 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadDistilBertDLModel.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
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+      <span class="symbol">
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+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
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+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
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+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
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+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
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+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
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+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
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+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
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+        <h1>ReadE5DLModel<span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
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+        <span class="name">ReadE5DLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
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+          <div id="comment" class="fullcommenttop"><dl class="attributes block"> <dt>Self Type</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a> with <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</dd></dl><div class="toggleContainer block">
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
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+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
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+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+      <span class="modifier_kind">
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+      </span>
+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
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+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
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+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
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+      <span class="modifier_kind">
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+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel#loadSavedModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="loadSavedModel(String,SparkSession):E5Embeddings"></a>
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadSavedModel</span><span class="params">(<span name="modelPath">modelPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.E5Embeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(E5Embeddings,String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#readModel(instance:com.johnsnowlabs.nlp.embeddings.E5Embeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readModel</span><span class="params">(<span name="instance">instance: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowChkPoints</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowHub(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowHub</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Option[Map[String,String]]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="savedSignatures">savedSignatures: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowWithSPModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowWithSPModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowWithSPModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="loadSP">loadSP: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel#tfFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#tfFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
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+        <div id="groupedMembers">
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel" />
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         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+                      </li><li class="current-entities indented4">
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+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
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                       </li><li class="current-entities indented4">
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="EmbeddingsCoverage.html" title=""></a>
+                        <a href="EmbeddingsCoverage.html" title="">EmbeddingsCoverage</a>
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+                        <a class="object" href="PoolingStrategy$.html" title=""></a>
+                        <a href="PoolingStrategy$.html" title="">PoolingStrategy</a>
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+                        <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
+                        <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
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+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
+                        <a href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.">RoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
+                        <a href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa.">RoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
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+                        <a href="WordEmbeddingsBinaryIndexer$.html" title="">WordEmbeddingsBinaryIndexer</a>
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+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
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+                        <a class="object" href="XlmRoBertaEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
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+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
+                        <a class="class" href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding"></a>
+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
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+        <h1>ReadInstructorDLModel<span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
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+      <span class="symbol">
+        <span class="name">ReadInstructorDLModel</span><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
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+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
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+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#getClass():Class[_]" title="Permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel#loadSavedModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="loadSavedModel(String,SparkSession):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadSavedModel</span><span class="params">(<span name="modelPath">modelPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(InstructorEmbeddings,String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#readModel(instance:com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readModel</span><span class="params">(<span name="instance">instance: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper"></a><a id="readSentencePieceModel(String,SparkSession,String,String):SentencePieceWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readSentencePieceModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper">SentencePieceWrapper</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowChkPoints</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowHub(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowHub</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Option[Map[String,String]]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="savedSignatures">savedSignatures: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowWithSPModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowWithSPModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowWithSPModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol">Array.empty</span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="loadSP">loadSP: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel#sppFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sppFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#sppFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sppFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel">ReadInstructorDLModel</a> → <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel#tfFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#tfFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel">ReadInstructorDLModel</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadLongformerDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadLongformerDLModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel"><span>ReadRobertaDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -733,6 +757,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadRobertaDLModel.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">ReadRobertaDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(RoBertaEmbeddings,String,SparkSession):Unit"></a>
       <span class="permalink">
@@ -749,6 +789,22 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadRobertaDLModel.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
       <span class="permalink">
@@ -939,7 +995,9 @@ <h3>Value Members</h3>
         </div>
 
         <div id="inheritedMembers">
-        <div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+        <div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="scala.AnyRef">
               <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadRobertaSentenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadRobertaSentenceDLModel.html
index 2fe4acddcbae62..717471682e2500 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadRobertaSentenceDLModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadUSEDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadUSEDLModel.html
index acb472746b7802..60ccc5912a0a44 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadUSEDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadUSEDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaDLModel.html
index 001f44c419cd60..d15bf90bdccf72 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaDLModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
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@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaSentenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaSentenceDLModel.html
index b1fb9e4004d0c5..42c1f5386ba1c6 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaSentenceDLModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlnetDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlnetDLModel.html
index 5988ab9e9eec9a..cf26bd27620c15 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlnetDLModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedAlbertModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedAlbertModel.html
index aec7c348b335bb..5b54da3eb49aff 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertModel.html
index 01f781f40a15bc..c4bb43955d06d2 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertSentenceModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertSentenceModel.html
index 553201f9571905..e7947dd78057e4 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertSentenceModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertSentenceModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedCamemBertModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedCamemBertModel.html
index 1c0343c5a542de..844b789176b802 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedCamemBertModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedCamemBertModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDeBertaModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDeBertaModel.html
index 119e572c602697..69c8ee14776b63 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDeBertaModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDeBertaModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDistilBertModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDistilBertModel.html
index 9b06a12a10b2ab..9680ee78432d52 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDistilBertModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDistilBertModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDoc2Vec.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDoc2Vec.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -169,6 +169,10 @@ <h1>Packages</h1>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
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+                        <span class="separator"></span>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="" title=""></a>
                         <a href="" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model</title>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+        <div id="textfilter">
+          <span class="input">
+            <input autocapitalize="none" placeholder="Search" id="index-input" type="text" accesskey="/" />
+            <i class="clear material-icons"></i>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
+    </li><li name="_root_.com" visbl="pub" class="indented1 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <a title="" href="../../index.html"><span class="name">johnsnowlabs</span></a>
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../index.html" class="extype" name="com">com</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp" visbl="pub" class="indented3 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nlp"></a><a id="nlp:nlp"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/index.html" title="Permalink">
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+        <a title="" href="../index.html"><span class="name">nlp</span></a>
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+      <a id="embeddings"></a><a id="embeddings:embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/index.html" title="Permalink">
+        <i class="material-icons"></i>
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+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="index.html"><span class="name">embeddings</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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+                        <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
+                        <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                        <a href="BertEmbeddings.html" title="Token-level embeddings using BERT.">BertEmbeddings</a>
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+                        <a class="object" href="BertSentenceEmbeddings$.html" title="This is the companion object of BertSentenceEmbeddings."></a>
+                        <a class="class" href="BertSentenceEmbeddings.html" title="Sentence-level embeddings using BERT."></a>
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+                        <a class="object" href="CamemBertEmbeddings$.html" title="This is the companion object of CamemBertEmbeddings."></a>
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+                        <a class="object" href="DistilBertEmbeddings$.html" title="This is the companion object of DistilBertEmbeddings."></a>
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+                        <a class="object" href="Doc2VecApproach$.html" title="This is the companion object of Doc2VecApproach."></a>
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+                        <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
+                        <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
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+                      </li><li class="current-entities indented4">
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+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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+                        <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
+                        <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
+                        <a href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark.">ElmoEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="EmbeddingsCoverage.html" title=""></a>
+                        <a href="EmbeddingsCoverage.html" title="">EmbeddingsCoverage</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
+                        <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
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+                        <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
+                        <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
+                        <a href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents.">LongformerEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="PoolingStrategy$.html" title=""></a>
+                        <a href="PoolingStrategy$.html" title="">PoolingStrategy</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
+                        <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBertDLModel.html" title=""></a>
+                        <a href="ReadBertDLModel.html" title="">ReadBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBertSentenceDLModel.html" title=""></a>
+                        <a href="ReadBertSentenceDLModel.html" title="">ReadBertSentenceDLModel</a>
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+                        <a href="ReadablePretrainedXlnetModel.html" title="">ReadablePretrainedXlnetModel</a>
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+                        <a class="trait" href="ReadsFromBytes.html" title=""></a>
+                        <a href="ReadsFromBytes.html" title="">ReadsFromBytes</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
+                        <a href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.">RoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
+                        <a href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa.">RoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsBinaryIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsBinaryIndexer$.html" title="">WordEmbeddingsBinaryIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsReader.html" title=""></a>
+                        <a href="WordEmbeddingsReader.html" title="">WordEmbeddingsReader</a>
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+                        <a class="object" href="WordEmbeddingsTextIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsTextIndexer$.html" title="">WordEmbeddingsTextIndexer</a>
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+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsWriter.html" title=""></a>
+                        <a href="WordEmbeddingsWriter.html" title="">WordEmbeddingsWriter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
+                        <a class="class" href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding"></a>
+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="trait type">
+      <div id="definition">
+        <div class="big-circle trait">t</div>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1>ReadablePretrainedE5Model<span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html" title="Permalink">
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+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ReadablePretrainedE5Model</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>] with <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
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+          <div class="superTypes hiddenContent"><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
+            <span class="toggle">
+              Known Subclasses
+            </span>
+            <div class="subClasses hiddenContent"><a href="E5Embeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></div>
+          </div></div>
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+
+      <div id="mbrsel">
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+                  <ol id="linearization">
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+                </div><div class="ancestors">
+              <span class="filtertype"></span>
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+        <div class="values members">
+              <h3>Value Members</h3>
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+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html###():Int" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a><a id="addReader((E5Embeddings,String,SparkSession)⇒Unit):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLang" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLang:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#defaultLang:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLang</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLoc" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLoc:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#defaultLoc:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLoc</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#defaultModelName" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultModelName:Some[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#defaultModelName:Some[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultModelName</span><span class="result">: <span class="extype" name="scala.Some">Some</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#load(path:String):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="pretrained(String,String,String):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java default argument interoperability</p><div class="fullcomment"><div class="comment cmt"><p>Java default argument interoperability</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="pretrained(String,String):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="pretrained(String):E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#pretrained(name:String):com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained():com.johnsnowlabs.nlp.embeddings.E5Embeddings"></a><a id="pretrained():E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#pretrained():com.johnsnowlabs.nlp.embeddings.E5Embeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">()</span><span class="result">: <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java compliant-overrides</p><div class="fullcomment"><div class="comment cmt"><p>Java compliant-overrides</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a><a id="read:MLReader[E5Embeddings]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#read:org.apache.spark.ml.util.MLReader[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasPretrained">
+              <h3>Inherited from <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedElmoModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedElmoModel.html
index 876332ff1add79..0d13eeac14bf76 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedElmoModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedElmoModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="" title=""></a>
                         <a href="" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html
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+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html
@@ -0,0 +1,1053 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <meta http-equiv="X-UA-Compatible" content="IE=edge" />
+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      
+      <link href="../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../lib/jquery.panzoom.min.js"></script>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+            <div id="packages">
+              <h1>Packages</h1>
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+                <li name="_root_.root" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
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+    </li><li name="com.johnsnowlabs.nlp.embeddings" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li class="current-entities indented4">
+                        <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
+                        <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
+                        <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
+                        <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
+                        <a href="BertEmbeddings.html" title="Token-level embeddings using BERT.">BertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BertSentenceEmbeddings$.html" title="This is the companion object of BertSentenceEmbeddings."></a>
+                        <a class="class" href="BertSentenceEmbeddings.html" title="Sentence-level embeddings using BERT."></a>
+                        <a href="BertSentenceEmbeddings.html" title="Sentence-level embeddings using BERT.">BertSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="CamemBertEmbeddings$.html" title="This is the companion object of CamemBertEmbeddings."></a>
+                        <a class="class" href="CamemBertEmbeddings.html" title="The CamemBERT model was proposed in CamemBERT: a Tasty French Language Model by Louis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, Yoann Dupont, Laurent Romary, Éric Villemonte de la Clergerie, Djamé Seddah, and Benoît Sagot."></a>
+                        <a href="CamemBertEmbeddings.html" title="The CamemBERT model was proposed in CamemBERT: a Tasty French Language Model by Louis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, Yoann Dupont, Laurent Romary, Éric Villemonte de la Clergerie, Djamé Seddah, and Benoît Sagot.">CamemBertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="ChunkEmbeddings$.html" title="This is the companion object of ChunkEmbeddings."></a>
+                        <a class="class" href="ChunkEmbeddings.html" title="This annotator utilizes WordEmbeddings, BertEmbeddings etc."></a>
+                        <a href="ChunkEmbeddings.html" title="This annotator utilizes WordEmbeddings, BertEmbeddings etc.">ChunkEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DeBertaEmbeddings$.html" title="This is the companion object of DeBertaEmbeddings."></a>
+                        <a class="class" href="DeBertaEmbeddings.html" title="The DeBERTa model was proposed in DeBERTa: Decoding-enhanced BERT with Disentangled Attention by Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen It is based on Google’s BERT model released in 2018 and Facebook’s RoBERTa model released in 2019."></a>
+                        <a href="DeBertaEmbeddings.html" title="The DeBERTa model was proposed in DeBERTa: Decoding-enhanced BERT with Disentangled Attention by Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen It is based on Google’s BERT model released in 2018 and Facebook’s RoBERTa model released in 2019.">DeBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DistilBertEmbeddings$.html" title="This is the companion object of DistilBertEmbeddings."></a>
+                        <a class="class" href="DistilBertEmbeddings.html" title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base."></a>
+                        <a href="DistilBertEmbeddings.html" title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base.">DistilBertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Doc2VecApproach$.html" title="This is the companion object of Doc2VecApproach."></a>
+                        <a class="class" href="Doc2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Doc2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
+                        <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
+                        <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
+                        <a href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark.">ElmoEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="EmbeddingsCoverage.html" title=""></a>
+                        <a href="EmbeddingsCoverage.html" title="">EmbeddingsCoverage</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
+                        <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
+                        <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
+                        <a href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents.">LongformerEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="PoolingStrategy$.html" title=""></a>
+                        <a href="PoolingStrategy$.html" title="">PoolingStrategy</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
+                        <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBertDLModel.html" title=""></a>
+                        <a href="ReadBertDLModel.html" title="">ReadBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBertSentenceDLModel.html" title=""></a>
+                        <a href="ReadBertSentenceDLModel.html" title="">ReadBertSentenceDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadCamemBertDLModel.html" title=""></a>
+                        <a href="ReadCamemBertDLModel.html" title="">ReadCamemBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadDeBertaDLModel.html" title=""></a>
+                        <a href="ReadDeBertaDLModel.html" title="">ReadDeBertaDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
+                        <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadElmoDLModel.html" title=""></a>
+                        <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
+                        <a href="ReadLongformerDLModel.html" title="">ReadLongformerDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadRobertaDLModel.html" title=""></a>
+                        <a href="ReadRobertaDLModel.html" title="">ReadRobertaDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadRobertaSentenceDLModel.html" title=""></a>
+                        <a href="ReadRobertaSentenceDLModel.html" title="">ReadRobertaSentenceDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadUSEDLModel.html" title=""></a>
+                        <a href="ReadUSEDLModel.html" title="">ReadUSEDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadXlmRobertaDLModel.html" title=""></a>
+                        <a href="ReadXlmRobertaDLModel.html" title="">ReadXlmRobertaDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadXlmRobertaSentenceDLModel.html" title=""></a>
+                        <a href="ReadXlmRobertaSentenceDLModel.html" title="">ReadXlmRobertaSentenceDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadXlnetDLModel.html" title=""></a>
+                        <a href="ReadXlnetDLModel.html" title="">ReadXlnetDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
+                        <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
+                        <a href="ReadablePretrainedBertModel.html" title="">ReadablePretrainedBertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBertSentenceModel.html" title=""></a>
+                        <a href="ReadablePretrainedBertSentenceModel.html" title="">ReadablePretrainedBertSentenceModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedCamemBertModel.html" title=""></a>
+                        <a href="ReadablePretrainedCamemBertModel.html" title="">ReadablePretrainedCamemBertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedDeBertaModel.html" title=""></a>
+                        <a href="ReadablePretrainedDeBertaModel.html" title="">ReadablePretrainedDeBertaModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedDistilBertModel.html" title=""></a>
+                        <a href="ReadablePretrainedDistilBertModel.html" title="">ReadablePretrainedDistilBertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
+                        <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
+                        <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="" title=""></a>
+                        <a href="" title="">ReadablePretrainedInstructorModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
+                        <a href="ReadablePretrainedLongformerModel.html" title="">ReadablePretrainedLongformerModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedRobertaModel.html" title=""></a>
+                        <a href="ReadablePretrainedRobertaModel.html" title="">ReadablePretrainedRobertaModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedRobertaSentenceModel.html" title=""></a>
+                        <a href="ReadablePretrainedRobertaSentenceModel.html" title="">ReadablePretrainedRobertaSentenceModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedUSEModel.html" title=""></a>
+                        <a href="ReadablePretrainedUSEModel.html" title="">ReadablePretrainedUSEModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedWord2Vec.html" title=""></a>
+                        <a href="ReadablePretrainedWord2Vec.html" title="">ReadablePretrainedWord2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedWordEmbeddings.html" title=""></a>
+                        <a href="ReadablePretrainedWordEmbeddings.html" title="">ReadablePretrainedWordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlmRobertaModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlmRobertaModel.html" title="">ReadablePretrainedXlmRobertaModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlmRobertaSentenceModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlmRobertaSentenceModel.html" title="">ReadablePretrainedXlmRobertaSentenceModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlnetModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlnetModel.html" title="">ReadablePretrainedXlnetModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadsFromBytes.html" title=""></a>
+                        <a href="ReadsFromBytes.html" title="">ReadsFromBytes</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
+                        <a href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.">RoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
+                        <a href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa.">RoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsBinaryIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsBinaryIndexer$.html" title="">WordEmbeddingsBinaryIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsReader.html" title=""></a>
+                        <a href="WordEmbeddingsReader.html" title="">WordEmbeddingsReader</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsTextIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsTextIndexer$.html" title="">WordEmbeddingsTextIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsWriter.html" title=""></a>
+                        <a href="WordEmbeddingsWriter.html" title="">WordEmbeddingsWriter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
+                        <a class="class" href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding"></a>
+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="trait type">
+      <div id="definition">
+        <div class="big-circle trait">t</div>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1>ReadablePretrainedInstructorModel<span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ReadablePretrainedInstructorModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>] with <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</span>
+      </span>
+      </h4>
+
+      
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+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
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+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a><a id="addReader((InstructorEmbeddings,String,SparkSession)⇒Unit):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#asInstanceOf[T0]:T0" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#clone():Object" title="Permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLang" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLang:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#defaultLang:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLang</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLoc" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLoc:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#defaultLoc:String" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLoc</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#defaultModelName" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultModelName:Some[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#defaultModelName:Some[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultModelName</span><span class="result">: <span class="extype" name="scala.Some">Some</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#eq(x$1:AnyRef):Boolean" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#finalize():Unit" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#load(path:String):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="pretrained(String,String,String):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java default argument interoperability</p><div class="fullcomment"><div class="comment cmt"><p>Java default argument interoperability</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="pretrained(String,String):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="pretrained(String):InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#pretrained(name:String):com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained():com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings"></a><a id="pretrained():InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#pretrained():com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">()</span><span class="result">: <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java compliant-overrides</p><div class="fullcomment"><div class="comment cmt"><p>Java compliant-overrides</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a><a id="read:MLReader[InstructorEmbeddings]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#read:org.apache.spark.ml.util.MLReader[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasPretrained">
+              <h3>Inherited from <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedLongformerModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedLongformerModel.html
index a8c76b3e57d5ff..55db776a9802dd 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedLongformerModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedLongformerModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaModel.html
index ef348f45957ed7..37b3403a12e7ae 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaSentenceModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaSentenceModel.html
index e3769b0fca9cd5..df56ebd384846d 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaSentenceModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedUSEModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedUSEModel.html
index 212e10c887199c..56375ce8bd3fd2 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedUSEModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWord2Vec.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWord2Vec.html
index 92c2188711b4ed..6ce35ee1814007 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWord2Vec.html
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@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWordEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWordEmbeddings.html
index ed73adeb9cf690..28be250f762df3 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWordEmbeddings.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaModel.html
index 89da57748fece4..b904fa6ff29acd 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaSentenceModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaSentenceModel.html
index 75f27d27a5da50..a6d308a81562e7 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaSentenceModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaSentenceModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlnetModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlnetModel.html
index 9beb3242cb5228..06f9510319188d 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlnetModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlnetModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadsFromBytes.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadsFromBytes.html
index e968b589b70fe8..b20329a419e87f 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadsFromBytes.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadsFromBytes.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadsFromBytes</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadsFromBytes" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadsFromBytes" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadsFromBytes</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadsFromBytes" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadsFromBytes" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings$.html
index 72a625414e3134..6f85c60311a55e 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -413,7 +437,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">ReadRobertaDLModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedRobertaModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel">ReadablePretrainedRobertaModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">ReadRobertaDLModel</a>, <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedRobertaModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel">ReadablePretrainedRobertaModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
         </div></div>
         
 
@@ -439,7 +463,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings"><span>RoBertaEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel"><span>ReadRobertaDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel"><span>ReadablePretrainedRobertaModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings"><span>RoBertaEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel"><span>ReadRobertaDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel"><span>ReadablePretrainedRobertaModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -818,6 +842,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings$.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">ReadRobertaDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings"></a><a id="pretrained(String,String,String):RoBertaEmbeddings"></a>
       <span class="permalink">
@@ -914,6 +954,22 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">ReadRobertaDLModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings$.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol">None</span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
       <span class="permalink">
@@ -1110,6 +1166,8 @@ <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</
               <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">
               <h3>Inherited from <a href="ReadRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">ReadRobertaDLModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel">
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html
index 9bacd7056ef9a2..06121192eda274 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -402,7 +426,7 @@ <h4 id="signature" class="signature">
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+        <span class="name">RoBertaEmbeddings</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
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@@ -514,7 +538,7 @@ <h4 id="signature" class="signature">
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@@ -2644,9 +2668,9 @@ <h3>Value Members</h3>
       
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+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings"></a><a id="setModelIfNotSet(SparkSession,Option[TensorflowWrapper],Option[OnnxWrapper]):RoBertaEmbeddings"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" title="Permalink">
         <i class="material-icons"></i>
       </a>
     </span>
@@ -2655,7 +2679,7 @@ <h3>Value Members</h3>
         <span class="kind">def</span>
       </span>
       <span class="symbol">
-        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a></span>
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a>]</span>, <span name="onnxWrapper">onnxWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a></span>
       </span>
       
       <p class="shortcomment cmt"></p>
@@ -3128,6 +3152,22 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit"></a><a id="writeOnnxModel(String,SparkSession,OnnxWrapper,String,String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html#writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrapper">onnxWrapper: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="writeTensorflowHub(path:String,tfPath:String,spark:org.apache.spark.sql.SparkSession,suffix:String):Unit"></a><a id="writeTensorflowHub(String,String,SparkSession,String):Unit"></a>
       <span class="permalink">
@@ -3196,6 +3236,8 @@ <h3>Inherited from <a href="../../storage/HasStorageRef.html" class="extype" nam
               <h3>Inherited from <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.HasProtectedParams">
               <h3>Inherited from <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
               <h3>Inherited from <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings$.html
index e864b3a19032fc..9e5eee75969a70 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.html
index 739b897cc318d4..55eb73e71fd389 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
                         <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
@@ -213,10 +221,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
@@ -273,10 +289,18 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
@@ -2642,9 +2666,9 @@ <h3>Value Members</h3>
       
       <p class="shortcomment cmt"></p>
     </li><li name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings#setModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
-      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings"></a><a id="setModelIfNotSet(SparkSession,TensorflowWrapper):RoBertaSentenceEmbeddings"></a>
+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings"></a><a id="setModelIfNotSet(SparkSession,Option[TensorflowWrapper],Option[OnnxWrapper]):RoBertaSentenceEmbeddings"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper):com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" title="Permalink">
         <i class="material-icons"></i>
       </a>
     </span>
@@ -2653,7 +2677,7 @@ <h3>Value Members</h3>
         <span class="kind">def</span>
       </span>
       <span class="symbol">
-        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a></span>
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a>]</span>, <span name="onnxWrapper">onnxWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a></span>
       </span>
       
       <p class="shortcomment cmt"></p>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings$.html
index 1d7dcf251ecfa1..7cd4f3da2bcc5e 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
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+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
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+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
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+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings.html
index 2992b4339b42cc..f8140137a4823f 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
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+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder$.html
index f824860dde9e2b..dce58dddb194d0 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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@@ -181,6 +185,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder.html b/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder.html
index ff754894cbcb40..174bd0768e9b6b 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/Word2VecApproach$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/Word2VecApproach$.html
index 2c23aba657c56f..8a57331ce40bec 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Word2VecApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -169,6 +169,10 @@ <h1>Packages</h1>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
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+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Word2VecApproach</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
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+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/Word2VecModel$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/Word2VecModel$.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Word2VecModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
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+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/Word2VecModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/Word2VecModel.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Word2VecModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings.html
index d8e4ada7a16d46..7e49327ebb7118 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
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+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsBinaryIndexer$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsBinaryIndexer$.html
index 94eba4792dc13b..1e4f4758d8df83 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsBinaryIndexer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsBinaryIndexer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsBinaryIndexer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsBinaryIndexer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsBinaryIndexer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsBinaryIndexer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
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+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
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+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel$.html
index 75e2068b5650f9..8171b892492bd0 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.html
index 7466243e6d65a7..2b251c5b4f339e 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsReader.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsReader.html
index c20b8ce71e3818..3ce93b323ea05a 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsReader.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
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+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsTextIndexer$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsTextIndexer$.html
index 471e1e9e5c7590..cf8d0b12f8ed8a 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsTextIndexer$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
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+                        <span class="separator"></span>
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+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsWriter.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsWriter.html
index c51bdc9c7abacc..c940ea5cdf2a3f 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsWriter.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
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+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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index ecf85689000d09..cd7c8b7efb2a1a 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
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                         <span class="separator"></span>
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                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings.html
index 05cd0a3ea4b4d7..26b476b0af3eb8 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings$.html
index ca80a0d3eed92d..f33afb2f46caac 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
                         <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadLongformerDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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                         <a class="trait" href="ReadablePretrainedLongformerModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.html
index a5ee7dd6601782..4ba5c1e48a1ed8 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
                         <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
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+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings$.html
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--- a/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings$.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
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+                        <span class="separator"></span>
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+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -169,6 +169,10 @@ <h1>Packages</h1>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <span class="separator"></span>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/index.html b/docs/api/com/johnsnowlabs/nlp/embeddings/index.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.embeddings" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.embeddings" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.embeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -185,6 +185,10 @@ <h1>Packages</h1>
                         <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
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                         <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
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                         <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
                         <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
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                         <a class="trait" href="ReadDistilBertDLModel.html" title=""></a>
                         <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadElmoDLModel.html" title=""></a>
                         <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadInstructorDLModel.html" title=""></a>
+                        <a href="ReadInstructorDLModel.html" title="">ReadInstructorDLModel</a>
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                         <a class="trait" href="ReadablePretrainedDoc2Vec.html" title=""></a>
                         <a href="ReadablePretrainedDoc2Vec.html" title="">ReadablePretrainedDoc2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedE5Model.html" title=""></a>
+                        <a href="ReadablePretrainedE5Model.html" title="">ReadablePretrainedE5Model</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedElmoModel.html" title=""></a>
                         <a href="ReadablePretrainedElmoModel.html" title="">ReadablePretrainedElmoModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedInstructorModel.html" title=""></a>
+                        <a href="ReadablePretrainedInstructorModel.html" title="">ReadablePretrainedInstructorModel</a>
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-                      </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+                      </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="../finisher/index.html"><span class="name">finisher</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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@@ -627,7 +667,7 @@ <h3>Type Members</h3>
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+      <a id="BertEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.BertEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.BertEmbeddings]withWriteTensorflowModelwithWriteOnnxModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="BertEmbeddings:BertEmbeddings"></a>
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@@ -638,7 +678,7 @@ <h3>Type Members</h3>
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       </span>
       <span class="symbol">
-        <a title="Token-level embeddings using BERT." href="BertEmbeddings.html"><span class="name">BertEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+        <a title="Token-level embeddings using BERT." href="BertEmbeddings.html"><span class="name">BertEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
       </span>
       
       <p class="shortcomment cmt">Token-level embeddings using BERT.</p><div class="fullcomment"><div class="comment cmt"><p>Token-level embeddings using BERT. BERT (Bidirectional Encoder Representations from
@@ -712,7 +752,7 @@ <h3>Type Members</h3>
   <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
   based embeddings</p></span></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="BertSentenceEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings]withWriteTensorflowModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEnginewithHasProtectedParams"></a><a id="BertSentenceEmbeddings:BertSentenceEmbeddings"></a>
+      <a id="BertSentenceEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings]withWriteTensorflowModelwithWriteOnnxModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEnginewithHasProtectedParams"></a><a id="BertSentenceEmbeddings:BertSentenceEmbeddings"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/BertSentenceEmbeddings.html" title="Permalink">
         <i class="material-icons"></i>
@@ -723,7 +763,7 @@ <h3>Type Members</h3>
         <span class="kind">class</span>
       </span>
       <span class="symbol">
-        <a title="Sentence-level embeddings using BERT." href="BertSentenceEmbeddings.html"><span class="name">BertSentenceEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a> with <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></span>
+        <a title="Sentence-level embeddings using BERT." href="BertSentenceEmbeddings.html"><span class="name">BertSentenceEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a> with <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></span>
       </span>
       
       <p class="shortcomment cmt">Sentence-level embeddings using BERT.</p><div class="fullcomment"><div class="comment cmt"><p>Sentence-level embeddings using BERT. BERT (Bidirectional Encoder Representations from
@@ -787,7 +827,7 @@ <h3>Type Members</h3>
 |[-<span class="num">0.6180210709571838</span>,-<span class="num">0.12179657071828842</span>,-<span class="num">0.191165953874588</span>,-<span class="num">1.4497021436691</span>...|
 |[-<span class="num">0.822715163230896</span>,<span class="num">0.7568016648292542</span>,-<span class="num">0.1165061742067337</span>,-<span class="num">1.59048593044281</span>,...|
 +--------------------------------------------------------------------------------+</pre></div><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p>
-  <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a> for token-level embeddings</p></span><span class="cmt"><p>
+  <a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a> for sentence-level embeddings</p></span><span class="cmt"><p>
   <a href="../annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>
   for embeddings with a sequence classification layer on top</p></span><span class="cmt"><p>
   <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
@@ -958,7 +998,7 @@ <h3>Type Members</h3>
 |word_embeddings|sentence .|[<span class="num">0.139705</span>, <span class="num">0.177955</span>, <span class="num">0.1887775</span>, -<span class="num">0.45545</span>, <span class="num">0.20030999</span>, <span class="num">0.461557</span>, -<span class="num">0.07891501</span>, ...|
 +---------------+----------+--------------------------------------------------------------------------------+</pre></div></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="DeBertaEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings]withWriteTensorflowModelwithWriteSentencePieceModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="DeBertaEmbeddings:DeBertaEmbeddings"></a>
+      <a id="DeBertaEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings]withWriteTensorflowModelwithWriteOnnxModelwithWriteSentencePieceModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="DeBertaEmbeddings:DeBertaEmbeddings"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings.html" title="Permalink">
         <i class="material-icons"></i>
@@ -969,7 +1009,7 @@ <h3>Type Members</h3>
         <span class="kind">class</span>
       </span>
       <span class="symbol">
-        <a title="The DeBERTa model was proposed in DeBERTa: Decoding-enhanced BERT with Disentangled Attention by Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen It is based on Google’s BERT model released in 2018 and Facebook’s RoBERTa model released in 2019." href="DeBertaEmbeddings.html"><span class="name">DeBertaEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+        <a title="The DeBERTa model was proposed in DeBERTa: Decoding-enhanced BERT with Disentangled Attention by Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen It is based on Google’s BERT model released in 2018 and Facebook’s RoBERTa model released in 2019." href="DeBertaEmbeddings.html"><span class="name">DeBertaEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
       </span>
       
       <p class="shortcomment cmt">The DeBERTa model was proposed in
@@ -1046,7 +1086,7 @@ <h3>Type Members</h3>
   <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
   based embeddings</p></span></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="DistilBertEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings]withWriteTensorflowModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="DistilBertEmbeddings:DistilBertEmbeddings"></a>
+      <a id="DistilBertEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings]withWriteTensorflowModelwithWriteOnnxModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="DistilBertEmbeddings:DistilBertEmbeddings"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.html" title="Permalink">
         <i class="material-icons"></i>
@@ -1057,7 +1097,7 @@ <h3>Type Members</h3>
         <span class="kind">class</span>
       </span>
       <span class="symbol">
-        <a title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base." href="DistilBertEmbeddings.html"><span class="name">DistilBertEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+        <a title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base." href="DistilBertEmbeddings.html"><span class="name">DistilBertEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
       </span>
       
       <p class="shortcomment cmt">DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT
@@ -1255,6 +1295,78 @@ <h3>Type Members</h3>
 +--------------------------------------------------------------------------------+
 |[<span class="num">0.06222493574023247</span>,<span class="num">0.011579325422644615</span>,<span class="num">0.009919632226228714</span>,<span class="num">0.109361454844</span>...|
 +--------------------------------------------------------------------------------+</pre></div></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="E5EmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.E5Embeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.E5Embeddings]withWriteTensorflowModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="E5Embeddings:E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a title="Sentence embeddings using E5." href="E5Embeddings.html"><span class="name">E5Embeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Sentence embeddings using E5.</p><div class="fullcomment"><div class="comment cmt"><p>Sentence embeddings using E5.</p><p>E5, an instruction-finetuned text embedding model that can generate text embeddings tailored
+to any task (e.g., classification, retrieval, clustering, text evaluation, etc.)</p><p>Pretrained models can be loaded with <code>pretrained</code> of the companion object:</p><pre><span class="kw">val</span> embeddings = E5Embeddings.pretrained()
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"e5_embeddings"</span>)</pre><p>The default model is <code>&quot;e5_small&quot;</code>, if no name is provided.</p><p>For available pretrained models please see the
+<a href="https://sparknlp.org/models?q=E5" target="_blank">Models Hub</a>.</p><p>For extended examples of usage, see
+<a href="https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala" target="_blank">E5EmbeddingsTestSpec</a>.</p><p><b>Sources</b> :</p><p><a href="https://arxiv.org/pdf/2212.03533" target="_blank">Text Embeddings by Weakly-Supervised Contrastive Pre-training</a></p><p><a href="https://github.com/microsoft/unilm/tree/master/e5" target="_blank">E5 Github Repository</a></p><p><b> Paper abstract </b></p><p><i>This paper presents E5, a family of state-of-the-art text embeddings that transfer well to a
+wide range of tasks. The model is trained in a contrastive manner with weak supervision
+signals from our curated large-scale text pair dataset (called CCPairs). E5 can be readily
+used as a general-purpose embedding model for any tasks requiring a single-vector
+representation of texts such as retrieval, clustering, and classification, achieving strong
+performance in both zero-shot and fine-tuned settings. We conduct extensive evaluations on 56
+datasets from the BEIR and MTEB benchmarks. For zero-shot settings, E5 is the first model that
+outperforms the strong BM25 baseline on the BEIR retrieval benchmark without using any labeled
+data. When fine-tuned, E5 obtains the best results on the MTEB benchmark, beating existing
+embedding models with 40× more parameters.</i></p><h4>Example</h4><pre><span class="kw">import</span> spark.implicits._
+<span class="kw">import</span> com.johnsnowlabs.nlp.base.DocumentAssembler
+<span class="kw">import</span> com.johnsnowlabs.nlp.annotators.Tokenizer
+<span class="kw">import</span> com.johnsnowlabs.nlp.embeddings.E5Embeddings
+<span class="kw">import</span> com.johnsnowlabs.nlp.EmbeddingsFinisher
+<span class="kw">import</span> org.apache.spark.ml.Pipeline
+
+<span class="kw">val</span> documentAssembler = <span class="kw">new</span> DocumentAssembler()
+  .setInputCol(<span class="lit">"text"</span>)
+  .setOutputCol(<span class="lit">"document"</span>)
+
+<span class="kw">val</span> embeddings = E5Embeddings.pretrained(<span class="lit">"e5_small"</span>, <span class="lit">"en"</span>)
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"e5_embeddings"</span>)
+
+<span class="kw">val</span> embeddingsFinisher = <span class="kw">new</span> EmbeddingsFinisher()
+  .setInputCols(<span class="lit">"e5_embeddings"</span>)
+  .setOutputCols(<span class="lit">"finished_embeddings"</span>)
+  .setOutputAsVector(<span class="kw">true</span>)
+
+<span class="kw">val</span> pipeline = <span class="kw">new</span> Pipeline().setStages(<span class="std">Array</span>(
+  documentAssembler,
+  embeddings,
+  embeddingsFinisher
+))
+
+<span class="kw">val</span> data = <span class="std">Seq</span>(<span class="lit">"query: how much protein should a female eat"</span>,
+<span class="lit">"passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 grams per day."</span> +
+But, as you can see from <span class="kw">this</span> chart, you'll need to increase that <span class="kw">if</span> you're expecting or training <span class="kw">for</span> a<span class="lit">" +
+marathon. Check out the chart below to see how much protein you should be eating each day."</span>
+
+).toDF(<span class="lit">"text"</span>)
+<span class="kw">val</span> result = pipeline.fit(data).transform(data)
+
+result.selectExpr(<span class="lit">"explode(finished_embeddings) as result"</span>).show(<span class="num">1</span>, <span class="num">80</span>)
++--------------------------------------------------------------------------------+
+|                                                                          result|
++--------------------------------------------------------------------------------+
+|[[<span class="num">8.0190285E-4</span>, -<span class="num">0.005974853</span>, -<span class="num">0.072875895</span>, <span class="num">0.007944068</span>, <span class="num">0.026059335</span>, -<span class="num">0.0080</span>...|
+[[<span class="num">0.050514214</span>, <span class="num">0.010061974</span>, -<span class="num">0.04340176</span>, -<span class="num">0.020937217</span>, <span class="num">0.05170225</span>, <span class="num">0.01157857</span>...|
++--------------------------------------------------------------------------------+</pre></div><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p>
+  <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
+  based embeddings</p></span></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="ElmoEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings]withHasSimpleAnnotate[com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings]withWriteTensorflowModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="ElmoEmbeddings:ElmoEmbeddings"></a>
       <span class="permalink">
@@ -1371,6 +1483,79 @@ <h3>Type Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="InstructorEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings]withWriteTensorflowModelwithHasEmbeddingsPropertieswithHasStorageRefwithWriteSentencePieceModelwithHasCaseSensitivePropertieswithHasEngine"></a><a id="InstructorEmbeddings:InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a title="Sentence embeddings using INSTRUCTOR." href="InstructorEmbeddings.html"><span class="name">InstructorEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Sentence embeddings using INSTRUCTOR.</p><div class="fullcomment"><div class="comment cmt"><p>Sentence embeddings using INSTRUCTOR.</p><p>Instructor👨‍🏫, an instruction-finetuned text embedding model that can generate text
+embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation,
+etc.) and domains (e.g., science, finance, etc.) by simply providing the task instruction,
+without any finetuning. Instructor👨‍ achieves sota on 70 diverse embedding tasks!</p><p>Pretrained models can be loaded with <code>pretrained</code> of the companion object:</p><pre><span class="kw">val</span> embeddings = InstructorEmbeddings.pretrained()
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"instructor_embeddings"</span>)</pre><p>The default model is <code>&quot;instructor_base&quot;</code>, if no name is provided.</p><p>For available pretrained models please see the
+<a href="https://sparknlp.org/models?q=Instructor" target="_blank">Models Hub</a>.</p><p>For extended examples of usage, see
+<a href="https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddingsTestSpec.scala" target="_blank">InstructorEmbeddingsTestSpec</a>.</p><p><b>Sources</b> :</p><p><a href="https://arxiv.org/abs/2212.09741" target="_blank">One Embedder, Any Task: Instruction-Finetuned Text Embeddings</a></p><p><a href="https://github.com/HKUNLP/instructor-embedding/" target="_blank">INSTRUCTOR Github Repository</a></p><p><b> Paper abstract </b></p><p><i>We introduce INSTRUCTOR, a new method for computing text embeddings given task instructions:
+every text input is embedded together with instructions explaining the use case (e.g., task
+and domain descriptions). Unlike encoders from prior work that are more specialized,
+INSTRUCTOR is a single embedder that can generate text embeddings tailored to different
+downstream tasks and domains, without any further training. We first annotate instructions for
+330 diverse tasks and train INSTRUCTOR on this multitask mixture with a contrastive loss. We
+evaluate INSTRUCTOR on 70 embedding evaluation tasks (66 of which are unseen during training),
+ranging from classification and information retrieval to semantic textual similarity and text
+generation evaluation. INSTRUCTOR, while having an order of magnitude fewer parameters than
+the previous best model, achieves state-of-the-art performance, with an average improvement of
+3.4% compared to the previous best results on the 70 diverse datasets. Our analysis suggests
+that INSTRUCTOR is robust to changes in instructions, and that instruction finetuning
+mitigates the challenge of training a single model on diverse datasets. Our model, code, and
+data are available at this https URL. <a href="https://instructor-embedding.github.io/" target="_blank">https://instructor-embedding.github.io/</a> </i></p><h4>Example</h4><pre><span class="kw">import</span> spark.implicits._
+<span class="kw">import</span> com.johnsnowlabs.nlp.base.DocumentAssembler
+<span class="kw">import</span> com.johnsnowlabs.nlp.annotators.Tokenizer
+<span class="kw">import</span> com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings
+<span class="kw">import</span> com.johnsnowlabs.nlp.EmbeddingsFinisher
+<span class="kw">import</span> org.apache.spark.ml.Pipeline
+
+<span class="kw">val</span> documentAssembler = <span class="kw">new</span> DocumentAssembler()
+  .setInputCol(<span class="lit">"text"</span>)
+  .setOutputCol(<span class="lit">"document"</span>)
+
+<span class="kw">val</span> embeddings = InstructorEmbeddings.pretrained(<span class="lit">"instructor_base"</span>, <span class="lit">"en"</span>)
+  .setInputCols(<span class="lit">"document"</span>)
+  .setInstruction(<span class="lit">"Represent the Medicine sentence for clustering: "</span>)
+  .setOutputCol(<span class="lit">"instructor_embeddings"</span>)
+
+<span class="kw">val</span> embeddingsFinisher = <span class="kw">new</span> EmbeddingsFinisher()
+  .setInputCols(<span class="lit">"instructor_embeddings"</span>)
+  .setOutputCols(<span class="lit">"finished_embeddings"</span>)
+  .setOutputAsVector(<span class="kw">true</span>)
+
+<span class="kw">val</span> pipeline = <span class="kw">new</span> Pipeline().setStages(<span class="std">Array</span>(
+  documentAssembler,
+  embeddings,
+  embeddingsFinisher
+))
+
+<span class="kw">val</span> data = <span class="std">Seq</span>(<span class="lit">"Dynamical Scalar Degree of Freedom in Horava-Lifshitz Gravity"</span>).toDF(<span class="lit">"text"</span>)
+<span class="kw">val</span> result = pipeline.fit(data).transform(data)
+
+result.selectExpr(<span class="lit">"explode(finished_embeddings) as result"</span>).show(<span class="num">1</span>, <span class="num">80</span>)
++--------------------------------------------------------------------------------+
+|                                                                          result|
++--------------------------------------------------------------------------------+
+|[-<span class="num">2.3497989177703857</span>,<span class="num">0.480538547039032</span>,-<span class="num">0.3238905668258667</span>,-<span class="num">1.612930893898010</span>...|
++--------------------------------------------------------------------------------+</pre></div><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p>
+  <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
+  based embeddings</p></span></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="LongformerEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings]withWriteTensorflowModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="LongformerEmbeddings:LongformerEmbeddings"></a>
       <span class="permalink">
@@ -1475,7 +1660,7 @@ <h3>Type Members</h3>
       
       
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
-      <a id="ReadBertDLModelextendsReadTensorflowModel"></a><a id="ReadBertDLModel:ReadBertDLModel"></a>
+      <a id="ReadBertDLModelextendsReadTensorflowModelwithReadOnnxModel"></a><a id="ReadBertDLModel:ReadBertDLModel"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBertDLModel.html" title="Permalink">
         <i class="material-icons"></i>
@@ -1486,12 +1671,12 @@ <h3>Type Members</h3>
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <a title="" href="ReadBertDLModel.html"><span class="name">ReadBertDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
+        <a title="" href="ReadBertDLModel.html"><span class="name">ReadBertDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
       </span>
       
       
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
-      <a id="ReadBertSentenceDLModelextendsReadTensorflowModel"></a><a id="ReadBertSentenceDLModel:ReadBertSentenceDLModel"></a>
+      <a id="ReadBertSentenceDLModelextendsReadTensorflowModelwithReadOnnxModel"></a><a id="ReadBertSentenceDLModel:ReadBertSentenceDLModel"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBertSentenceDLModel.html" title="Permalink">
         <i class="material-icons"></i>
@@ -1502,7 +1687,7 @@ <h3>Type Members</h3>
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <a title="" href="ReadBertSentenceDLModel.html"><span class="name">ReadBertSentenceDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
+        <a title="" href="ReadBertSentenceDLModel.html"><span class="name">ReadBertSentenceDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
       </span>
       
       
@@ -1523,7 +1708,7 @@ <h3>Type Members</h3>
       
       
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
-      <a id="ReadDeBertaDLModelextendsReadTensorflowModelwithReadSentencePieceModel"></a><a id="ReadDeBertaDLModel:ReadDeBertaDLModel"></a>
+      <a id="ReadDeBertaDLModelextendsReadTensorflowModelwithReadSentencePieceModelwithReadOnnxModel"></a><a id="ReadDeBertaDLModel:ReadDeBertaDLModel"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadDeBertaDLModel.html" title="Permalink">
         <i class="material-icons"></i>
@@ -1534,12 +1719,12 @@ <h3>Type Members</h3>
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <a title="" href="ReadDeBertaDLModel.html"><span class="name">ReadDeBertaDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
+        <a title="" href="ReadDeBertaDLModel.html"><span class="name">ReadDeBertaDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
       </span>
       
       
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
-      <a id="ReadDistilBertDLModelextendsReadTensorflowModel"></a><a id="ReadDistilBertDLModel:ReadDistilBertDLModel"></a>
+      <a id="ReadDistilBertDLModelextendsReadTensorflowModelwithReadOnnxModel"></a><a id="ReadDistilBertDLModel:ReadDistilBertDLModel"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadDistilBertDLModel.html" title="Permalink">
         <i class="material-icons"></i>
@@ -1550,7 +1735,23 @@ <h3>Type Members</h3>
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <a title="" href="ReadDistilBertDLModel.html"><span class="name">ReadDistilBertDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
+        <a title="" href="ReadDistilBertDLModel.html"><span class="name">ReadDistilBertDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ReadE5DLModelextendsReadTensorflowModel"></a><a id="ReadE5DLModel:ReadE5DLModel"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ReadE5DLModel.html"><span class="name">ReadE5DLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
       </span>
       
       
@@ -1570,6 +1771,22 @@ <h3>Type Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ReadInstructorDLModelextendsReadTensorflowModelwithReadSentencePieceModel"></a><a id="ReadInstructorDLModel:ReadInstructorDLModel"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ReadInstructorDLModel.html"><span class="name">ReadInstructorDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
+      </span>
+      
+      
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
       <a id="ReadLongformerDLModelextendsReadTensorflowModel"></a><a id="ReadLongformerDLModel:ReadLongformerDLModel"></a>
       <span class="permalink">
@@ -1587,7 +1804,7 @@ <h3>Type Members</h3>
       
       
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
-      <a id="ReadRobertaDLModelextendsReadTensorflowModel"></a><a id="ReadRobertaDLModel:ReadRobertaDLModel"></a>
+      <a id="ReadRobertaDLModelextendsReadTensorflowModelwithReadOnnxModel"></a><a id="ReadRobertaDLModel:ReadRobertaDLModel"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadRobertaDLModel.html" title="Permalink">
         <i class="material-icons"></i>
@@ -1598,7 +1815,7 @@ <h3>Type Members</h3>
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <a title="" href="ReadRobertaDLModel.html"><span class="name">ReadRobertaDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></span>
+        <a title="" href="ReadRobertaDLModel.html"><span class="name">ReadRobertaDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
       </span>
       
       
@@ -1794,6 +2011,22 @@ <h3>Type Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ReadablePretrainedE5ModelextendsParamsAndFeaturesReadable[com.johnsnowlabs.nlp.embeddings.E5Embeddings]withHasPretrained[com.johnsnowlabs.nlp.embeddings.E5Embeddings]"></a><a id="ReadablePretrainedE5Model:ReadablePretrainedE5Model"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ReadablePretrainedE5Model.html"><span class="name">ReadablePretrainedE5Model</span></a><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>] with <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>]</span>
+      </span>
+      
+      
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
       <a id="ReadablePretrainedElmoModelextendsParamsAndFeaturesReadable[com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings]withHasPretrained[com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings]"></a><a id="ReadablePretrainedElmoModel:ReadablePretrainedElmoModel"></a>
       <span class="permalink">
@@ -1810,6 +2043,22 @@ <h3>Type Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ReadablePretrainedInstructorModelextendsParamsAndFeaturesReadable[com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings]withHasPretrained[com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings]"></a><a id="ReadablePretrainedInstructorModel:ReadablePretrainedInstructorModel"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ReadablePretrainedInstructorModel.html"><span class="name">ReadablePretrainedInstructorModel</span></a><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>] with <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>]</span>
+      </span>
+      
+      
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
       <a id="ReadablePretrainedLongformerModelextendsParamsAndFeaturesReadable[com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings]withHasPretrained[com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings]"></a><a id="ReadablePretrainedLongformerModel:ReadablePretrainedLongformerModel"></a>
       <span class="permalink">
@@ -1971,7 +2220,7 @@ <h3>Type Members</h3>
       
       
     </li><li name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="RoBertaEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings]withWriteTensorflowModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="RoBertaEmbeddings:RoBertaEmbeddings"></a>
+      <a id="RoBertaEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings]withWriteTensorflowModelwithWriteOnnxModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="RoBertaEmbeddings:RoBertaEmbeddings"></a>
       <span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html" title="Permalink">
         <i class="material-icons"></i>
@@ -1982,7 +2231,7 @@ <h3>Type Members</h3>
         <span class="kind">class</span>
       </span>
       <span class="symbol">
-        <a title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov." href="RoBertaEmbeddings.html"><span class="name">RoBertaEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+        <a title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov." href="RoBertaEmbeddings.html"><span class="name">RoBertaEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
       </span>
       
       <p class="shortcomment cmt">The RoBERTa model was proposed in
@@ -3076,6 +3325,24 @@ <h3>Value Members</h3>
       
       <p class="shortcomment cmt">This is the companion object of <a href="Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>. Please refer to that class for the
 documentation.
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.E5Embeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="E5Embeddings"></a><a id="E5Embeddings:E5Embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/E5Embeddings$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="This is the companion object of E5Embeddings." href="E5Embeddings$.html"><span class="name">E5Embeddings</span></a><span class="result"> extends <a href="ReadablePretrainedE5Model.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model">ReadablePretrainedE5Model</a> with <a href="ReadE5DLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">This is the companion object of <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>. Please refer to that class for the
+documentation.
 </p></div></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="ElmoEmbeddings"></a><a id="ElmoEmbeddings:ElmoEmbeddings"></a>
@@ -3094,6 +3361,24 @@ <h3>Value Members</h3>
       
       <p class="shortcomment cmt">This is the companion object of <a href="ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>. Please refer to that class for the
 documentation.
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="InstructorEmbeddings"></a><a id="InstructorEmbeddings:InstructorEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="This is the companion object of InstructorEmbeddings." href="InstructorEmbeddings$.html"><span class="name">InstructorEmbeddings</span></a><span class="result"> extends <a href="ReadablePretrainedInstructorModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel">ReadablePretrainedInstructorModel</a> with <a href="ReadInstructorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel">ReadInstructorDLModel</a> with <a href="../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">This is the companion object of <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>. Please refer to that class for the
+documentation.
 </p></div></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="LongformerEmbeddings"></a><a id="LongformerEmbeddings:LongformerEmbeddings"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html b/docs/api/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html
new file mode 100644
index 00000000000000..4ab6d5b5ba7d65
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html
@@ -0,0 +1,658 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <meta http-equiv="X-UA-Compatible" content="IE=edge" />
+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      
+      <link href="../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.min.js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery.panzoom.min.js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery.mousewheel.min.js"></script>
+      <script type="text/javascript" src="../../../../lib/index.js"></script>
+      <script type="text/javascript" src="../../../../index.js"></script>
+      <script type="text/javascript" src="../../../../lib/scheduler.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      
+      <script type="text/javascript">
+        /* this variable can be used by the JS to determine the path to the root document */
+        var toRoot = '../../../../';
+      </script>
+    
+        </head>
+        <body>
+      <div id="search">
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
+        <span class="close-results"><span class="left">&lt;</span> Back</span>
+        <div id="textfilter">
+          <span class="input">
+            <input autocapitalize="none" placeholder="Search" id="index-input" type="text" accesskey="/" />
+            <i class="clear material-icons"></i>
+            <i id="search-icon" class="material-icons"></i>
+          </span>
+        </div>
+    </div>
+      <div id="search-results">
+        <div id="search-progress">
+          <div id="progress-fill"></div>
+        </div>
+        <div id="results-content">
+          <div id="entity-results"></div>
+          <div id="member-results"></div>
+        </div>
+      </div>
+      <div id="content-scroll-container" style="-webkit-overflow-scrolling: touch;">
+        <div id="content-container" style="-webkit-overflow-scrolling: touch;">
+          <div id="subpackage-spacer">
+            <div id="packages">
+              <h1>Packages</h1>
+              <ul>
+                <li name="_root_.root" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="_root_"></a><a id="root:_root_"></a>
+      <span class="permalink">
+      <a href="../../../../index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../../../index.html"><span class="name">root</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
+    </li><li name="_root_.com" visbl="pub" class="indented1 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="com"></a><a id="com:com"></a>
+      <span class="permalink">
+      <a href="../../../../com/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../../index.html"><span class="name">com</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs" visbl="pub" class="indented2 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="johnsnowlabs"></a><a id="johnsnowlabs:johnsnowlabs"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../index.html"><span class="name">johnsnowlabs</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../index.html" class="extype" name="com">com</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp" visbl="pub" class="indented3 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nlp"></a><a id="nlp:nlp"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../index.html"><span class="name">nlp</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="index.html"><span class="name">finisher</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li class="current-entities indented4">
+                        <a class="object" href="" title=""></a>
+                        <a class="class" href="DocumentSimilarityRankerFinisher.html" title=""></a>
+                        <a href="DocumentSimilarityRankerFinisher.html" title="">DocumentSimilarityRankerFinisher</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="object value">
+      <div id="definition">
+        <a href="DocumentSimilarityRankerFinisher.html" title="See companion class"><div class="big-circle object-companion-class">o</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.finisher">finisher</a></p>
+        <h1><a href="DocumentSimilarityRankerFinisher.html" title="See companion class">DocumentSimilarityRankerFinisher</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="DocumentSimilarityRankerFinisher.html" title="See companion class">class DocumentSimilarityRankerFinisher</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentSimilarityRankerFinisher</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentSimilarityRankerFinisher.html" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentSimilarityRankerFinisher.html" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentSimilarityRankerFinisher.html" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>], <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
+          </span>
+          <i class="clear material-icons"></i>
+        </div>
+        <div id="filterby">
+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher"><span>DocumentSimilarityRankerFinisher</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
+              </ol>
+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
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+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#clone():Object" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#finalize():Unit" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):DocumentSimilarityRankerFinisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#load(path:String):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="DocumentSimilarityRankerFinisher.html" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a><a id="read:MLReader[DocumentSimilarityRankerFinisher]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#read:org.apache.spark.ml.util.MLReader[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="DocumentSimilarityRankerFinisher.html" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher$.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentSimilarityRankerFinisher.html" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentSimilarityRankerFinisher.html" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html b/docs/api/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html
new file mode 100644
index 00000000000000..7e1e9d66634351
--- /dev/null
+++ b/docs/api/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html
@@ -0,0 +1,1657 @@
+<!DOCTYPE html >
+<html>
+        <head>
+          <meta http-equiv="X-UA-Compatible" content="IE=edge" />
+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      
+      <link href="../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
+      <script type="text/javascript" src="../../../../lib/jquery.min.js"></script>
+      <script type="text/javascript" src="../../../../lib/jquery.panzoom.min.js"></script>
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+      <script type="text/javascript" src="../../../../index.js"></script>
+      <script type="text/javascript" src="../../../../lib/scheduler.js"></script>
+      <script type="text/javascript" src="../../../../lib/template.js"></script>
+      
+      <script type="text/javascript">
+        /* this variable can be used by the JS to determine the path to the root document */
+        var toRoot = '../../../../';
+      </script>
+    
+        </head>
+        <body>
+      <div id="search">
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
+        <span class="close-results"><span class="left">&lt;</span> Back</span>
+        <div id="textfilter">
+          <span class="input">
+            <input autocapitalize="none" placeholder="Search" id="index-input" type="text" accesskey="/" />
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+            <i id="search-icon" class="material-icons"></i>
+          </span>
+        </div>
+    </div>
+      <div id="search-results">
+        <div id="search-progress">
+          <div id="progress-fill"></div>
+        </div>
+        <div id="results-content">
+          <div id="entity-results"></div>
+          <div id="member-results"></div>
+        </div>
+      </div>
+      <div id="content-scroll-container" style="-webkit-overflow-scrolling: touch;">
+        <div id="content-container" style="-webkit-overflow-scrolling: touch;">
+          <div id="subpackage-spacer">
+            <div id="packages">
+              <h1>Packages</h1>
+              <ul>
+                <li name="_root_.root" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="_root_"></a><a id="root:_root_"></a>
+      <span class="permalink">
+      <a href="../../../../index.html" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../../../index.html"><span class="name">root</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
+    </li><li name="_root_.com" visbl="pub" class="indented1 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="com"></a><a id="com:com"></a>
+      <span class="permalink">
+      <a href="../../../../com/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../../index.html"><span class="name">com</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs" visbl="pub" class="indented2 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="johnsnowlabs"></a><a id="johnsnowlabs:johnsnowlabs"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../../index.html"><span class="name">johnsnowlabs</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../index.html" class="extype" name="com">com</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp" visbl="pub" class="indented3 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nlp"></a><a id="nlp:nlp"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../index.html"><span class="name">nlp</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="index.html"><span class="name">finisher</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li class="current-entities indented4">
+                        <a class="object" href="DocumentSimilarityRankerFinisher$.html" title=""></a>
+                        <a class="class" href="" title=""></a>
+                        <a href="" title="">DocumentSimilarityRankerFinisher</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="class type">
+      <div id="definition">
+        <a href="DocumentSimilarityRankerFinisher$.html" title="See companion object"><div class="big-circle class-companion-object">c</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.finisher">finisher</a></p>
+        <h1><a href="DocumentSimilarityRankerFinisher$.html" title="See companion object">DocumentSimilarityRankerFinisher</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="DocumentSimilarityRankerFinisher$.html" title="See companion object">object DocumentSimilarityRankerFinisher</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">case class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentSimilarityRankerFinisher</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span> with <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span> with <span class="extype" name="scala.Product">Product</span> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Product">Product</span>, <span class="extype" name="scala.Equals">Equals</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <span class="extype" name="scala.AnyRef">AnyRef</span>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
+          </span>
+          <i class="clear material-icons"></i>
+        </div>
+        <div id="filterby">
+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              <li class="group out"><span>Grouped</span></li>
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher"><span>DocumentSimilarityRankerFinisher</span></li><li class="in" name="scala.Product"><span>Product</span></li><li class="in" name="scala.Equals"><span>Equals</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
+              </ol>
+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher"></a><a id="&lt;init&gt;:DocumentSimilarityRankerFinisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#&lt;init&gt;():com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentSimilarityRankerFinisher</span><span class="params">()</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher"></a><a id="&lt;init&gt;:DocumentSimilarityRankerFinisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentSimilarityRankerFinisher</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      
+      
+    </li></ol>
+            </div>
+
+        
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#!=(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="$[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#FINISHED_DOC_SIM_RANKER_ID_DEFAULT" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="FINISHED_DOC_SIM_RANKER_ID_DEFAULT:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#FINISHED_DOC_SIM_RANKER_ID_DEFAULT:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FINISHED_DOC_SIM_RANKER_ID_DEFAULT</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#FINISHED_DOC_SIM_RANKER_NEIGHBORS_DEFAULT" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="FINISHED_DOC_SIM_RANKER_NEIGHBORS_DEFAULT:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#FINISHED_DOC_SIM_RANKER_NEIGHBORS_DEFAULT:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">FINISHED_DOC_SIM_RANKER_NEIGHBORS_DEFAULT</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#LSH_ID_COL_NAME" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LSH_ID_COL_NAME:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#LSH_ID_COL_NAME:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LSH_ID_COL_NAME</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#LSH_NEIGHBORS_COL_NAME" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="LSH_NEIGHBORS_COL_NAME:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#LSH_NEIGHBORS_COL_NAME:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">LSH_NEIGHBORS_COL_NAME</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a><a id="clear(Param[_]):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.AnyRef">AnyRef</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#copy" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Transformer"></a><a id="copy(ParamMap):Transformer"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#copy(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.Transformer" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a> → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a><a id="explainParam(Param[_]):String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#explainParams():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#extractNearestNeighbor" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="extractNearestNeighbor:org.apache.spark.ml.param.BooleanParam"></a><a id="extractNearestNeighbor:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#extractNearestNeighbor:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractNearestNeighbor</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap():ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap(ParamMap):ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="get[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="getDefault[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#getExtractNearestNeighbor" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getExtractNearestNeighbor:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#getExtractNearestNeighbor:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getExtractNearestNeighbor</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Name of input annotation cols containing embeddings
+</p>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#getInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getInputCols:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#getInputCols:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Name of DocumentSimilarityRankerFinisher output cols
+</p>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="getOrDefault[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#getOutputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getOutputCols:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#getOutputCols:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Name of input annotation cols containing embeddings
+</p>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a><a id="getParam(String):Param[Any]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a><a id="hasDefault[T](Param[T]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a><a id="hasParam(String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#hasParam(paramName:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a><a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a><a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#inputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a><a id="inputCols:StringArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Name of input annotation cols containing embeddings
+</p>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isDefined(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isSet(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#isTraceEnabled():Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a><a id="log:Logger"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#log:org.slf4j.Logger" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logDebug(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a><a id="logDebug(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logDebug(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logError(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a><a id="logError(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logError(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logInfo(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a><a id="logInfo(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logInfo(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logName:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logTrace(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a><a id="logTrace(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logTrace(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logWarning(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <span class="extype" name="scala.Throwable">Throwable</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a><a id="logWarning(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#logWarning(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.AnyRef">AnyRef</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#outputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="outputCols:org.apache.spark.ml.param.StringArrayParam"></a><a id="outputCols:StringArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#outputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Name of DocumentSimilarityRankerFinisher output cols
+</p>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a><a id="params:Array[Param[_]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a><a id="save(String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#save(path:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a><a id="set(ParamPair[_]):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a><a id="set(String,Any):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#set(param:String,value:Any):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="set[T](Param[T],T):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a><a id="setDefault(ParamPair[_]*):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="setDefault[T](Param[T],T):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="org.apache.spark.ml">org.apache.spark.ml</span>] </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#setExtractNearestNeighbor" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setExtractNearestNeighbor(value:Boolean):DocumentSimilarityRankerFinisher.this.type"></a><a id="setExtractNearestNeighbor(Boolean):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#setExtractNearestNeighbor(value:Boolean):DocumentSimilarityRankerFinisher.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setExtractNearestNeighbor</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Set flag to extract best neighbor with distance
+</p>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setInputCols(value:String*):DocumentSimilarityRankerFinisher.this.type"></a><a id="setInputCols(String*):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#setInputCols(value:String*):DocumentSimilarityRankerFinisher.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Name of input annotation cols containing similar documents
+</p>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setInputCols(value:Array[String]):DocumentSimilarityRankerFinisher.this.type"></a><a id="setInputCols(Array[String]):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#setInputCols(value:Array[String]):DocumentSimilarityRankerFinisher.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Name of input annotation cols containing similar documents
+</p>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#setOutputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setOutputCols(value:String*):DocumentSimilarityRankerFinisher.this.type"></a><a id="setOutputCols(String*):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#setOutputCols(value:String*):DocumentSimilarityRankerFinisher.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Name of DocumentSimilarityRankerFinisher output cols
+</p>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#setOutputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setOutputCols(value:Array[String]):DocumentSimilarityRankerFinisher.this.type"></a><a id="setOutputCols(Array[String]):DocumentSimilarityRankerFinisher.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#setOutputCols(value:Array[String]):DocumentSimilarityRankerFinisher.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Name of DocumentSimilarityRankerFinisher output cols
+</p>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_]):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#transformSchema" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType,Boolean):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher#uid" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#uid:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher</a> → Identifiable</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsWritable#write" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a><a id="write:MLWriter"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html#write:org.apache.spark.ml.util.MLWriter" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Product">
+              <h3>Inherited from <span class="extype" name="scala.Product">Product</span></h3>
+            </div><div class="parent" name="scala.Equals">
+              <h3>Inherited from <span class="extype" name="scala.Equals">Equals</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <span class="extype" name="scala.AnyRef">AnyRef</span></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="getParam">
+              <h3>getParam</h3>
+              
+            </div><div class="group" name="param">
+              <h3>param</h3>
+              
+            </div><div class="group" name="setParam">
+              <h3>setParam</h3>
+              
+            </div><div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
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+      </html>
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new file mode 100644
index 00000000000000..f41024a95e7dab
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+<!DOCTYPE html >
+<html>
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+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.finisher" />
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+        var toRoot = '../../../../';
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+      <div id="search">
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+        <div id="textfilter">
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.functions" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.functions</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.functions" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.functions" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
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+      
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -197,6 +197,22 @@ <h1>Packages</h1>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="finisher/index.html"><span class="name">finisher</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.pretrained.PretrainedPipeline</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/PretrainedPipeline.html b/docs/api/com/johnsnowlabs/nlp/pretrained/PretrainedPipeline.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.pretrained.PretrainedPipeline</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained.RepositoryMetadata" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.pretrained.RepositoryMetadata</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.RepositoryMetadata" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.pretrained.ResourceDownloader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.ResourceMetadata" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained.ResourceMetadata" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.ResourceMetadata" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.ResourceRequest" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceType$.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceType$.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained.ResourceType" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.pretrained.ResourceType</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.ResourceType" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.pretrained.ResourceType" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.pretrained.S3ResourceDownloader" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/index.html b/docs/api/com/johnsnowlabs/nlp/pretrained/index.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.pretrained</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.pretrained" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.pretrained" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.pretrained</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.pretrained" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.pretrained" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="../embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../finisher/index.html"><span class="name">finisher</span></a>
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+      
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.recursive" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.recursive" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.recursive</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.recursive" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.recursive" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="../embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../finisher/index.html"><span class="name">finisher</span></a>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.recursive.Recursive" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.recursive.Recursive</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.recursive.Recursive" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.recursive.Recursive" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.recursive.RecursiveModel" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.recursive.RecursiveModel</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.recursive.RecursiveModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.recursive.RecursiveModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.serialization.ArrayFeature</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.serialization.ArrayFeature" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.serialization.ArrayFeature" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.serialization.ArrayFeature</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.serialization.ArrayFeature" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.serialization.ArrayFeature" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/Feature.html b/docs/api/com/johnsnowlabs/nlp/serialization/Feature.html
index aa778b85a33c00..9688afbe5ec445 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.serialization.Feature" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.serialization.Feature" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.serialization.Feature</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.serialization.Feature" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.serialization.Feature" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/MapFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/MapFeature.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.serialization.MapFeature</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.serialization.MapFeature" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.serialization.MapFeature" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.serialization.MapFeature" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.serialization.MapFeature" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/SerializedExternalResource.html b/docs/api/com/johnsnowlabs/nlp/serialization/SerializedExternalResource.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.serialization.SerializedExternalResource</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.serialization.SerializedExternalResource" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.serialization.SerializedExternalResource" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.serialization.SerializedExternalResource</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.serialization.SerializedExternalResource" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.serialization.SerializedExternalResource" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/SetFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/SetFeature.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.serialization.SetFeature" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.serialization.SetFeature" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.serialization.SetFeature" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/StructFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/StructFeature.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.serialization.StructFeature" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/TransducerFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/TransducerFeature.html
index 83d8a0a40d3c84..11ffde654f4b4c 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.serialization.TransducerFeature" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.serialization.TransducerFeature</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.serialization.TransducerFeature" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.serialization.TransducerFeature" />
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/index.html b/docs/api/com/johnsnowlabs/nlp/serialization/index.html
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.serialization" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.serialization" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.serialization</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.serialization" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.serialization" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="../embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training.CoNLL" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLL" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLL2003NerReader.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLL2003NerReader.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLL2003NerReader" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLDocument.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLDocument.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLDocument" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLLDocument</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLDocument" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$$CoNLLSentenceCols.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$$CoNLLSentenceCols.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLSentenceCols" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLSentenceCols</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLSentenceCols" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLSentenceCols" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$$CoNLLTokenCols.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$$CoNLLTokenCols.html
index 7ff34d19f77f24..abea8633f67724 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLTokenCols" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLTokenCols</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLTokenCols" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLTokenCols" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLHelper" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLU.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLU.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLU" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLU" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLUCols$.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLUCols$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLUCols" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLUCols" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLUDocument.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLUDocument.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLUDocument" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLLUDocument</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLUDocument" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/POS.html b/docs/api/com/johnsnowlabs/nlp/training/POS.html
index f58c6af022ab00..5dfdf8b6476d95 100644
--- a/docs/api/com/johnsnowlabs/nlp/training/POS.html
+++ b/docs/api/com/johnsnowlabs/nlp/training/POS.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.training.POS</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.training.POS" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training.POS" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.training.POS</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.POS" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.training.POS" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/training/PubTator.html b/docs/api/com/johnsnowlabs/nlp/training/PubTator.html
index 1f03165d21eb77..9f699a55655b44 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/training/PubTator.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.training.PubTator</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.training.PubTator" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training.PubTator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.training.PubTator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.PubTator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.training.PubTator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/training/SpacyToAnnotation.html b/docs/api/com/johnsnowlabs/nlp/training/SpacyToAnnotation.html
index ec67273963f063..879824715c598f 100644
--- a/docs/api/com/johnsnowlabs/nlp/training/SpacyToAnnotation.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.training.SpacyToAnnotation</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.training.SpacyToAnnotation" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training.SpacyToAnnotation" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.training.SpacyToAnnotation</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training.SpacyToAnnotation" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.training.SpacyToAnnotation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/training/index.html b/docs/api/com/johnsnowlabs/nlp/training/index.html
index 4a7082ab699f0e..22b562f54946f5 100644
--- a/docs/api/com/johnsnowlabs/nlp/training/index.html
+++ b/docs/api/com/johnsnowlabs/nlp/training/index.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.training</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.training" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.training" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.training</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.training" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.training" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -148,6 +148,22 @@ <h1>Packages</h1>
         <a title="" href="../embeddings/index.html"><span class="name">embeddings</span></a>
       </span>
       
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.pretrained" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.util.FinisherUtil</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.util.FinisherUtil" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.util.FinisherUtil" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.util.FinisherUtil</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.FinisherUtil" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.util.FinisherUtil" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/GraphBuilder.html b/docs/api/com/johnsnowlabs/nlp/util/GraphBuilder.html
index 1fa13bd0f30b23..55bc46d208e3cc 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.util.GraphBuilder</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.util.GraphBuilder" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.util.GraphBuilder" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.util.GraphBuilder</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.GraphBuilder" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.util.GraphBuilder" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/util/LfuCache$CachedItem.html b/docs/api/com/johnsnowlabs/nlp/util/LfuCache$CachedItem.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.util.LfuCache.CachedItem</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.util.LfuCache.CachedItem" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.util.LfuCache.CachedItem" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.util.LfuCache.CachedItem</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.LfuCache.CachedItem" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.util.LfuCache.CachedItem" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/util/LfuCache$DoubleLinked.html b/docs/api/com/johnsnowlabs/nlp/util/LfuCache$DoubleLinked.html
index 5432cc84d14764..dc31159af894a9 100644
--- a/docs/api/com/johnsnowlabs/nlp/util/LfuCache$DoubleLinked.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.util.LfuCache.DoubleLinked</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.util.LfuCache.DoubleLinked" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.util.LfuCache.DoubleLinked" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.util.LfuCache.DoubleLinked</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.LfuCache.DoubleLinked" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.util.LfuCache.DoubleLinked" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/LfuCache$FrequencyList.html b/docs/api/com/johnsnowlabs/nlp/util/LfuCache$FrequencyList.html
index 1363ca82a6b88d..82d0d713ace27c 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.util.LfuCache.FrequencyList</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.util.LfuCache.FrequencyList" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.util.LfuCache.FrequencyList" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.util.LfuCache.FrequencyList</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.LfuCache.FrequencyList" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.util.LfuCache.FrequencyList" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/util/LfuCache.html b/docs/api/com/johnsnowlabs/nlp/util/LfuCache.html
index e4e3d7a0fb02cd..c5e3bdd15eddb3 100644
--- a/docs/api/com/johnsnowlabs/nlp/util/LfuCache.html
+++ b/docs/api/com/johnsnowlabs/nlp/util/LfuCache.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.util.LfuCache</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.util.LfuCache" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.util.LfuCache" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.util.LfuCache</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.LfuCache" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.util.LfuCache" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriority.html b/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriority.html
index a1b8a0c5c0cf51..203383a28217a8 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.nlp.util.LruMap.KeyPriority</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.nlp.util.LruMap.KeyPriority" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.nlp.util.LruMap.KeyPriority" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.nlp.util.LruMap.KeyPriority</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.LruMap.KeyPriority" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.nlp.util.LruMap.KeyPriority" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriorityOrdering$.html b/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriorityOrdering$.html
index 9cb98f81c8f10c..0c11a833715c17 100644
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@@ -3,9 +3,9 @@
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.LruMap.KeyPriorityOrdering" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/SparkNlpConfigKeys$.html b/docs/api/com/johnsnowlabs/nlp/util/SparkNlpConfigKeys$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.SparkNlpConfigKeys" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/index.html b/docs/api/com/johnsnowlabs/nlp/util/index.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util" />
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@@ -28,7 +28,7 @@
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         <a title="" href="../embeddings/index.html"><span class="name">embeddings</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.finisher" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finisher"></a><a id="finisher:finisher"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/finisher/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="../finisher/index.html"><span class="name">finisher</span></a>
+      </span>
+      
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.io.MatchStrategy" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.io.OutputHelper" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/io/ReadAs$.html b/docs/api/com/johnsnowlabs/nlp/util/io/ReadAs$.html
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.io.ReadAs" />
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@@ -28,7 +28,7 @@
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       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.nlp.util.io.ResourceHelper.SourceStream" />
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@@ -28,7 +28,7 @@
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/regex/RegexRule.html b/docs/api/com/johnsnowlabs/nlp/util/regex/RegexRule.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory$$RuleMatch.html b/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory$$RuleMatch.html
index a2e0f6399395c8..173e740568a5af 100644
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory$.html b/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory.html b/docs/api/com/johnsnowlabs/nlp/util/regex/RuleFactory.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/regex/TransformStrategy$.html b/docs/api/com/johnsnowlabs/nlp/util/regex/TransformStrategy$.html
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/BytesKey.html b/docs/api/com/johnsnowlabs/storage/BytesKey.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.BytesKey" />
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.Database" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.Database" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.Database" />
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diff --git a/docs/api/com/johnsnowlabs/storage/Database.html b/docs/api/com/johnsnowlabs/storage/Database.html
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.Database" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.Database" />
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.HasConnection" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.HasConnection</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.HasConnection" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.HasConnection" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.HasStorage" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.HasStorage" />
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+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageModel" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.HasStorageModel" />
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.HasStorageOptions" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorageOptions</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageOptions" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.HasStorageOptions" />
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.HasStorageReader</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.HasStorageReader" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.HasStorageReader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorageReader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.HasStorageReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/HasStorageRef$.html b/docs/api/com/johnsnowlabs/storage/HasStorageRef$.html
index 29e79326c733bb..a7ec8cdbabc082 100644
--- a/docs/api/com/johnsnowlabs/storage/HasStorageRef$.html
+++ b/docs/api/com/johnsnowlabs/storage/HasStorageRef$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.HasStorageRef</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.HasStorageRef" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.HasStorageRef" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorageRef</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageRef" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.HasStorageRef" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/HasStorageRef.html b/docs/api/com/johnsnowlabs/storage/HasStorageRef.html
index 1833e6255a40ac..78610555b1325b 100644
--- a/docs/api/com/johnsnowlabs/storage/HasStorageRef.html
+++ b/docs/api/com/johnsnowlabs/storage/HasStorageRef.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.HasStorageRef</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.HasStorageRef" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.HasStorageRef" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorageRef</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageRef" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.HasStorageRef" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -224,7 +224,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../nlp/annotators/btm/BigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher">BigTextMatcher</a>, <a href="../nlp/annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="../nlp/annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="../nlp/annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="../nlp/annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="../nlp/annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../nlp/annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="../nlp/annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="../nlp/annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="../nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="../nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="../nlp/embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="../nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../nlp/embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="../nlp/embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="../nlp/embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="../nlp/embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="../nlp/embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="../nlp/embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="../nlp/embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="../nlp/embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="../nlp/embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="../nlp/embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="../nlp/embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="../nlp/embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="../nlp/embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="../nlp/embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="../nlp/embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="../nlp/embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="../nlp/embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="../nlp/embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="../nlp/embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a></div>
+            <div class="subClasses hiddenContent"><a href="../nlp/annotators/btm/BigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher">BigTextMatcher</a>, <a href="../nlp/annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="../nlp/annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="../nlp/annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="../nlp/annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="../nlp/annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../nlp/annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="../nlp/annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="../nlp/annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="../nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="../nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="../nlp/embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="../nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../nlp/embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="../nlp/embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="../nlp/embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="../nlp/embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="../nlp/embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="../nlp/embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="../nlp/embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="../nlp/embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="../nlp/embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="../nlp/embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="../nlp/embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="../nlp/embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="../nlp/embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="../nlp/embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="../nlp/embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="../nlp/embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="../nlp/embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="../nlp/embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="../nlp/embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="../nlp/embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="../nlp/embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/storage/RocksDBConnection$.html b/docs/api/com/johnsnowlabs/storage/RocksDBConnection$.html
index e8db9db7f7e549..ec1e158b1a1bef 100644
--- a/docs/api/com/johnsnowlabs/storage/RocksDBConnection$.html
+++ b/docs/api/com/johnsnowlabs/storage/RocksDBConnection$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.RocksDBConnection</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.RocksDBConnection" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.RocksDBConnection" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.RocksDBConnection</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.RocksDBConnection" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.RocksDBConnection" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/RocksDBConnection.html b/docs/api/com/johnsnowlabs/storage/RocksDBConnection.html
index 15d1ae7ee686d7..abf779522304b2 100644
--- a/docs/api/com/johnsnowlabs/storage/RocksDBConnection.html
+++ b/docs/api/com/johnsnowlabs/storage/RocksDBConnection.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.RocksDBConnection</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.RocksDBConnection" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.RocksDBConnection" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.RocksDBConnection</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.RocksDBConnection" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.RocksDBConnection" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/StorageBatchWriter.html b/docs/api/com/johnsnowlabs/storage/StorageBatchWriter.html
index 537c06cee9f708..e75b9e1cde111e 100644
--- a/docs/api/com/johnsnowlabs/storage/StorageBatchWriter.html
+++ b/docs/api/com/johnsnowlabs/storage/StorageBatchWriter.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.StorageBatchWriter</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.StorageBatchWriter" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.StorageBatchWriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.StorageBatchWriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.StorageBatchWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.StorageBatchWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/StorageFormat.html b/docs/api/com/johnsnowlabs/storage/StorageFormat.html
index dc61b481a0c3a3..35b5f4ad8e5870 100644
--- a/docs/api/com/johnsnowlabs/storage/StorageFormat.html
+++ b/docs/api/com/johnsnowlabs/storage/StorageFormat.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.StorageFormat</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.StorageFormat" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.StorageFormat" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.StorageFormat</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.StorageFormat" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.StorageFormat" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/StorageHelper$.html b/docs/api/com/johnsnowlabs/storage/StorageHelper$.html
index 3f65f27080b9ea..0bbb7fb53eda3c 100644
--- a/docs/api/com/johnsnowlabs/storage/StorageHelper$.html
+++ b/docs/api/com/johnsnowlabs/storage/StorageHelper$.html
@@ -3,9 +3,9 @@
         <head>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.StorageHelper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.StorageHelper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.StorageHelper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.StorageHelper" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/StorageLocator$.html b/docs/api/com/johnsnowlabs/storage/StorageLocator$.html
index ac8f2aeed0b668..5d1cdb58e890b8 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.StorageLocator</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.StorageLocator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.StorageLocator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.StorageLocator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.StorageLocator" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/StorageLocator.html b/docs/api/com/johnsnowlabs/storage/StorageLocator.html
index d29c8af5a8e138..8dc54013d05198 100644
--- a/docs/api/com/johnsnowlabs/storage/StorageLocator.html
+++ b/docs/api/com/johnsnowlabs/storage/StorageLocator.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.StorageLocator</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.StorageLocator" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.StorageLocator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.StorageLocator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.StorageLocator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.StorageLocator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/StorageReadWriter.html b/docs/api/com/johnsnowlabs/storage/StorageReadWriter.html
index 0c8096c7a0d76f..96ec9607ef5781 100644
--- a/docs/api/com/johnsnowlabs/storage/StorageReadWriter.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.StorageReadWriter</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.StorageReadWriter" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.StorageReadWriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.StorageReadWriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.StorageReadWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.StorageReadWriter" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/StorageReadable.html b/docs/api/com/johnsnowlabs/storage/StorageReadable.html
index 392daf4c8c7f32..04d84907daa595 100644
--- a/docs/api/com/johnsnowlabs/storage/StorageReadable.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.StorageReadable</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.StorageReadable" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.StorageReadable" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.StorageReadable</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.StorageReadable" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.StorageReadable" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/StorageReader.html b/docs/api/com/johnsnowlabs/storage/StorageReader.html
index 558db6ab7e8329..e04d0415af43b3 100644
--- a/docs/api/com/johnsnowlabs/storage/StorageReader.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.storage.StorageReader</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.StorageReader" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.StorageReader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.StorageReader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.StorageReader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.StorageReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/StorageWriter.html b/docs/api/com/johnsnowlabs/storage/StorageWriter.html
index 385f9bf2b1f0b6..881c39dafdf638 100644
--- a/docs/api/com/johnsnowlabs/storage/StorageWriter.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage.StorageWriter" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage.StorageWriter" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage.StorageWriter</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage.StorageWriter" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage.StorageWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/index.html b/docs/api/com/johnsnowlabs/storage/index.html
index 60bfb077cd6daf..e75985a8bcc441 100644
--- a/docs/api/com/johnsnowlabs/storage/index.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.storage" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.storage" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.storage</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.storage" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.storage" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/Benchmark$.html b/docs/api/com/johnsnowlabs/util/Benchmark$.html
index bc9aba1efb0322..edd559afb17c61 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.Benchmark</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.Benchmark" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.Benchmark" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.Benchmark</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.Benchmark" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.Benchmark" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/Build$.html b/docs/api/com/johnsnowlabs/util/Build$.html
index d5b001ed2e19f9..003c1cfb84dc70 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.Build</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.Build" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.Build" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.Build</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.Build" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.Build" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/CoNLLGenerator$.html b/docs/api/com/johnsnowlabs/util/CoNLLGenerator$.html
index 57a8d5ae278dd3..7c987abd52f6fb 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.CoNLLGenerator</title>
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.CoNLLGenerator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.CoNLLGenerator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.CoNLLGenerator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.CoNLLGenerator" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/ConfigHelper$.html b/docs/api/com/johnsnowlabs/util/ConfigHelper$.html
index 9557b47d250c1d..ee7a9b2bbe7995 100644
--- a/docs/api/com/johnsnowlabs/util/ConfigHelper$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.ConfigHelper</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.ConfigHelper" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.ConfigHelper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.ConfigHelper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.ConfigHelper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.ConfigHelper" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/ConfigLoader$.html b/docs/api/com/johnsnowlabs/util/ConfigLoader$.html
index 312e63dac797b4..737a8ac8f1a075 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.ConfigLoader</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.ConfigLoader" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.ConfigLoader" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.ConfigLoader</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.ConfigLoader" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.ConfigLoader" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/FileHelper$.html b/docs/api/com/johnsnowlabs/util/FileHelper$.html
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.FileHelper</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.FileHelper" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.FileHelper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.FileHelper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.FileHelper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.FileHelper" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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index 223f8d0ce9fbb4..4914eca799784a 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.JsonParser</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.JsonParser" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.JsonParser" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.JsonParser</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.JsonParser" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.JsonParser" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/PipelineModels$.html b/docs/api/com/johnsnowlabs/util/PipelineModels$.html
index 0ec2c8ce48374b..ff127739e91313 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.PipelineModels</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.PipelineModels" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.PipelineModels" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.PipelineModels</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.PipelineModels" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.PipelineModels" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/TrainingHelper$.html b/docs/api/com/johnsnowlabs/util/TrainingHelper$.html
index 92ddd959b07b93..db4ded5a525836 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.TrainingHelper" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.TrainingHelper</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.TrainingHelper" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.TrainingHelper" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/Version$.html b/docs/api/com/johnsnowlabs/util/Version$.html
index 912404a4d3c942..f8a53bfa269eaf 100644
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.Version" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.Version" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.Version</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.Version" />
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diff --git a/docs/api/com/johnsnowlabs/util/Version.html b/docs/api/com/johnsnowlabs/util/Version.html
index c118a908a85b72..d7ad622e4fa7c4 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.Version</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.Version" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.Version" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.Version</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.Version" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.Version" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/ZipArchiveUtil$.html b/docs/api/com/johnsnowlabs/util/ZipArchiveUtil$.html
index 4e35b4e9c73e4c..021ddf5c2027d7 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.ZipArchiveUtil</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.ZipArchiveUtil" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.ZipArchiveUtil" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.ZipArchiveUtil</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.ZipArchiveUtil" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.ZipArchiveUtil" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/index.html b/docs/api/com/johnsnowlabs/util/index.html
index 42a282cd8af043..e02ec9d8582cf3 100644
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/spark/LongMapAccumulator.html b/docs/api/com/johnsnowlabs/util/spark/LongMapAccumulator.html
index e12f06b317a36a..dcd4d8b131fec5 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.spark.LongMapAccumulator" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.spark.LongMapAccumulator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.spark.LongMapAccumulator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.spark.LongMapAccumulator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.spark.LongMapAccumulator" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/spark/MapAccumulator.html b/docs/api/com/johnsnowlabs/util/spark/MapAccumulator.html
index 8bfdb53104d7f2..687621c65b7cb6 100644
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.spark.MapAccumulator</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.spark.MapAccumulator" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.spark.MapAccumulator" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.spark.MapAccumulator</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.spark.MapAccumulator" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.spark.MapAccumulator" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.0.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/spark/SparkUtil$.html b/docs/api/com/johnsnowlabs/util/spark/SparkUtil$.html
index 4fc3be83b30d41..cf1236d1740790 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.spark.SparkUtil" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.spark.SparkUtil</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.spark.SparkUtil" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.spark.SparkUtil" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/spark/index.html b/docs/api/com/johnsnowlabs/util/spark/index.html
index ab156f15e3b735..205b937cac4684 100644
--- a/docs/api/com/johnsnowlabs/util/spark/index.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 4.4.4 ScalaDoc  - com.johnsnowlabs.util.spark</title>
-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc - com.johnsnowlabs.util.spark" />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc com.johnsnowlabs.util.spark" />
+          <title>Spark NLP 5.0.0 ScalaDoc  - com.johnsnowlabs.util.spark</title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc - com.johnsnowlabs.util.spark" />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc com.johnsnowlabs.util.spark" />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/index.html b/docs/api/index.html
index e674b591da3a13..cec0e80f6f0dc6 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 4.4.4 ScalaDoc " />
-          <meta name="keywords" content="Spark NLP 4.4.4 ScalaDoc " />
+          <title>Spark NLP 5.0.0 ScalaDoc </title>
+          <meta name="description" content="Spark NLP 5.0.0 ScalaDoc " />
+          <meta name="keywords" content="Spark NLP 5.0.0 ScalaDoc " />
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-        <span id="doc-title">Spark NLP 4.4.4 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/index.js b/docs/api/index.js
index 255f2f9be43a8e..53d5cae2c89a92 100644
--- a/docs/api/index.js
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\ No newline at end of file
diff --git a/docs/api/python/.buildinfo b/docs/api/python/.buildinfo
index b18c198dd9772d..6efab6f46c0cea 100644
--- a/docs/api/python/.buildinfo
+++ b/docs/api/python/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 918e397fecb229d3f7ccc74ac472bf13
+config: 6d7e4c36101e17568a3e640652f80e83
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/api/python/genindex.html b/docs/api/python/genindex.html
index e88f4773c96683..2c10198db7cabe 100644
--- a/docs/api/python/genindex.html
+++ b/docs/api/python/genindex.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Index &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Index &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -502,12 +502,12 @@ <h2 id="D">D</h2>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/embeddings/distil_bert_embeddings/index.html#sparknlp.annotator.embeddings.distil_bert_embeddings.DistilBertEmbeddings">DistilBertEmbeddings (class in sparknlp.annotator.embeddings.distil_bert_embeddings)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/distil_bert_for_question_answering/index.html#sparknlp.annotator.classifier_dl.distil_bert_for_question_answering.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering (class in sparknlp.annotator.classifier_dl.distil_bert_for_question_answering)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/distil_bert_for_sequence_classification/index.html#sparknlp.annotator.classifier_dl.distil_bert_for_sequence_classification.DistilBertForSequenceClassification">DistilBertForSequenceClassification (class in sparknlp.annotator.classifier_dl.distil_bert_for_sequence_classification)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/distil_bert_for_token_classification/index.html#sparknlp.annotator.classifier_dl.distil_bert_for_token_classification.DistilBertForTokenClassification">DistilBertForTokenClassification (class in sparknlp.annotator.classifier_dl.distil_bert_for_token_classification)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/distil_bert_for_zero_shot_classification/index.html#sparknlp.annotator.classifier_dl.distil_bert_for_zero_shot_classification.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification (class in sparknlp.annotator.classifier_dl.distil_bert_for_zero_shot_classification)</a>
@@ -521,6 +521,12 @@ <h2 id="D">D</h2>
       <li><a href="reference/autosummary/sparknlp/base/document_assembler/index.html#sparknlp.base.document_assembler.DocumentAssembler">DocumentAssembler (class in sparknlp.base.document_assembler)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/document_normalizer/index.html#sparknlp.annotator.document_normalizer.DocumentNormalizer">DocumentNormalizer (class in sparknlp.annotator.document_normalizer)</a>
+</li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach (class in sparknlp.annotator.similarity.document_similarity_ranker)</a>
+</li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher">DocumentSimilarityRankerFinisher (class in sparknlp.annotator.similarity.document_similarity_ranker)</a>
+</li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel (class in sparknlp.annotator.similarity.document_similarity_ranker)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/pretrained/resource_downloader/index.html#sparknlp.pretrained.resource_downloader.ResourceDownloader.downloadModel">downloadModel() (ResourceDownloader static method)</a>
 </li>
@@ -534,6 +540,8 @@ <h2 id="D">D</h2>
 <h2 id="E">E</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings">E5Embeddings (class in sparknlp.annotator.embeddings.e5_embeddings)</a>
+</li>
       <li><a href="reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html#sparknlp.annotator.embeddings.elmo_embeddings.ElmoEmbeddings">ElmoEmbeddings (class in sparknlp.annotator.embeddings.elmo_embeddings)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/base/embeddings_finisher/index.html#sparknlp.base.embeddings_finisher.EmbeddingsFinisher">EmbeddingsFinisher (class in sparknlp.base.embeddings_finisher)</a>
@@ -650,10 +658,10 @@ <h2 id="G">G</h2>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/token/tokenizer/index.html#sparknlp.annotator.token.tokenizer.Tokenizer.getExceptions">getExceptions() (Tokenizer method)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="reference/autosummary/sparknlp/annotator/ws/word_segmenter/index.html#sparknlp.annotator.ws.word_segmenter.WordSegmenterApproach.getFrequencyThreshold">getFrequencyThreshold() (WordSegmenterApproach method)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="reference/autosummary/sparknlp/annotator/tf_ner_dl_graph_builder/index.html#sparknlp.annotator.tf_ner_dl_graph_builder.TFNerDLGraphBuilder.getGraphFile">getGraphFile() (TFNerDLGraphBuilder method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/tf_ner_dl_graph_builder/index.html#sparknlp.annotator.tf_ner_dl_graph_builder.TFNerDLGraphBuilder.getGraphFolder">getGraphFolder() (TFNerDLGraphBuilder method)</a>
@@ -667,6 +675,8 @@ <h2 id="G">G</h2>
       <li><a href="reference/autosummary/sparknlp/common/annotator_properties/index.html#sparknlp.common.annotator_properties.AnnotatorProperties.getInputCols">getInputCols() (AnnotatorProperties method)</a>
 
       <ul>
+        <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getInputCols">(DocumentSimilarityRankerFinisher method)</a>
+</li>
         <li><a href="reference/autosummary/sparknlp/base/embeddings_finisher/index.html#sparknlp.base.embeddings_finisher.EmbeddingsFinisher.getInputCols">(EmbeddingsFinisher method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/base/finisher/index.html#sparknlp.base.finisher.Finisher.getInputCols">(Finisher method)</a>
@@ -698,9 +708,11 @@ <h2 id="G">G</h2>
         <li><a href="reference/autosummary/sparknlp/base/image_assembler/index.html#sparknlp.base.image_assembler.ImageAssembler.getOutputCol">(ImageAssembler method)</a>
 </li>
       </ul></li>
-      <li><a href="reference/autosummary/sparknlp/base/embeddings_finisher/index.html#sparknlp.base.embeddings_finisher.EmbeddingsFinisher.getOutputCols">getOutputCols() (EmbeddingsFinisher method)</a>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getOutputCols">getOutputCols() (DocumentSimilarityRankerFinisher method)</a>
 
       <ul>
+        <li><a href="reference/autosummary/sparknlp/base/embeddings_finisher/index.html#sparknlp.base.embeddings_finisher.EmbeddingsFinisher.getOutputCols">(EmbeddingsFinisher method)</a>
+</li>
         <li><a href="reference/autosummary/sparknlp/base/finisher/index.html#sparknlp.base.finisher.Finisher.getOutputCols">(Finisher method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/base/multi_document_assembler/index.html#sparknlp.base.multi_document_assembler.MultiDocumentAssembler.getOutputCols">(MultiDocumentAssembler method)</a>
@@ -747,6 +759,10 @@ <h2 id="I">I</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="reference/autosummary/sparknlp/base/image_assembler/index.html#sparknlp.base.image_assembler.ImageAssembler">ImageAssembler (class in sparknlp.base.image_assembler)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings">InstructorEmbeddings (class in sparknlp.annotator.embeddings.instructor_embeddings)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -820,12 +836,16 @@ <h2 id="L">L</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/distil_bert_for_token_classification/index.html#sparknlp.annotator.classifier_dl.distil_bert_for_token_classification.DistilBertForTokenClassification.loadSavedModel">(DistilBertForTokenClassification static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/distil_bert_for_zero_shot_classification/index.html#sparknlp.annotator.classifier_dl.distil_bert_for_zero_shot_classification.DistilBertForZeroShotClassification.loadSavedModel">(DistilBertForZeroShotClassification static method)</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.loadSavedModel">(E5Embeddings static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html#sparknlp.annotator.embeddings.elmo_embeddings.ElmoEmbeddings.loadSavedModel">(ElmoEmbeddings static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/seq2seq/gpt2_transformer/index.html#sparknlp.annotator.seq2seq.gpt2_transformer.GPT2Transformer.loadSavedModel">(GPT2Transformer static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/audio/hubert_for_ctc/index.html#sparknlp.annotator.audio.hubert_for_ctc.HubertForCTC.loadSavedModel">(HubertForCTC static method)</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.loadSavedModel">(InstructorEmbeddings static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/longformer_embeddings/index.html#sparknlp.annotator.embeddings.longformer_embeddings.LongformerEmbeddings.loadSavedModel">(LongformerEmbeddings static method)</a>
 </li>
@@ -1061,8 +1081,12 @@ <h2 id="M">M</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/distil_bert_embeddings/index.html#module-sparknlp.annotator.embeddings.distil_bert_embeddings">sparknlp.annotator.embeddings.distil_bert_embeddings</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/doc2vec/index.html#module-sparknlp.annotator.embeddings.doc2vec">sparknlp.annotator.embeddings.doc2vec</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#module-sparknlp.annotator.embeddings.e5_embeddings">sparknlp.annotator.embeddings.e5_embeddings</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html#module-sparknlp.annotator.embeddings.elmo_embeddings">sparknlp.annotator.embeddings.elmo_embeddings</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#module-sparknlp.annotator.embeddings.instructor_embeddings">sparknlp.annotator.embeddings.instructor_embeddings</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/longformer_embeddings/index.html#module-sparknlp.annotator.embeddings.longformer_embeddings">sparknlp.annotator.embeddings.longformer_embeddings</a>
 </li>
@@ -1161,6 +1185,10 @@ <h2 id="M">M</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/seq2seq/marian_transformer/index.html#module-sparknlp.annotator.seq2seq.marian_transformer">sparknlp.annotator.seq2seq.marian_transformer</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/seq2seq/t5_transformer/index.html#module-sparknlp.annotator.seq2seq.t5_transformer">sparknlp.annotator.seq2seq.t5_transformer</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/similarity/index.html#module-sparknlp.annotator.similarity">sparknlp.annotator.similarity</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#module-sparknlp.annotator.similarity.document_similarity_ranker">sparknlp.annotator.similarity.document_similarity_ranker</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/spell_check/index.html#module-sparknlp.annotator.spell_check">sparknlp.annotator.spell_check</a>
 </li>
@@ -1419,12 +1447,16 @@ <h2 id="P">P</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/distil_bert_for_zero_shot_classification/index.html#sparknlp.annotator.classifier_dl.distil_bert_for_zero_shot_classification.DistilBertForZeroShotClassification.pretrained">(DistilBertForZeroShotClassification static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/doc2vec/index.html#sparknlp.annotator.embeddings.doc2vec.Doc2VecModel.pretrained">(Doc2VecModel static method)</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.pretrained">(E5Embeddings static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html#sparknlp.annotator.embeddings.elmo_embeddings.ElmoEmbeddings.pretrained">(ElmoEmbeddings static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/seq2seq/gpt2_transformer/index.html#sparknlp.annotator.seq2seq.gpt2_transformer.GPT2Transformer.pretrained">(GPT2Transformer static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/audio/hubert_for_ctc/index.html#sparknlp.annotator.audio.hubert_for_ctc.HubertForCTC.pretrained">(HubertForCTC static method)</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.pretrained">(InstructorEmbeddings static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/ld_dl/language_detector_dl/index.html#sparknlp.annotator.ld_dl.language_detector_dl.LanguageDetectorDL.pretrained">(LanguageDetectorDL static method)</a>
 </li>
@@ -1630,6 +1662,8 @@ <h2 id="S">S</h2>
       <li><a href="reference/autosummary/sparknlp/annotator/seq2seq/bart_transformer/index.html#sparknlp.annotator.seq2seq.bart_transformer.BartTransformer.setBeamSize">setBeamSize() (BartTransformer method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/ner/ner_dl/index.html#sparknlp.annotator.ner.ner_dl.NerDLApproach.setBestModelMetric">setBestModelMetric() (NerDLApproach method)</a>
+</li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setBucketLength">setBucketLength() (DocumentSimilarityRankerApproach method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/matcher/text_matcher/index.html#sparknlp.annotator.matcher.text_matcher.TextMatcher.setBuildFromTokens">setBuildFromTokens() (TextMatcher method)</a>
 
@@ -1773,12 +1807,16 @@ <h2 id="S">S</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/distil_bert_for_token_classification/index.html#sparknlp.annotator.classifier_dl.distil_bert_for_token_classification.DistilBertForTokenClassification.setConfigProtoBytes">(DistilBertForTokenClassification method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/distil_bert_for_zero_shot_classification/index.html#sparknlp.annotator.classifier_dl.distil_bert_for_zero_shot_classification.DistilBertForZeroShotClassification.setConfigProtoBytes">(DistilBertForZeroShotClassification method)</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.setConfigProtoBytes">(E5Embeddings method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html#sparknlp.annotator.embeddings.elmo_embeddings.ElmoEmbeddings.setConfigProtoBytes">(ElmoEmbeddings method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/seq2seq/gpt2_transformer/index.html#sparknlp.annotator.seq2seq.gpt2_transformer.GPT2Transformer.setConfigProtoBytes">(GPT2Transformer method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/audio/hubert_for_ctc/index.html#sparknlp.annotator.audio.hubert_for_ctc.HubertForCTC.setConfigProtoBytes">(HubertForCTC method)</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setConfigProtoBytes">(InstructorEmbeddings method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/ld_dl/language_detector_dl/index.html#sparknlp.annotator.ld_dl.language_detector_dl.LanguageDetectorDL.setConfigProtoBytes">(LanguageDetectorDL method)</a>
 </li>
@@ -1984,6 +2022,8 @@ <h2 id="S">S</h2>
       <li><a href="reference/autosummary/sparknlp/annotator/ner/ner_crf/index.html#sparknlp.annotator.ner.ner_crf.NerCrfApproach.setExternalFeatures">setExternalFeatures() (NerCrfApproach method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/matcher/regex_matcher/index.html#sparknlp.annotator.matcher.regex_matcher.RegexMatcher.setExternalRules">setExternalRules() (RegexMatcher method)</a>
+</li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setExtractNearestNeighbor">setExtractNearestNeighbor() (DocumentSimilarityRankerFinisher method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/base/doc2_chunk/index.html#sparknlp.base.doc2_chunk.Doc2Chunk.setFailOnMissing">setFailOnMissing() (Doc2Chunk method)</a>
 </li>
@@ -2019,6 +2059,8 @@ <h2 id="S">S</h2>
         <li><a href="reference/autosummary/sparknlp/base/multi_document_assembler/index.html#sparknlp.base.multi_document_assembler.MultiDocumentAssembler.setIdCol">(MultiDocumentAssembler method)</a>
 </li>
       </ul></li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setIdentityRanking">setIdentityRanking() (DocumentSimilarityRankerApproach method)</a>
+</li>
       <li><a href="reference/autosummary/sparknlp/annotator/spell_check/context_spell_checker/index.html#sparknlp.annotator.spell_check.context_spell_checker.ContextSpellCheckerModel.setIdsVocab">setIdsVocab() (ContextSpellCheckerModel method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/seq2seq/bart_transformer/index.html#sparknlp.annotator.seq2seq.bart_transformer.BartTransformer.setIgnoreTokenIds">setIgnoreTokenIds() (BartTransformer method)</a>
@@ -2078,6 +2120,8 @@ <h2 id="S">S</h2>
       <li><a href="reference/autosummary/sparknlp/common/annotator_properties/index.html#sparknlp.common.annotator_properties.AnnotatorProperties.setInputCols">setInputCols() (AnnotatorProperties method)</a>
 
       <ul>
+        <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setInputCols">(DocumentSimilarityRankerFinisher method)</a>
+</li>
         <li><a href="reference/autosummary/sparknlp/base/embeddings_finisher/index.html#sparknlp.base.embeddings_finisher.EmbeddingsFinisher.setInputCols">(EmbeddingsFinisher method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/base/finisher/index.html#sparknlp.base.finisher.Finisher.setInputCols">(Finisher method)</a>
@@ -2090,6 +2134,8 @@ <h2 id="S">S</h2>
       <li><a href="reference/autosummary/sparknlp/base/table_assembler/index.html#sparknlp.base.table_assembler.TableAssembler.setInputFormat">setInputFormat() (TableAssembler method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/matcher/date_matcher/index.html#sparknlp.annotator.matcher.date_matcher.DateMatcherUtils.setInputFormats">setInputFormats() (DateMatcherUtils method)</a>
+</li>
+      <li><a href="reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setInstruction">setInstruction() (InstructorEmbeddings method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/base/doc2_chunk/index.html#sparknlp.base.doc2_chunk.Doc2Chunk.setIsArray">setIsArray() (Doc2Chunk method)</a>
 </li>
@@ -2291,6 +2337,10 @@ <h2 id="S">S</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/dependency/typed_dependency_parser/index.html#sparknlp.annotator.dependency.typed_dependency_parser.TypedDependencyParserApproach.setNumberOfIterations">(TypedDependencyParserApproach method)</a>
 </li>
       </ul></li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumberOfNeighbours">setNumberOfNeighbours() (DocumentSimilarityRankerApproach method)</a>
+</li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumHashTables">setNumHashTables() (DocumentSimilarityRankerApproach method)</a>
+</li>
       <li><a href="reference/autosummary/sparknlp/annotator/embeddings/doc2vec/index.html#sparknlp.annotator.embeddings.doc2vec.Doc2VecApproach.setNumPartitions">setNumPartitions() (Doc2VecApproach method)</a>
 
       <ul>
@@ -2317,9 +2367,11 @@ <h2 id="S">S</h2>
         <li><a href="reference/autosummary/sparknlp/base/image_assembler/index.html#sparknlp.base.image_assembler.ImageAssembler.setOutputCol">(ImageAssembler method)</a>
 </li>
       </ul></li>
-      <li><a href="reference/autosummary/sparknlp/base/embeddings_finisher/index.html#sparknlp.base.embeddings_finisher.EmbeddingsFinisher.setOutputCols">setOutputCols() (EmbeddingsFinisher method)</a>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setOutputCols">setOutputCols() (DocumentSimilarityRankerFinisher method)</a>
 
       <ul>
+        <li><a href="reference/autosummary/sparknlp/base/embeddings_finisher/index.html#sparknlp.base.embeddings_finisher.EmbeddingsFinisher.setOutputCols">(EmbeddingsFinisher method)</a>
+</li>
         <li><a href="reference/autosummary/sparknlp/base/finisher/index.html#sparknlp.base.finisher.Finisher.setOutputCols">(Finisher method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/base/multi_document_assembler/index.html#sparknlp.base.multi_document_assembler.MultiDocumentAssembler.setOutputCols">(MultiDocumentAssembler method)</a>
@@ -2440,6 +2492,8 @@ <h2 id="S">S</h2>
       <li><a href="reference/autosummary/sparknlp/annotator/sentiment/vivekn_sentiment/index.html#sparknlp.annotator.sentiment.vivekn_sentiment.ViveknSentimentApproach.setSentimentCol">setSentimentCol() (ViveknSentimentApproach method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/spell_check/norvig_sweeting/index.html#sparknlp.annotator.spell_check.norvig_sweeting.NorvigSweetingApproach.setShortCircuit">setShortCircuit() (NorvigSweetingApproach method)</a>
+</li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setSimilarityMethod">setSimilarityMethod() (DocumentSimilarityRankerApproach method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/embeddings/chunk_embeddings/index.html#sparknlp.annotator.embeddings.chunk_embeddings.ChunkEmbeddings.setSkipOOV">setSkipOOV() (ChunkEmbeddings method)</a>
 </li>
@@ -2609,6 +2663,8 @@ <h2 id="S">S</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/ner/ner_crf/index.html#sparknlp.annotator.ner.ner_crf.NerCrfApproach.setVerbose">(NerCrfApproach method)</a>
 </li>
       </ul></li>
+      <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setVisibleDistances">setVisibleDistances() (DocumentSimilarityRankerApproach method)</a>
+</li>
       <li><a href="reference/autosummary/sparknlp/annotator/spell_check/context_spell_checker/index.html#sparknlp.annotator.spell_check.context_spell_checker.ContextSpellCheckerModel.setVocabFreq">setVocabFreq() (ContextSpellCheckerModel method)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/spell_check/context_spell_checker/index.html#sparknlp.annotator.spell_check.context_spell_checker.ContextSpellCheckerModel.setVocabIds">setVocabIds() (ContextSpellCheckerModel method)</a>
@@ -3095,6 +3151,13 @@ <h2 id="S">S</h2>
 
       <ul>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/doc2vec/index.html#module-sparknlp.annotator.embeddings.doc2vec">module</a>
+</li>
+      </ul></li>
+      <li>
+    sparknlp.annotator.embeddings.e5_embeddings
+
+      <ul>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#module-sparknlp.annotator.embeddings.e5_embeddings">module</a>
 </li>
       </ul></li>
       <li>
@@ -3102,6 +3165,13 @@ <h2 id="S">S</h2>
 
       <ul>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html#module-sparknlp.annotator.embeddings.elmo_embeddings">module</a>
+</li>
+      </ul></li>
+      <li>
+    sparknlp.annotator.embeddings.instructor_embeddings
+
+      <ul>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#module-sparknlp.annotator.embeddings.instructor_embeddings">module</a>
 </li>
       </ul></li>
       <li>
@@ -3445,6 +3515,20 @@ <h2 id="S">S</h2>
 
       <ul>
         <li><a href="reference/autosummary/sparknlp/annotator/seq2seq/t5_transformer/index.html#module-sparknlp.annotator.seq2seq.t5_transformer">module</a>
+</li>
+      </ul></li>
+      <li>
+    sparknlp.annotator.similarity
+
+      <ul>
+        <li><a href="reference/autosummary/sparknlp/annotator/similarity/index.html#module-sparknlp.annotator.similarity">module</a>
+</li>
+      </ul></li>
+      <li>
+    sparknlp.annotator.similarity.document_similarity_ranker
+
+      <ul>
+        <li><a href="reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#module-sparknlp.annotator.similarity.document_similarity_ranker">module</a>
 </li>
       </ul></li>
       <li>
diff --git a/docs/api/python/getting_started/index.html b/docs/api/python/getting_started/index.html
index 9a5992e173675d..a54b463bc5e8d6 100644
--- a/docs/api/python/getting_started/index.html
+++ b/docs/api/python/getting_started/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Getting Started &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Getting Started &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -347,22 +347,22 @@ <h1>Getting Started<a class="headerlink" href="#getting-started" title="Permalin
 <h2>Spark NLP Cheat Sheet<a class="headerlink" href="#spark-nlp-cheat-sheet" title="Permalink to this heading">#</a></h2>
 <p>This cheat sheet can be used as a quick reference on how to set up your environment:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Install Spark NLP from PyPI</span>
-pip<span class="w"> </span>install<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">4</span>.4.4
+pip<span class="w"> </span>install<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.0.0
 
 <span class="c1"># Install Spark NLP from Anaconda/Conda</span>
-conda<span class="w"> </span>install<span class="w"> </span>-c<span class="w"> </span>johnsnowlabs<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">4</span>.4.4
+conda<span class="w"> </span>install<span class="w"> </span>-c<span class="w"> </span>johnsnowlabs<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.0.0
 
 <span class="c1"># Load Spark NLP with Spark Shell</span>
-spark-shell<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+spark-shell<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
 <span class="c1"># Load Spark NLP with PySpark</span>
-pyspark<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+pyspark<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
 <span class="c1"># Load Spark NLP with Spark Submit</span>
-spark-submit<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4
+spark-submit<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0
 
 <span class="c1"># Load Spark NLP as external JAR after compiling and building Spark NLP by `sbt assembly`</span>
-spark-shell<span class="w"> </span>--jar<span class="w"> </span>spark-nlp-assembly-4.4.4
+spark-shell<span class="w"> </span>--jar<span class="w"> </span>spark-nlp-assembly-5.0.0
 </pre></div>
 </div>
 </section>
@@ -398,7 +398,7 @@ <h3>Using Conda<a class="headerlink" href="#using-conda" title="Permalink to thi
 <p>Then we can create a new environment <code class="docutils literal notranslate"><span class="pre">sparknlp</span></code> and install the <code class="docutils literal notranslate"><span class="pre">spark-nlp</span></code> package with pip:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>-n<span class="w"> </span>sparknlp<span class="w"> </span><span class="nv">python</span><span class="o">=</span><span class="m">3</span>.8<span class="w"> </span>-y
 conda<span class="w"> </span>activate<span class="w"> </span>sparknlp
-conda<span class="w"> </span>install<span class="w"> </span>-c<span class="w"> </span>johnsnowlabs<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">4</span>.4.4<span class="w"> </span><span class="nv">pyspark</span><span class="o">==</span><span class="m">3</span>.2.3<span class="w"> </span>jupyter
+conda<span class="w"> </span>install<span class="w"> </span>-c<span class="w"> </span>johnsnowlabs<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.0.0<span class="w"> </span><span class="nv">pyspark</span><span class="o">==</span><span class="m">3</span>.2.3<span class="w"> </span>jupyter
 </pre></div>
 </div>
 <p>Now you should be ready to create a jupyter notebook with Spark NLP running:</p>
@@ -411,7 +411,7 @@ <h3>Using Virtualenv<a class="headerlink" href="#using-virtualenv" title="Permal
 <p>We can also create a Python <a class="reference external" href="https://virtualenv.pypa.io/en/latest/">Virtualenv</a>:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>virtualenv<span class="w"> </span>sparknlp<span class="w"> </span>--python<span class="o">=</span>python3.8<span class="w"> </span><span class="c1"># depends on how your Python installation is set up</span>
 <span class="nb">source</span><span class="w"> </span>sparknlp/bin/activate
-pip<span class="w"> </span>install<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">4</span>.4.4<span class="w"> </span><span class="nv">pyspark</span><span class="o">==</span><span class="m">3</span>.2.3<span class="w"> </span>jupyter
+pip<span class="w"> </span>install<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.0.0<span class="w"> </span><span class="nv">pyspark</span><span class="o">==</span><span class="m">3</span>.2.3<span class="w"> </span>jupyter
 </pre></div>
 </div>
 <p>Now you should be ready to create a jupyter notebook with Spark NLP running:</p>
@@ -435,7 +435,7 @@ <h2>Starting a Spark NLP Session from Python<a class="headerlink" href="#startin
     <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.driver.memory&quot;</span><span class="p">,</span><span class="s2">&quot;16G&quot;</span><span class="p">)</span>\
     <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.driver.maxResultSize&quot;</span><span class="p">,</span> <span class="s2">&quot;0&quot;</span><span class="p">)</span> \
     <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.kryoserializer.buffer.max&quot;</span><span class="p">,</span> <span class="s2">&quot;2000M&quot;</span><span class="p">)</span>\
-    <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.jars.packages&quot;</span><span class="p">,</span> <span class="s2">&quot;com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.4&quot;</span><span class="p">)</span>\
+    <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.jars.packages&quot;</span><span class="p">,</span> <span class="s2">&quot;com.johnsnowlabs.nlp:spark-nlp_2.12:5.0.0&quot;</span><span class="p">)</span>\
     <span class="o">.</span><span class="n">getOrCreate</span><span class="p">()</span>
 </pre></div>
 </div>
diff --git a/docs/api/python/index.html b/docs/api/python/index.html
index c25df36080bfa1..8d85e8cec9acbf 100644
--- a/docs/api/python/index.html
+++ b/docs/api/python/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Spark NLP Documentation &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Spark NLP Documentation &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/index.html b/docs/api/python/modules/index.html
index 1c29770f7c343e..254671f69274e0 100644
--- a/docs/api/python/modules/index.html
+++ b/docs/api/python/modules/index.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Overview: module code &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Overview: module code &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -392,7 +392,9 @@ <h1>All modules for which code is available</h1>
 <li><a href="sparknlp/annotator/embeddings/deberta_embeddings.html">sparknlp.annotator.embeddings.deberta_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/distil_bert_embeddings.html">sparknlp.annotator.embeddings.distil_bert_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/doc2vec.html">sparknlp.annotator.embeddings.doc2vec</a></li>
+<li><a href="sparknlp/annotator/embeddings/e5_embeddings.html">sparknlp.annotator.embeddings.e5_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/elmo_embeddings.html">sparknlp.annotator.embeddings.elmo_embeddings</a></li>
+<li><a href="sparknlp/annotator/embeddings/instructor_embeddings.html">sparknlp.annotator.embeddings.instructor_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/longformer_embeddings.html">sparknlp.annotator.embeddings.longformer_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/roberta_embeddings.html">sparknlp.annotator.embeddings.roberta_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/roberta_sentence_embeddings.html">sparknlp.annotator.embeddings.roberta_sentence_embeddings</a></li>
@@ -432,6 +434,7 @@ <h1>All modules for which code is available</h1>
 <li><a href="sparknlp/annotator/seq2seq/gpt2_transformer.html">sparknlp.annotator.seq2seq.gpt2_transformer</a></li>
 <li><a href="sparknlp/annotator/seq2seq/marian_transformer.html">sparknlp.annotator.seq2seq.marian_transformer</a></li>
 <li><a href="sparknlp/annotator/seq2seq/t5_transformer.html">sparknlp.annotator.seq2seq.t5_transformer</a></li>
+<li><a href="sparknlp/annotator/similarity/document_similarity_ranker.html">sparknlp.annotator.similarity.document_similarity_ranker</a></li>
 <li><a href="sparknlp/annotator/spell_check/context_spell_checker.html">sparknlp.annotator.spell_check.context_spell_checker</a></li>
 <li><a href="sparknlp/annotator/spell_check/norvig_sweeting.html">sparknlp.annotator.spell_check.norvig_sweeting</a></li>
 <li><a href="sparknlp/annotator/spell_check/symmetric_delete.html">sparknlp.annotator.spell_check.symmetric_delete</a></li>
diff --git a/docs/api/python/modules/sparknlp.html b/docs/api/python/modules/sparknlp.html
index 69993a1985967d..30118609100ff6 100644
--- a/docs/api/python/modules/sparknlp.html
+++ b/docs/api/python/modules/sparknlp.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -468,7 +468,7 @@ <h1>Source code for sparknlp</h1><div class="highlight"><pre>
 <span class="sd">        The initiated Spark session.</span>
 
 <span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">current_version</span> <span class="o">=</span> <span class="s2">&quot;4.4.4&quot;</span>
+    <span class="n">current_version</span> <span class="o">=</span> <span class="s2">&quot;5.0.0&quot;</span>
 
     <span class="k">if</span> <span class="n">params</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">params</span> <span class="o">=</span> <span class="p">{}</span>
@@ -638,7 +638,7 @@ <h1>Source code for sparknlp</h1><div class="highlight"><pre>
 <span class="sd">    str</span>
 <span class="sd">        The current Spark NLP version.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="s1">&#39;4.4.4&#39;</span></div>
+    <span class="k">return</span> <span class="s1">&#39;5.0.0&#39;</span></div>
 </pre></div>
 
                 </article>
diff --git a/docs/api/python/modules/sparknlp/annotation.html b/docs/api/python/modules/sparknlp/annotation.html
index 854ae6d1bf33c9..e3d08b7e531361 100644
--- a/docs/api/python/modules/sparknlp/annotation.html
+++ b/docs/api/python/modules/sparknlp/annotation.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotation &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotation &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotation_audio.html b/docs/api/python/modules/sparknlp/annotation_audio.html
index eea976087e5b1a..716a6f63cd3be0 100644
--- a/docs/api/python/modules/sparknlp/annotation_audio.html
+++ b/docs/api/python/modules/sparknlp/annotation_audio.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotation_audio &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotation_audio &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotation_image.html b/docs/api/python/modules/sparknlp/annotation_image.html
index f8e88ad43bcb91..2de65c207802dd 100644
--- a/docs/api/python/modules/sparknlp/annotation_image.html
+++ b/docs/api/python/modules/sparknlp/annotation_image.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotation_image &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotation_image &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/audio/hubert_for_ctc.html b/docs/api/python/modules/sparknlp/annotator/audio/hubert_for_ctc.html
index a9f891681bfba8..340d07db4f5e60 100644
--- a/docs/api/python/modules/sparknlp/annotator/audio/hubert_for_ctc.html
+++ b/docs/api/python/modules/sparknlp/annotator/audio/hubert_for_ctc.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.audio.hubert_for_ctc &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.audio.hubert_for_ctc &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/audio/wav2vec2_for_ctc.html b/docs/api/python/modules/sparknlp/annotator/audio/wav2vec2_for_ctc.html
index fec0646092fb5a..bb8280dc1d89e4 100644
--- a/docs/api/python/modules/sparknlp/annotator/audio/wav2vec2_for_ctc.html
+++ b/docs/api/python/modules/sparknlp/annotator/audio/wav2vec2_for_ctc.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.audio.wav2vec2_for_ctc &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.audio.wav2vec2_for_ctc &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/chunk2_doc.html b/docs/api/python/modules/sparknlp/annotator/chunk2_doc.html
index 06d235558329c2..f26f23ebeafbc3 100644
--- a/docs/api/python/modules/sparknlp/annotator/chunk2_doc.html
+++ b/docs/api/python/modules/sparknlp/annotator/chunk2_doc.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.chunk2_doc &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.chunk2_doc &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/chunker.html b/docs/api/python/modules/sparknlp/annotator/chunker.html
index 9346d783bc458b..b327559c135c90 100644
--- a/docs/api/python/modules/sparknlp/annotator/chunker.html
+++ b/docs/api/python/modules/sparknlp/annotator/chunker.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.chunker &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.chunker &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_question_answering.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_question_answering.html
index ecd4db1dad5e9b..dc7105d9d17922 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_question_answering.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_question_answering.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.classifier_dl.albert_for_question_answering &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.classifier_dl.albert_for_question_answering &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_sequence_classification.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_sequence_classification.html
index c5edb4a223efdf..7b90a7d7ff27f4 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_sequence_classification.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_sequence_classification.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.classifier_dl.albert_for_sequence_classification &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.classifier_dl.albert_for_sequence_classification &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_token_classification.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_token_classification.html
index f427855c971fb4..bab70cbfc1fc71 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_token_classification.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/albert_for_token_classification.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.classifier_dl.albert_for_token_classification &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.classifier_dl.albert_for_token_classification &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_question_answering.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_question_answering.html
index 272c87f8e27e09..418d1cd57fb2f5 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_question_answering.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_question_answering.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.classifier_dl.bert_for_question_answering &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.classifier_dl.bert_for_question_answering &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_sequence_classification.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_sequence_classification.html
index bcfa860d5491c2..94ebd1b07afd84 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_sequence_classification.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_sequence_classification.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.classifier_dl.bert_for_sequence_classification &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.classifier_dl.bert_for_sequence_classification &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_token_classification.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_token_classification.html
index aa493154ad20df..e16d0cd10e8f3d 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_token_classification.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_token_classification.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.classifier_dl.bert_for_token_classification &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.classifier_dl.bert_for_token_classification &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_zero_shot_classification.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_zero_shot_classification.html
index 8588b8275443eb..1d02fa7be9f8ce 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_zero_shot_classification.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/bert_for_zero_shot_classification.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.classifier_dl.bert_for_zero_shot_classification &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.classifier_dl.bert_for_zero_shot_classification &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_question_answering.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_question_answering.html
index 5a97aa8625223e..aaabbaf49463e0 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_question_answering.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_question_answering.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.classifier_dl.camembert_for_question_answering &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.classifier_dl.camembert_for_question_answering &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_sequence_classification.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_sequence_classification.html
index 97a50f3fd8604a..4d92a97646cf7d 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_sequence_classification.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_sequence_classification.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.classifier_dl.camembert_for_sequence_classification &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.classifier_dl.camembert_for_sequence_classification &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_token_classification.html b/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_token_classification.html
index 7312d89fc974d4..9adcc1891a076d 100644
--- a/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_token_classification.html
+++ b/docs/api/python/modules/sparknlp/annotator/classifier_dl/camembert_for_token_classification.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
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+    <title>sparknlp.annotator.document_normalizer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.embeddings.albert_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.embeddings.bert_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.embeddings.camembert_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.embeddings.distil_bert_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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-    <title>sparknlp.annotator.embeddings.doc2vec &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.doc2vec &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+  <h1>Source code for sparknlp.annotator.embeddings.e5_embeddings</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  Copyright 2017-2022 John Snow Labs</span>
+<span class="c1">#</span>
+<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
+<span class="c1">#  you may not use this file except in compliance with the License.</span>
+<span class="c1">#  You may obtain a copy of the License at</span>
+<span class="c1">#</span>
+<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
+<span class="c1">#</span>
+<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
+<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
+<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
+<span class="c1">#  See the License for the specific language governing permissions and</span>
+<span class="c1">#  limitations under the License.</span>
+<span class="sd">&quot;&quot;&quot;Contains classes for E5Embeddings.&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">sparknlp.common</span> <span class="kn">import</span> <span class="o">*</span>
+
+
+<div class="viewcode-block" id="E5Embeddings"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings">[docs]</a><span class="k">class</span> <span class="nc">E5Embeddings</span><span class="p">(</span><span class="n">AnnotatorModel</span><span class="p">,</span>
+                           <span class="n">HasEmbeddingsProperties</span><span class="p">,</span>
+                           <span class="n">HasCaseSensitiveProperties</span><span class="p">,</span>
+                           <span class="n">HasStorageRef</span><span class="p">,</span>
+                           <span class="n">HasBatchedAnnotate</span><span class="p">,</span>
+                           <span class="n">HasMaxSentenceLengthLimit</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Sentence embeddings using E5.</span>
+
+<span class="sd">    E5, a weakly supervised text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.)</span>
+<span class="sd">    Pretrained models can be loaded with :meth:`.pretrained` of the companion</span>
+<span class="sd">    object:</span>
+
+<span class="sd">    &gt;&gt;&gt; embeddings = E5Embeddings.pretrained() \\</span>
+<span class="sd">    ...     .setInputCols([&quot;document&quot;]) \\</span>
+<span class="sd">    ...     .setOutputCol(&quot;e5_embeddings&quot;)</span>
+
+
+<span class="sd">    The default model is ``&quot;e5_small&quot;``, if no name is provided.</span>
+
+<span class="sd">    For available pretrained models please see the</span>
+<span class="sd">    `Models Hub &lt;https://sparknlp.org/models?q=E5&gt;`__.</span>
+
+
+<span class="sd">    ====================== ======================</span>
+<span class="sd">    Input Annotation types Output Annotation type</span>
+<span class="sd">    ====================== ======================</span>
+<span class="sd">    ``DOCUMENT``            ``SENTENCE_EMBEDDINGS``</span>
+<span class="sd">    ====================== ======================</span>
+
+<span class="sd">    Parameters</span>
+<span class="sd">    ----------</span>
+<span class="sd">    batchSize</span>
+<span class="sd">        Size of every batch , by default 8</span>
+<span class="sd">    dimension</span>
+<span class="sd">        Number of embedding dimensions, by default 768</span>
+<span class="sd">    caseSensitive</span>
+<span class="sd">        Whether to ignore case in tokens for embeddings matching, by default False</span>
+<span class="sd">    maxSentenceLength</span>
+<span class="sd">        Max sentence length to process, by default 512</span>
+<span class="sd">    configProtoBytes</span>
+<span class="sd">        ConfigProto from tensorflow, serialized into byte array.</span>
+
+<span class="sd">    References</span>
+<span class="sd">    ----------</span>
+<span class="sd">    `Text Embeddings by Weakly-Supervised Contrastive Pre-training &lt;https://arxiv.org/pdf/2212.03533&gt;`__</span>
+
+<span class="sd">    https://github.com/microsoft/unilm/tree/master/e5</span>
+
+<span class="sd">    **Paper abstract**</span>
+
+<span class="sd">    *This paper presents E5, a family of state-of-the-art text embeddings that transfer</span>
+<span class="sd">    well to a wide range of tasks. The model is trained in a contrastive manner with</span>
+<span class="sd">    weak supervision signals from our curated large-scale text pair dataset (called</span>
+<span class="sd">    CCPairs). E5 can be readily used as a general-purpose embedding model for any</span>
+<span class="sd">    tasks requiring a single-vector representation of texts such as retrieval, clustering,</span>
+<span class="sd">    and classification, achieving strong performance in both zero-shot and fine-tuned</span>
+<span class="sd">    settings. We conduct extensive evaluations on 56 datasets from the BEIR and</span>
+<span class="sd">    MTEB benchmarks. For zero-shot settings, E5 is the first model that outperforms</span>
+<span class="sd">    the strong BM25 baseline on the BEIR retrieval benchmark without using any</span>
+<span class="sd">    labeled data. When fine-tuned, E5 obtains the best results on the MTEB benchmark,</span>
+<span class="sd">    beating existing embedding models with 40× more parameters.*</span>
+
+<span class="sd">    Examples</span>
+<span class="sd">    --------</span>
+<span class="sd">    &gt;&gt;&gt; import sparknlp</span>
+<span class="sd">    &gt;&gt;&gt; from sparknlp.base import *</span>
+<span class="sd">    &gt;&gt;&gt; from sparknlp.annotator import *</span>
+<span class="sd">    &gt;&gt;&gt; from pyspark.ml import Pipeline</span>
+<span class="sd">    &gt;&gt;&gt; documentAssembler = DocumentAssembler() \\</span>
+<span class="sd">    ...     .setInputCol(&quot;text&quot;) \\</span>
+<span class="sd">    ...     .setOutputCol(&quot;document&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; embeddings = E5Embeddings.pretrained() \\</span>
+<span class="sd">    ...     .setInputCols([&quot;document&quot;]) \\</span>
+<span class="sd">    ...     .setOutputCol(&quot;e5_embeddings&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; embeddingsFinisher = EmbeddingsFinisher() \\</span>
+<span class="sd">    ...     .setInputCols([&quot;e5_embeddings&quot;]) \\</span>
+<span class="sd">    ...     .setOutputCols(&quot;finished_embeddings&quot;) \\</span>
+<span class="sd">    ...     .setOutputAsVector(True)</span>
+<span class="sd">    &gt;&gt;&gt; pipeline = Pipeline().setStages([</span>
+<span class="sd">    ...     documentAssembler,</span>
+<span class="sd">    ...     embeddings,</span>
+<span class="sd">    ...     embeddingsFinisher</span>
+<span class="sd">    ... ])</span>
+<span class="sd">    &gt;&gt;&gt; data = spark.createDataFrame([[&quot;query: how much protein should a female eat&quot;,</span>
+<span class="sd">    ... &quot;passage: As a general guideline, the CDC&#39;s average requirement of protein for women ages 19 to 70 is 46 grams per day.&quot; + \</span>
+<span class="sd">    ... &quot;But, as you can see from this chart, you&#39;ll need to increase that if you&#39;re expecting or training for a&quot; + \</span>
+<span class="sd">    ... &quot;marathon. Check out the chart below to see how much protein you should be eating each day.&quot;,</span>
+<span class="sd">    ... ]]).toDF(&quot;text&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; result = pipeline.fit(data).transform(data)</span>
+<span class="sd">    &gt;&gt;&gt; result.selectExpr(&quot;explode(finished_embeddings) as result&quot;).show(5, 80)</span>
+<span class="sd">    +--------------------------------------------------------------------------------+</span>
+<span class="sd">    |                                                                          result|</span>
+<span class="sd">    +--------------------------------------------------------------------------------+</span>
+<span class="sd">    |[[8.0190285E-4, -0.005974853, -0.072875895, 0.007944068, 0.026059335, -0.0080...|</span>
+<span class="sd">    |[[0.050514214, 0.010061974, -0.04340176, -0.020937217, 0.05170225, 0.01157857...|</span>
+<span class="sd">    +--------------------------------------------------------------------------------+</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;E5Embeddings&quot;</span>
+
+    <span class="n">inputAnnotatorTypes</span> <span class="o">=</span> <span class="p">[</span><span class="n">AnnotatorType</span><span class="o">.</span><span class="n">DOCUMENT</span><span class="p">]</span>
+
+    <span class="n">outputAnnotatorType</span> <span class="o">=</span> <span class="n">AnnotatorType</span><span class="o">.</span><span class="n">SENTENCE_EMBEDDINGS</span>
+    <span class="n">configProtoBytes</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                             <span class="s2">&quot;configProtoBytes&quot;</span><span class="p">,</span>
+                             <span class="s2">&quot;ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()&quot;</span><span class="p">,</span>
+                             <span class="n">TypeConverters</span><span class="o">.</span><span class="n">toListInt</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="E5Embeddings.setConfigProtoBytes"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.setConfigProtoBytes">[docs]</a>    <span class="k">def</span> <span class="nf">setConfigProtoBytes</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets configProto from tensorflow, serialized into byte array.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        b : List[int]</span>
+<span class="sd">            ConfigProto from tensorflow, serialized into byte array</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">configProtoBytes</span><span class="o">=</span><span class="n">b</span><span class="p">)</span></div>
+
+    <span class="nd">@keyword_only</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">classname</span><span class="o">=</span><span class="s2">&quot;com.johnsnowlabs.nlp.embeddings.E5Embeddings&quot;</span><span class="p">,</span> <span class="n">java_model</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">E5Embeddings</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
+            <span class="n">classname</span><span class="o">=</span><span class="n">classname</span><span class="p">,</span>
+            <span class="n">java_model</span><span class="o">=</span><span class="n">java_model</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span>
+            <span class="n">dimension</span><span class="o">=</span><span class="mi">768</span><span class="p">,</span>
+            <span class="n">batchSize</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span>
+            <span class="n">maxSentenceLength</span><span class="o">=</span><span class="mi">512</span><span class="p">,</span>
+            <span class="n">caseSensitive</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+        <span class="p">)</span>
+
+    <span class="nd">@staticmethod</span>
+<div class="viewcode-block" id="E5Embeddings.loadSavedModel"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.loadSavedModel">[docs]</a>    <span class="k">def</span> <span class="nf">loadSavedModel</span><span class="p">(</span><span class="n">folder</span><span class="p">,</span> <span class="n">spark_session</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Loads a locally saved model.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        folder : str</span>
+<span class="sd">            Folder of the saved model</span>
+<span class="sd">        spark_session : pyspark.sql.SparkSession</span>
+<span class="sd">            The current SparkSession</span>
+
+<span class="sd">        Returns</span>
+<span class="sd">        -------</span>
+<span class="sd">        E5Embeddings</span>
+<span class="sd">            The restored model</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="kn">from</span> <span class="nn">sparknlp.internal</span> <span class="kn">import</span> <span class="n">_E5Loader</span>
+        <span class="n">jModel</span> <span class="o">=</span> <span class="n">_E5Loader</span><span class="p">(</span><span class="n">folder</span><span class="p">,</span> <span class="n">spark_session</span><span class="o">.</span><span class="n">_jsparkSession</span><span class="p">)</span><span class="o">.</span><span class="n">_java_obj</span>
+        <span class="k">return</span> <span class="n">E5Embeddings</span><span class="p">(</span><span class="n">java_model</span><span class="o">=</span><span class="n">jModel</span><span class="p">)</span></div>
+
+    <span class="nd">@staticmethod</span>
+<div class="viewcode-block" id="E5Embeddings.pretrained"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.html#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.pretrained">[docs]</a>    <span class="k">def</span> <span class="nf">pretrained</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;e5_small&quot;</span><span class="p">,</span> <span class="n">lang</span><span class="o">=</span><span class="s2">&quot;en&quot;</span><span class="p">,</span> <span class="n">remote_loc</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Downloads and loads a pretrained model.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        name : str, optional</span>
+<span class="sd">            Name of the pretrained model, by default &quot;e5_small&quot;</span>
+<span class="sd">        lang : str, optional</span>
+<span class="sd">            Language of the pretrained model, by default &quot;en&quot;</span>
+<span class="sd">        remote_loc : str, optional</span>
+<span class="sd">            Optional remote address of the resource, by default None. Will use</span>
+<span class="sd">            Spark NLPs repositories otherwise.</span>
+
+<span class="sd">        Returns</span>
+<span class="sd">        -------</span>
+<span class="sd">        E5Embeddings</span>
+<span class="sd">            The restored model</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="kn">from</span> <span class="nn">sparknlp.pretrained</span> <span class="kn">import</span> <span class="n">ResourceDownloader</span>
+        <span class="k">return</span> <span class="n">ResourceDownloader</span><span class="o">.</span><span class="n">downloadModel</span><span class="p">(</span><span class="n">E5Embeddings</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">lang</span><span class="p">,</span> <span class="n">remote_loc</span><span class="p">)</span></div></div>
+</pre></div>
+
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diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/elmo_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/elmo_embeddings.html
index 5c4934fdf00fe8..b706d1b89c0edc 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/elmo_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/elmo_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.elmo_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.elmo_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/instructor_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/instructor_embeddings.html
new file mode 100644
index 00000000000000..a796d5e270b807
--- /dev/null
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/instructor_embeddings.html
@@ -0,0 +1,620 @@
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+                  
+  <h1>Source code for sparknlp.annotator.embeddings.instructor_embeddings</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  Copyright 2017-2022 John Snow Labs</span>
+<span class="c1">#</span>
+<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
+<span class="c1">#  you may not use this file except in compliance with the License.</span>
+<span class="c1">#  You may obtain a copy of the License at</span>
+<span class="c1">#</span>
+<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
+<span class="c1">#</span>
+<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
+<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
+<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
+<span class="c1">#  See the License for the specific language governing permissions and</span>
+<span class="c1">#  limitations under the License.</span>
+<span class="sd">&quot;&quot;&quot;Contains classes for BertEmbeddings.&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">sparknlp.common</span> <span class="kn">import</span> <span class="o">*</span>
+
+
+<div class="viewcode-block" id="InstructorEmbeddings"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings">[docs]</a><span class="k">class</span> <span class="nc">InstructorEmbeddings</span><span class="p">(</span><span class="n">AnnotatorModel</span><span class="p">,</span>
+                           <span class="n">HasEmbeddingsProperties</span><span class="p">,</span>
+                           <span class="n">HasCaseSensitiveProperties</span><span class="p">,</span>
+                           <span class="n">HasStorageRef</span><span class="p">,</span>
+                           <span class="n">HasBatchedAnnotate</span><span class="p">,</span>
+                           <span class="n">HasMaxSentenceLengthLimit</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Sentence embeddings using INSTRUCTOR.</span>
+
+<span class="sd">    Instructor👨‍🏫, an instruction-finetuned text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.) and domains (e.g., science, finance, etc.) by simply providing the task instruction, without any finetuning. Instructor👨‍ achieves sota on 70 diverse embedding tasks!</span>
+
+<span class="sd">    Pretrained models can be loaded with :meth:`.pretrained` of the companion</span>
+<span class="sd">    object:</span>
+
+<span class="sd">    &gt;&gt;&gt; embeddings = InstructorEmbeddings.pretrained() \\</span>
+<span class="sd">    ...     .setInputCols([&quot;document&quot;]) \\</span>
+<span class="sd">    ...     .setInstruction(&quot;Represent the Medicine sentence for clustering: &quot;) \\</span>
+<span class="sd">    ...     .setOutputCol(&quot;instructor_embeddings&quot;)</span>
+
+
+<span class="sd">    The default model is ``&quot;instructor_base&quot;``, if no name is provided.</span>
+
+<span class="sd">    For available pretrained models please see the</span>
+<span class="sd">    `Models Hub &lt;https://sparknlp.org/models?q=Instructor&gt;`__.</span>
+
+
+<span class="sd">    ====================== ======================</span>
+<span class="sd">    Input Annotation types Output Annotation type</span>
+<span class="sd">    ====================== ======================</span>
+<span class="sd">    ``DOCUMENT``            ``SENTENCE_EMBEDDINGS``</span>
+<span class="sd">    ====================== ======================</span>
+
+<span class="sd">    Parameters</span>
+<span class="sd">    ----------</span>
+<span class="sd">    batchSize</span>
+<span class="sd">        Size of every batch , by default 8</span>
+<span class="sd">    dimension</span>
+<span class="sd">        Number of embedding dimensions, by default 768</span>
+<span class="sd">    caseSensitive</span>
+<span class="sd">        Whether to ignore case in tokens for embeddings matching, by default False</span>
+<span class="sd">    instruction</span>
+<span class="sd">        Set transformer instruction, e.g. &#39;summarize:&#39;</span>
+<span class="sd">    maxSentenceLength</span>
+<span class="sd">        Max sentence length to process, by default 128</span>
+<span class="sd">    configProtoBytes</span>
+<span class="sd">        ConfigProto from tensorflow, serialized into byte array.</span>
+
+<span class="sd">    References</span>
+<span class="sd">    ----------</span>
+<span class="sd">    `One Embedder, Any Task: Instruction-Finetuned Text Embeddings &lt;https://arxiv.org/abs/2212.09741&gt;`__</span>
+
+<span class="sd">    https://github.com/HKUNLP/instructor-embedding/</span>
+
+<span class="sd">    **Paper abstract**</span>
+
+<span class="sd">    *We introduce INSTRUCTOR, a new method for computing text embeddings given task instructions:</span>
+<span class="sd">    every text input is embedded together with instructions explaining the use case (e.g., task and</span>
+<span class="sd">    domain descriptions). Unlike encoders from prior work that are more specialized, INSTRUCTOR is a</span>
+<span class="sd">    single embedder that can generate text embeddings tailored to different downstream tasks and domains,</span>
+<span class="sd">    without any further training. We first annotate instructions for 330 diverse tasks and train INSTRUCTOR</span>
+<span class="sd">    on this multitask mixture with a contrastive loss. We evaluate INSTRUCTOR on 70 embedding evaluation tasks</span>
+<span class="sd">    (66 of which are unseen during training), ranging from classification and information retrieval to semantic</span>
+<span class="sd">    textual similarity and text generation evaluation. INSTRUCTOR, while having an order of magnitude fewer</span>
+<span class="sd">    parameters than the previous best model, achieves state-of-the-art performance, with an average improvement</span>
+<span class="sd">    of 3.4% compared to the previous best results on the 70 diverse datasets. Our analysis suggests that</span>
+<span class="sd">    INSTRUCTOR is robust to changes in instructions, and that instruction finetuning mitigates the challenge of</span>
+<span class="sd">    training a single model on diverse datasets. Our model, code, and data are available at this https</span>
+<span class="sd">    URL &lt;https://instructor-embedding.github.io/&gt;.*</span>
+
+<span class="sd">    Examples</span>
+<span class="sd">    --------</span>
+<span class="sd">    &gt;&gt;&gt; import sparknlp</span>
+<span class="sd">    &gt;&gt;&gt; from sparknlp.base import *</span>
+<span class="sd">    &gt;&gt;&gt; from sparknlp.annotator import *</span>
+<span class="sd">    &gt;&gt;&gt; from pyspark.ml import Pipeline</span>
+<span class="sd">    &gt;&gt;&gt; documentAssembler = DocumentAssembler() \\</span>
+<span class="sd">    ...     .setInputCol(&quot;text&quot;) \\</span>
+<span class="sd">    ...     .setOutputCol(&quot;document&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; embeddings = InstructorEmbeddings.pretrained() \\</span>
+<span class="sd">    ...     .setInputCols([&quot;document&quot;]) \\</span>
+<span class="sd">    ...     .setInstruction(&quot;Represent the Medicine sentence for clustering: &quot;) \\</span>
+<span class="sd">    ...     .setOutputCol(&quot;instructor_embeddings&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; embeddingsFinisher = EmbeddingsFinisher() \\</span>
+<span class="sd">    ...     .setInputCols([&quot;instructor_embeddings&quot;]) \\</span>
+<span class="sd">    ...     .setOutputCols(&quot;finished_embeddings&quot;) \\</span>
+<span class="sd">    ...     .setOutputAsVector(True)</span>
+<span class="sd">    &gt;&gt;&gt; pipeline = Pipeline().setStages([</span>
+<span class="sd">    ...     documentAssembler,</span>
+<span class="sd">    ...     embeddings,</span>
+<span class="sd">    ...     embeddingsFinisher</span>
+<span class="sd">    ... ])</span>
+<span class="sd">    &gt;&gt;&gt; data = spark.createDataFrame([[&quot;Dynamical Scalar Degree of Freedom in Horava-Lifshitz Gravity&quot;]]).toDF(&quot;text&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; result = pipeline.fit(data).transform(data)</span>
+<span class="sd">    &gt;&gt;&gt; result.selectExpr(&quot;explode(finished_embeddings) as result&quot;).show(5, 80)</span>
+<span class="sd">    +--------------------------------------------------------------------------------+</span>
+<span class="sd">    |                                                                          result|</span>
+<span class="sd">    +--------------------------------------------------------------------------------+</span>
+<span class="sd">    |[-2.3497989177703857,0.480538547039032,-0.3238905668258667,-1.612930893898010...|</span>
+<span class="sd">    +--------------------------------------------------------------------------------+</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;InstructorEmbeddings&quot;</span>
+
+    <span class="n">inputAnnotatorTypes</span> <span class="o">=</span> <span class="p">[</span><span class="n">AnnotatorType</span><span class="o">.</span><span class="n">DOCUMENT</span><span class="p">]</span>
+
+    <span class="n">outputAnnotatorType</span> <span class="o">=</span> <span class="n">AnnotatorType</span><span class="o">.</span><span class="n">SENTENCE_EMBEDDINGS</span>
+    <span class="n">instruction</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span> <span class="s2">&quot;instruction&quot;</span><span class="p">,</span> <span class="s2">&quot;Set transformer instruction, e.g. &#39;summarize:&#39;&quot;</span><span class="p">,</span>
+                        <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toString</span><span class="p">)</span>
+    <span class="n">configProtoBytes</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                             <span class="s2">&quot;configProtoBytes&quot;</span><span class="p">,</span>
+                             <span class="s2">&quot;ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()&quot;</span><span class="p">,</span>
+                             <span class="n">TypeConverters</span><span class="o">.</span><span class="n">toListInt</span><span class="p">)</span>
+
+<div class="viewcode-block" id="InstructorEmbeddings.setInstruction"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setInstruction">[docs]</a>    <span class="k">def</span> <span class="nf">setInstruction</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot; Sets transformer instruction, e.g. &#39;summarize:&#39;.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        value : str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">instruction</span><span class="o">=</span><span class="n">value</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="InstructorEmbeddings.setConfigProtoBytes"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setConfigProtoBytes">[docs]</a>    <span class="k">def</span> <span class="nf">setConfigProtoBytes</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets configProto from tensorflow, serialized into byte array.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        b : List[int]</span>
+<span class="sd">            ConfigProto from tensorflow, serialized into byte array</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">configProtoBytes</span><span class="o">=</span><span class="n">b</span><span class="p">)</span></div>
+
+    <span class="nd">@keyword_only</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">classname</span><span class="o">=</span><span class="s2">&quot;com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings&quot;</span><span class="p">,</span> <span class="n">java_model</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">InstructorEmbeddings</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
+            <span class="n">classname</span><span class="o">=</span><span class="n">classname</span><span class="p">,</span>
+            <span class="n">java_model</span><span class="o">=</span><span class="n">java_model</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span>
+            <span class="n">dimension</span><span class="o">=</span><span class="mi">768</span><span class="p">,</span>
+            <span class="n">batchSize</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span>
+            <span class="n">maxSentenceLength</span><span class="o">=</span><span class="mi">128</span><span class="p">,</span>
+            <span class="n">caseSensitive</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">instruction</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span>
+        <span class="p">)</span>
+
+    <span class="nd">@staticmethod</span>
+<div class="viewcode-block" id="InstructorEmbeddings.loadSavedModel"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.loadSavedModel">[docs]</a>    <span class="k">def</span> <span class="nf">loadSavedModel</span><span class="p">(</span><span class="n">folder</span><span class="p">,</span> <span class="n">spark_session</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Loads a locally saved model.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        folder : str</span>
+<span class="sd">            Folder of the saved model</span>
+<span class="sd">        spark_session : pyspark.sql.SparkSession</span>
+<span class="sd">            The current SparkSession</span>
+
+<span class="sd">        Returns</span>
+<span class="sd">        -------</span>
+<span class="sd">        InstructorEmbeddings</span>
+<span class="sd">            The restored model</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="kn">from</span> <span class="nn">sparknlp.internal</span> <span class="kn">import</span> <span class="n">_InstructorLoader</span>
+        <span class="n">jModel</span> <span class="o">=</span> <span class="n">_InstructorLoader</span><span class="p">(</span><span class="n">folder</span><span class="p">,</span> <span class="n">spark_session</span><span class="o">.</span><span class="n">_jsparkSession</span><span class="p">)</span><span class="o">.</span><span class="n">_java_obj</span>
+        <span class="k">return</span> <span class="n">InstructorEmbeddings</span><span class="p">(</span><span class="n">java_model</span><span class="o">=</span><span class="n">jModel</span><span class="p">)</span></div>
+
+    <span class="nd">@staticmethod</span>
+<div class="viewcode-block" id="InstructorEmbeddings.pretrained"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.pretrained">[docs]</a>    <span class="k">def</span> <span class="nf">pretrained</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;instructor_base&quot;</span><span class="p">,</span> <span class="n">lang</span><span class="o">=</span><span class="s2">&quot;en&quot;</span><span class="p">,</span> <span class="n">remote_loc</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Downloads and loads a pretrained model.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        name : str, optional</span>
+<span class="sd">            Name of the pretrained model, by default &quot;instructor_base&quot;</span>
+<span class="sd">        lang : str, optional</span>
+<span class="sd">            Language of the pretrained model, by default &quot;en&quot;</span>
+<span class="sd">        remote_loc : str, optional</span>
+<span class="sd">            Optional remote address of the resource, by default None. Will use</span>
+<span class="sd">            Spark NLPs repositories otherwise.</span>
+
+<span class="sd">        Returns</span>
+<span class="sd">        -------</span>
+<span class="sd">        InstructorEmbeddings</span>
+<span class="sd">            The restored model</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="kn">from</span> <span class="nn">sparknlp.pretrained</span> <span class="kn">import</span> <span class="n">ResourceDownloader</span>
+        <span class="k">return</span> <span class="n">ResourceDownloader</span><span class="o">.</span><span class="n">downloadModel</span><span class="p">(</span><span class="n">InstructorEmbeddings</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">lang</span><span class="p">,</span> <span class="n">remote_loc</span><span class="p">)</span></div></div>
+</pre></div>
+
+                </article>
+              
+              
+              
+                <footer class="bd-footer-article">
+                  
+<div class="footer-article-items footer-article__inner">
+  
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+<script src="../../../../static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
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+<div class="bd-footer__inner bd-page-width">
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+        <div class="footer-item">
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+    
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+        <div class="footer-item">
+  <p class="sphinx-version">
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 5.3.0.
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+      
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+      
+        <div class="footer-item"><p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.13.3.
+</p></div>
+      
+    </div>
+  
+</div>
+
+  </footer>
+  </body>
+</html>
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diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/longformer_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/longformer_embeddings.html
index adbe1bf99a3d98..3ac8df9a1a5161 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/longformer_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/longformer_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.longformer_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.longformer_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_embeddings.html
index dc023e87604f2f..3d0c9f907f1cf4 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.roberta_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.roberta_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_sentence_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_sentence_embeddings.html
index dcbc1b802642d4..79a3b4cf51c482 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_sentence_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_sentence_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.roberta_sentence_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.roberta_sentence_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/sentence_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/sentence_embeddings.html
index 11e2fa55db92cd..49785a90310187 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/sentence_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/sentence_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.sentence_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.sentence_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/universal_sentence_encoder.html b/docs/api/python/modules/sparknlp/annotator/embeddings/universal_sentence_encoder.html
index 3497c5664ebe5b..eaa5ce909eda32 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/universal_sentence_encoder.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/universal_sentence_encoder.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.universal_sentence_encoder &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.universal_sentence_encoder &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/word2vec.html b/docs/api/python/modules/sparknlp/annotator/embeddings/word2vec.html
index f58b4e7fe83218..66083b3299cf7d 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/word2vec.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/word2vec.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.word2vec &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.word2vec &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/word_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/word_embeddings.html
index 7aad92bd142f8d..30377a25b895ee 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/word_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/word_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.word_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.word_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/xlm_roberta_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/xlm_roberta_embeddings.html
index 27d91a59237f3f..b8957536c778cc 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/xlm_roberta_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/xlm_roberta_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.xlm_roberta_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.xlm_roberta_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/xlm_roberta_sentence_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/xlm_roberta_sentence_embeddings.html
index 15a5d19c94c0ca..ac06d6994c5144 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/xlm_roberta_sentence_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/xlm_roberta_sentence_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.xlm_roberta_sentence_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.xlm_roberta_sentence_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/xlnet_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/xlnet_embeddings.html
index 344e2babab93eb..fadb337a2a5b87 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/xlnet_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/xlnet_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.xlnet_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.xlnet_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/er/entity_ruler.html b/docs/api/python/modules/sparknlp/annotator/er/entity_ruler.html
index ee97c09056e8ea..4172e61351d578 100644
--- a/docs/api/python/modules/sparknlp/annotator/er/entity_ruler.html
+++ b/docs/api/python/modules/sparknlp/annotator/er/entity_ruler.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.er.entity_ruler &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.er.entity_ruler &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/graph_extraction.html b/docs/api/python/modules/sparknlp/annotator/graph_extraction.html
index 7a58de66b9d6b5..38ac1d2971e92c 100644
--- a/docs/api/python/modules/sparknlp/annotator/graph_extraction.html
+++ b/docs/api/python/modules/sparknlp/annotator/graph_extraction.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.graph_extraction &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.graph_extraction &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/keyword_extraction/yake_keyword_extraction.html b/docs/api/python/modules/sparknlp/annotator/keyword_extraction/yake_keyword_extraction.html
index 71832709fd1d1f..ab6d43355b8219 100644
--- a/docs/api/python/modules/sparknlp/annotator/keyword_extraction/yake_keyword_extraction.html
+++ b/docs/api/python/modules/sparknlp/annotator/keyword_extraction/yake_keyword_extraction.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.keyword_extraction.yake_keyword_extraction &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.keyword_extraction.yake_keyword_extraction &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/ld_dl/language_detector_dl.html b/docs/api/python/modules/sparknlp/annotator/ld_dl/language_detector_dl.html
index 2f4bcc9faa11dc..99e5dd647f0237 100644
--- a/docs/api/python/modules/sparknlp/annotator/ld_dl/language_detector_dl.html
+++ b/docs/api/python/modules/sparknlp/annotator/ld_dl/language_detector_dl.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.ld_dl.language_detector_dl &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.ld_dl.language_detector_dl &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/lemmatizer.html b/docs/api/python/modules/sparknlp/annotator/lemmatizer.html
index a4619b6f1ba583..272d56c0c12914 100644
--- a/docs/api/python/modules/sparknlp/annotator/lemmatizer.html
+++ b/docs/api/python/modules/sparknlp/annotator/lemmatizer.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.lemmatizer &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.lemmatizer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/matcher/big_text_matcher.html b/docs/api/python/modules/sparknlp/annotator/matcher/big_text_matcher.html
index 30060128a678c5..8163a72cc9ab21 100644
--- a/docs/api/python/modules/sparknlp/annotator/matcher/big_text_matcher.html
+++ b/docs/api/python/modules/sparknlp/annotator/matcher/big_text_matcher.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.matcher.big_text_matcher &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.matcher.big_text_matcher &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/matcher/date_matcher.html b/docs/api/python/modules/sparknlp/annotator/matcher/date_matcher.html
index 5c406ed422d294..2f02c463dd7750 100644
--- a/docs/api/python/modules/sparknlp/annotator/matcher/date_matcher.html
+++ b/docs/api/python/modules/sparknlp/annotator/matcher/date_matcher.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.matcher.date_matcher &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.matcher.date_matcher &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/matcher/multi_date_matcher.html b/docs/api/python/modules/sparknlp/annotator/matcher/multi_date_matcher.html
index 45f8e42baefb69..cf1b1d0b1c4a92 100644
--- a/docs/api/python/modules/sparknlp/annotator/matcher/multi_date_matcher.html
+++ b/docs/api/python/modules/sparknlp/annotator/matcher/multi_date_matcher.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.matcher.multi_date_matcher &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.matcher.multi_date_matcher &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/matcher/regex_matcher.html b/docs/api/python/modules/sparknlp/annotator/matcher/regex_matcher.html
index d033eff943b26d..f807d4341884bb 100644
--- a/docs/api/python/modules/sparknlp/annotator/matcher/regex_matcher.html
+++ b/docs/api/python/modules/sparknlp/annotator/matcher/regex_matcher.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.matcher.regex_matcher &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.matcher.regex_matcher &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/matcher/text_matcher.html b/docs/api/python/modules/sparknlp/annotator/matcher/text_matcher.html
index ea6299983145da..a7c4e1b02bf560 100644
--- a/docs/api/python/modules/sparknlp/annotator/matcher/text_matcher.html
+++ b/docs/api/python/modules/sparknlp/annotator/matcher/text_matcher.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.matcher.text_matcher &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.matcher.text_matcher &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/n_gram_generator.html b/docs/api/python/modules/sparknlp/annotator/n_gram_generator.html
index 64e219eeff9557..31e886058444b6 100644
--- a/docs/api/python/modules/sparknlp/annotator/n_gram_generator.html
+++ b/docs/api/python/modules/sparknlp/annotator/n_gram_generator.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.n_gram_generator &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.n_gram_generator &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/ner/ner_approach.html b/docs/api/python/modules/sparknlp/annotator/ner/ner_approach.html
index e0344d3f0652fb..63bddf6e865f06 100644
--- a/docs/api/python/modules/sparknlp/annotator/ner/ner_approach.html
+++ b/docs/api/python/modules/sparknlp/annotator/ner/ner_approach.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.ner.ner_approach &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.ner.ner_approach &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/ner/ner_converter.html b/docs/api/python/modules/sparknlp/annotator/ner/ner_converter.html
index 644a2cc8757e5b..ad4a6500bb828c 100644
--- a/docs/api/python/modules/sparknlp/annotator/ner/ner_converter.html
+++ b/docs/api/python/modules/sparknlp/annotator/ner/ner_converter.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.ner.ner_converter &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.ner.ner_converter &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.ner.ner_crf &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.normalizer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.sentence.sentence_detector_dl &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.sentiment.sentiment_detector &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.sentiment.vivekn_sentiment &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.seq2seq.bart_transformer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.seq2seq.gpt2_transformer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.seq2seq.marian_transformer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.seq2seq.t5_transformer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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+  <h1>Source code for sparknlp.annotator.similarity.document_similarity_ranker</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  Copyright 2017-2023 John Snow Labs</span>
+<span class="c1">#</span>
+<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
+<span class="c1">#  you may not use this file except in compliance with the License.</span>
+<span class="c1">#  You may obtain a copy of the License at</span>
+<span class="c1">#</span>
+<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
+<span class="c1">#</span>
+<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
+<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
+<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
+<span class="c1">#  See the License for the specific language governing permissions and</span>
+<span class="c1">#  limitations under the License.</span>
+<span class="sd">&quot;&quot;&quot;Contains classes for DocumentSimilarityRanker.&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">sparknlp.common</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span> <span class="nn">pyspark</span> <span class="kn">import</span> <span class="n">keyword_only</span>
+<span class="kn">from</span> <span class="nn">pyspark.ml.param</span> <span class="kn">import</span> <span class="n">TypeConverters</span><span class="p">,</span> <span class="n">Params</span><span class="p">,</span> <span class="n">Param</span>
+<span class="kn">from</span> <span class="nn">sparknlp.internal</span> <span class="kn">import</span> <span class="n">AnnotatorTransformer</span>
+
+
+<div class="viewcode-block" id="DocumentSimilarityRankerApproach"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach">[docs]</a><span class="k">class</span> <span class="nc">DocumentSimilarityRankerApproach</span><span class="p">(</span><span class="n">AnnotatorApproach</span><span class="p">,</span> <span class="n">HasEnableCachingProperties</span><span class="p">):</span>
+    <span class="n">inputAnnotatorTypes</span> <span class="o">=</span> <span class="p">[</span><span class="n">AnnotatorType</span><span class="o">.</span><span class="n">SENTENCE_EMBEDDINGS</span><span class="p">]</span>
+
+    <span class="n">outputAnnotatorType</span> <span class="o">=</span> <span class="n">AnnotatorType</span><span class="o">.</span><span class="n">DOC_SIMILARITY_RANKINGS</span>
+
+    <span class="n">similarityMethod</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                             <span class="s2">&quot;similarityMethod&quot;</span><span class="p">,</span>
+                             <span class="s2">&quot;The similarity method used to calculate the neighbours. (Default: &#39;brp&#39;, &quot;</span>
+                             <span class="s2">&quot;Bucketed Random Projection for Euclidean Distance)&quot;</span><span class="p">,</span>
+                             <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toString</span><span class="p">)</span>
+
+    <span class="n">numberOfNeighbours</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                               <span class="s2">&quot;numberOfNeighbours&quot;</span><span class="p">,</span>
+                               <span class="s2">&quot;The number of neighbours the model will return (Default:`10`)&quot;</span><span class="p">,</span>
+                               <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toInt</span><span class="p">)</span>
+
+    <span class="n">bucketLength</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                         <span class="s2">&quot;bucketLength&quot;</span><span class="p">,</span>
+                         <span class="s2">&quot;The bucket length that controls the average size of hash buckets. &quot;</span>
+                         <span class="s2">&quot;A larger bucket length (i.e., fewer buckets) increases the probability of features &quot;</span>
+                         <span class="s2">&quot;being hashed to the same bucket (increasing the numbers of true and false positives).&quot;</span><span class="p">,</span>
+                         <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toFloat</span><span class="p">)</span>
+
+    <span class="n">numHashTables</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                          <span class="s2">&quot;numHashTables&quot;</span><span class="p">,</span>
+                          <span class="s2">&quot;number of hash tables, where increasing number of hash tables lowers the &quot;</span>
+                          <span class="s2">&quot;false negative rate,and decreasing it improves the running performance.&quot;</span><span class="p">,</span>
+                          <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toInt</span><span class="p">)</span>
+
+    <span class="n">visibleDistances</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                             <span class="s2">&quot;visibleDistances&quot;</span><span class="p">,</span>
+                             <span class="s2">&quot;Whether to set visibleDistances in ranking output (Default: `false`).&quot;</span><span class="p">,</span>
+                             <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toBoolean</span><span class="p">)</span>
+
+    <span class="n">identityRanking</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                            <span class="s2">&quot;identityRanking&quot;</span><span class="p">,</span>
+                            <span class="s2">&quot;Whether to include identity in ranking result set. Useful for debug. (Default: `false`).&quot;</span><span class="p">,</span>
+                            <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toBoolean</span><span class="p">)</span>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerApproach.setSimilarityMethod"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setSimilarityMethod">[docs]</a>    <span class="k">def</span> <span class="nf">setSimilarityMethod</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets the similarity method used to calculate the neighbours.</span>
+<span class="sd">            (Default: `&quot;brp&quot;`, Bucketed Random Projection for Euclidean Distance)</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        value : str</span>
+<span class="sd">            the similarity method to calculate the neighbours.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">similarityMethod</span><span class="o">=</span><span class="n">value</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerApproach.setNumberOfNeighbours"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumberOfNeighbours">[docs]</a>    <span class="k">def</span> <span class="nf">setNumberOfNeighbours</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets The number of neighbours the model will return for each document(Default:`&quot;10&quot;`).</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        value : str</span>
+<span class="sd">            the number of neighbours the model will return for each document.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">numberOfNeighbours</span><span class="o">=</span><span class="n">value</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerApproach.setBucketLength"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setBucketLength">[docs]</a>    <span class="k">def</span> <span class="nf">setBucketLength</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets the bucket length that controls the average size of hash buckets (Default:`&quot;2.0&quot;`).</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        value : float</span>
+<span class="sd">            Sets the bucket length that controls the average size of hash buckets.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">bucketLength</span><span class="o">=</span><span class="n">value</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerApproach.setNumHashTables"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumHashTables">[docs]</a>    <span class="k">def</span> <span class="nf">setNumHashTables</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets the number of hash tables.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        value : int</span>
+<span class="sd">            Sets the number of hash tables.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">numHashTables</span><span class="o">=</span><span class="n">value</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerApproach.setVisibleDistances"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setVisibleDistances">[docs]</a>    <span class="k">def</span> <span class="nf">setVisibleDistances</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets the document distances visible in the result set.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        value : bool</span>
+<span class="sd">            Sets the document distances visible in the result set.</span>
+<span class="sd">            Default(&#39;False&#39;)</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">visibleDistances</span><span class="o">=</span><span class="n">value</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerApproach.setIdentityRanking"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setIdentityRanking">[docs]</a>    <span class="k">def</span> <span class="nf">setIdentityRanking</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets the document identity ranking inclusive in the result set.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        value : bool</span>
+<span class="sd">            Sets the document identity ranking inclusive in the result set.</span>
+<span class="sd">            Useful for debugging.</span>
+<span class="sd">            Default(&#39;False&#39;).</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">identityRanking</span><span class="o">=</span><span class="n">value</span><span class="p">)</span></div>
+
+    <span class="nd">@keyword_only</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">DocumentSimilarityRankerApproach</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>\
+            <span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">classname</span><span class="o">=</span><span class="s2">&quot;com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span>
+            <span class="n">similarityMethod</span><span class="o">=</span><span class="s2">&quot;brp&quot;</span><span class="p">,</span>
+            <span class="n">numberOfNeighbours</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span>
+            <span class="n">bucketLength</span><span class="o">=</span><span class="mf">2.0</span><span class="p">,</span>
+            <span class="n">numHashTables</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
+            <span class="n">visibleDistances</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">identityRanking</span><span class="o">=</span><span class="kc">False</span>
+        <span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_create_model</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">java_model</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">DocumentSimilarityRankerModel</span><span class="p">(</span><span class="n">java_model</span><span class="o">=</span><span class="n">java_model</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="DocumentSimilarityRankerModel"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerModel">[docs]</a><span class="k">class</span> <span class="nc">DocumentSimilarityRankerModel</span><span class="p">(</span><span class="n">AnnotatorModel</span><span class="p">,</span> <span class="n">HasEmbeddingsProperties</span><span class="p">):</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;DocumentSimilarityRankerModel&quot;</span>
+    <span class="n">inputAnnotatorTypes</span> <span class="o">=</span> <span class="p">[</span><span class="n">AnnotatorType</span><span class="o">.</span><span class="n">SENTENCE_EMBEDDINGS</span><span class="p">]</span>
+    <span class="n">outputAnnotatorType</span> <span class="o">=</span> <span class="n">AnnotatorType</span><span class="o">.</span><span class="n">DOC_SIMILARITY_RANKINGS</span>
+
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">classname</span><span class="o">=</span><span class="s2">&quot;com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel&quot;</span><span class="p">,</span>
+                 <span class="n">java_model</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">DocumentSimilarityRankerModel</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
+            <span class="n">classname</span><span class="o">=</span><span class="n">classname</span><span class="p">,</span>
+            <span class="n">java_model</span><span class="o">=</span><span class="n">java_model</span></div>
+        <span class="p">)</span>
+
+
+<div class="viewcode-block" id="DocumentSimilarityRankerFinisher"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher">[docs]</a><span class="k">class</span> <span class="nc">DocumentSimilarityRankerFinisher</span><span class="p">(</span><span class="n">AnnotatorTransformer</span><span class="p">):</span>
+
+    <span class="n">inputCols</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                      <span class="s2">&quot;inputCols&quot;</span><span class="p">,</span>
+                      <span class="s2">&quot;name of input annotation cols containing document similarity ranker results&quot;</span><span class="p">,</span>
+                      <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toListString</span><span class="p">)</span>
+    <span class="n">outputCols</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                       <span class="s2">&quot;outputCols&quot;</span><span class="p">,</span>
+                       <span class="s2">&quot;output DocumentSimilarityRankerFinisher output cols&quot;</span><span class="p">,</span>
+                       <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toListString</span><span class="p">)</span>
+    <span class="n">extractNearestNeighbor</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span> <span class="s2">&quot;extractNearestNeighbor&quot;</span><span class="p">,</span>
+                             <span class="s2">&quot;whether to extract the nearest neighbor document&quot;</span><span class="p">,</span>
+                             <span class="n">typeConverter</span><span class="o">=</span><span class="n">TypeConverters</span><span class="o">.</span><span class="n">toBoolean</span><span class="p">)</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;DocumentSimilarityRankerFinisher&quot;</span>
+
+    <span class="nd">@keyword_only</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">DocumentSimilarityRankerFinisher</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">classname</span><span class="o">=</span><span class="s2">&quot;com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher&quot;</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span>
+            <span class="n">extractNearestNeighbor</span><span class="o">=</span><span class="kc">False</span>
+        <span class="p">)</span>
+
+    <span class="nd">@keyword_only</span>
+    <span class="k">def</span> <span class="nf">setParams</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerFinisher.setInputCols"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setInputCols">[docs]</a>    <span class="k">def</span> <span class="nf">setInputCols</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets name of input annotation columns containing embeddings.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        *value : str</span>
+<span class="sd">            Input columns for the annotator</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span> <span class="ow">and</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">list</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">inputCols</span><span class="o">=</span><span class="n">value</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">inputCols</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="p">))</span></div>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerFinisher.setOutputCols"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setOutputCols">[docs]</a>    <span class="k">def</span> <span class="nf">setOutputCols</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets names of finished output columns.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        *value : List[str]</span>
+<span class="sd">            Input columns for the annotator</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span> <span class="ow">and</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">list</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">outputCols</span><span class="o">=</span><span class="n">value</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">outputCols</span><span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="p">))</span></div>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerFinisher.setExtractNearestNeighbor"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setExtractNearestNeighbor">[docs]</a>    <span class="k">def</span> <span class="nf">setExtractNearestNeighbor</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets whether to extract the nearest neighbor document, by default False.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        value : bool</span>
+<span class="sd">            Whether to extract the nearest neighbor document</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">extractNearestNeighbor</span><span class="o">=</span><span class="n">value</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerFinisher.getInputCols"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getInputCols">[docs]</a>    <span class="k">def</span> <span class="nf">getInputCols</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Gets input columns name of annotations.&quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">getOrDefault</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">inputCols</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="DocumentSimilarityRankerFinisher.getOutputCols"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/similarity/document_similarity_ranker/index.html#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getOutputCols">[docs]</a>    <span class="k">def</span> <span class="nf">getOutputCols</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Gets output columns name of annotations.&quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">getOrDefault</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputCols</span><span class="p">))</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span> <span class="p">[</span><span class="s2">&quot;finished_&quot;</span> <span class="o">+</span> <span class="n">input_col</span> <span class="k">for</span> <span class="n">input_col</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">getInputCols</span><span class="p">()]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">getOrDefault</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">outputCols</span><span class="p">)</span></div></div>
+</pre></div>
+
+                </article>
+              
+              
+              
+                <footer class="bd-footer-article">
+                  
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
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+</div></div>
+  
+</div>
+
+                </footer>
+              
+            </div>
+            
+            
+              
+            
+          </div>
+          <footer class="bd-footer-content">
+            
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+        
+      </main>
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+    <div class="footer-items__start">
+      
+        <div class="footer-item">
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+    
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+  <p class="sphinx-version">
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 5.3.0.
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+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.13.3.
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+  
+</div>
+
+  </footer>
+  </body>
+</html>
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diff --git a/docs/api/python/modules/sparknlp/annotator/spell_check/context_spell_checker.html b/docs/api/python/modules/sparknlp/annotator/spell_check/context_spell_checker.html
index 4bc8f2deb9a19d..342e4a1bc2fea4 100644
--- a/docs/api/python/modules/sparknlp/annotator/spell_check/context_spell_checker.html
+++ b/docs/api/python/modules/sparknlp/annotator/spell_check/context_spell_checker.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.spell_check.context_spell_checker &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.spell_check.context_spell_checker &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/spell_check/norvig_sweeting.html b/docs/api/python/modules/sparknlp/annotator/spell_check/norvig_sweeting.html
index cba12f3fe93759..3c3ed99aa410a9 100644
--- a/docs/api/python/modules/sparknlp/annotator/spell_check/norvig_sweeting.html
+++ b/docs/api/python/modules/sparknlp/annotator/spell_check/norvig_sweeting.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.spell_check.norvig_sweeting &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.spell_check.norvig_sweeting &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/spell_check/symmetric_delete.html b/docs/api/python/modules/sparknlp/annotator/spell_check/symmetric_delete.html
index 3fa1f980f0823c..9a0e91bff89404 100644
--- a/docs/api/python/modules/sparknlp/annotator/spell_check/symmetric_delete.html
+++ b/docs/api/python/modules/sparknlp/annotator/spell_check/symmetric_delete.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.spell_check.symmetric_delete &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.spell_check.symmetric_delete &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/stemmer.html b/docs/api/python/modules/sparknlp/annotator/stemmer.html
index 6d5d07246d244b..b15aad04c619a9 100644
--- a/docs/api/python/modules/sparknlp/annotator/stemmer.html
+++ b/docs/api/python/modules/sparknlp/annotator/stemmer.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.stemmer &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.stemmer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/stop_words_cleaner.html b/docs/api/python/modules/sparknlp/annotator/stop_words_cleaner.html
index ace33c3857657d..f33b428f167868 100644
--- a/docs/api/python/modules/sparknlp/annotator/stop_words_cleaner.html
+++ b/docs/api/python/modules/sparknlp/annotator/stop_words_cleaner.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.stop_words_cleaner &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.stop_words_cleaner &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/tf_ner_dl_graph_builder.html b/docs/api/python/modules/sparknlp/annotator/tf_ner_dl_graph_builder.html
index 61b3dbab4e3518..0b418f8734c341 100644
--- a/docs/api/python/modules/sparknlp/annotator/tf_ner_dl_graph_builder.html
+++ b/docs/api/python/modules/sparknlp/annotator/tf_ner_dl_graph_builder.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.tf_ner_dl_graph_builder &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.tf_ner_dl_graph_builder &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/token/chunk_tokenizer.html b/docs/api/python/modules/sparknlp/annotator/token/chunk_tokenizer.html
index 7332f4e4ed5ee4..2f16434c7974a4 100644
--- a/docs/api/python/modules/sparknlp/annotator/token/chunk_tokenizer.html
+++ b/docs/api/python/modules/sparknlp/annotator/token/chunk_tokenizer.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.token.chunk_tokenizer &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.token.chunk_tokenizer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/token/recursive_tokenizer.html b/docs/api/python/modules/sparknlp/annotator/token/recursive_tokenizer.html
index 0d2aa99feab156..a5042bbd6e674a 100644
--- a/docs/api/python/modules/sparknlp/annotator/token/recursive_tokenizer.html
+++ b/docs/api/python/modules/sparknlp/annotator/token/recursive_tokenizer.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.token.recursive_tokenizer &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.token.recursive_tokenizer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/token/regex_tokenizer.html b/docs/api/python/modules/sparknlp/annotator/token/regex_tokenizer.html
index c1bf8f39f25a80..47206dc6e9a304 100644
--- a/docs/api/python/modules/sparknlp/annotator/token/regex_tokenizer.html
+++ b/docs/api/python/modules/sparknlp/annotator/token/regex_tokenizer.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.token.regex_tokenizer &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.token.regex_tokenizer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/token/tokenizer.html b/docs/api/python/modules/sparknlp/annotator/token/tokenizer.html
index b3c7d593134cf9..b1f6f4c3641b1d 100644
--- a/docs/api/python/modules/sparknlp/annotator/token/tokenizer.html
+++ b/docs/api/python/modules/sparknlp/annotator/token/tokenizer.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.token.tokenizer &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.token.tokenizer &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/ws/word_segmenter.html b/docs/api/python/modules/sparknlp/annotator/ws/word_segmenter.html
index eaa7e34d01a7b2..d5b9d69fa47252 100644
--- a/docs/api/python/modules/sparknlp/annotator/ws/word_segmenter.html
+++ b/docs/api/python/modules/sparknlp/annotator/ws/word_segmenter.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.ws.word_segmenter &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.ws.word_segmenter &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/base/audio_assembler.html b/docs/api/python/modules/sparknlp/base/audio_assembler.html
index 50beea916f967c..04d7ab400fec3f 100644
--- a/docs/api/python/modules/sparknlp/base/audio_assembler.html
+++ b/docs/api/python/modules/sparknlp/base/audio_assembler.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.base.audio_assembler &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.base.audio_assembler &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/base/doc2_chunk.html b/docs/api/python/modules/sparknlp/base/doc2_chunk.html
index 903869841a6c3d..c81a6d0b532159 100644
--- a/docs/api/python/modules/sparknlp/base/doc2_chunk.html
+++ b/docs/api/python/modules/sparknlp/base/doc2_chunk.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.base.doc2_chunk &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.base.doc2_chunk &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/base/document_assembler.html b/docs/api/python/modules/sparknlp/base/document_assembler.html
index e8cc33b744b107..4159ecee6e1022 100644
--- a/docs/api/python/modules/sparknlp/base/document_assembler.html
+++ b/docs/api/python/modules/sparknlp/base/document_assembler.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.base.document_assembler &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.base.document_assembler &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/base/embeddings_finisher.html b/docs/api/python/modules/sparknlp/base/embeddings_finisher.html
index 0b8a70f9264269..4c3fb801b000a1 100644
--- a/docs/api/python/modules/sparknlp/base/embeddings_finisher.html
+++ b/docs/api/python/modules/sparknlp/base/embeddings_finisher.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.base.embeddings_finisher &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.base.embeddings_finisher &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/base/finisher.html b/docs/api/python/modules/sparknlp/base/finisher.html
index e1b4a89a5aa5f1..51e562e097fc21 100644
--- a/docs/api/python/modules/sparknlp/base/finisher.html
+++ b/docs/api/python/modules/sparknlp/base/finisher.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.base.finisher &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.base.finisher &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/base/graph_finisher.html b/docs/api/python/modules/sparknlp/base/graph_finisher.html
index 52a1aebc7d36d7..ecff5ac02bdff7 100644
--- a/docs/api/python/modules/sparknlp/base/graph_finisher.html
+++ b/docs/api/python/modules/sparknlp/base/graph_finisher.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.base.graph_finisher &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.base.graph_finisher &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
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diff --git a/docs/api/python/objects.inv b/docs/api/python/objects.inv
index 9bdd0fcb17c200f5e7556a51ec33f3c881b96bc6..e68ce36a285cf55becdd26569d3c8352b15e5284 100644
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../../spell_check/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.spell_check</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-13"><i class="fa-solid fa-chevron-down"></i></label><ul>
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+<li class="toctree-l2"><a class="reference internal" href="../../spell_check/norvig_sweeting/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.spell_check.norvig_sweeting</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../spell_check/symmetric_delete/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.spell_check.symmetric_delete</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.token</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-14" name="toctree-checkbox-14" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-14"><i class="fa-solid fa-chevron-down"></i></label><ul>
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+<li class="toctree-l2"><a class="reference internal" href="../../token/recursive_tokenizer/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.token.recursive_tokenizer</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../token/regex_tokenizer/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.token.regex_tokenizer</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../token/tokenizer/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.token.tokenizer</span></code></a></li>
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+    <li class="breadcrumb-item active" aria-current="page"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></li>
+  </ul>
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+      
+    </div>
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+</div>
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+                  
+  <section id="module-sparknlp.annotator.embeddings.e5_embeddings">
+<span id="sparknlp-annotator-embeddings-e5-embeddings"></span><h1><a class="reference internal" href="#module-sparknlp.annotator.embeddings.e5_embeddings" title="sparknlp.annotator.embeddings.e5_embeddings"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a><a class="headerlink" href="#module-sparknlp.annotator.embeddings.e5_embeddings" title="Permalink to this heading">#</a></h1>
+<p>Contains classes for E5Embeddings.</p>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this heading">#</a></h2>
+<section id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Permalink to this heading">#</a></h3>
+<table class="autosummary longtable table autosummary">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings" title="sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">E5Embeddings</span></code></a></p></td>
+<td><p>Sentence embeddings using E5.</p></td>
+</tr>
+</tbody>
+</table>
+<dl class="py class">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">E5Embeddings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classname</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'com.johnsnowlabs.nlp.embeddings.E5Embeddings'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">java_model</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/e5_embeddings.html#E5Embeddings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings" title="Permalink to this definition">#</a></dt>
+<dd><p>Sentence embeddings using E5.</p>
+<p>E5, a weakly supervised text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.)
+Pretrained models can be loaded with <a class="reference internal" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.pretrained" title="sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.pretrained"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pretrained()</span></code></a> of the companion
+object:</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">embeddings</span> <span class="o">=</span> <span class="n">E5Embeddings</span><span class="o">.</span><span class="n">pretrained</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCols</span><span class="p">([</span><span class="s2">&quot;document&quot;</span><span class="p">])</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCol</span><span class="p">(</span><span class="s2">&quot;e5_embeddings&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>The default model is <code class="docutils literal notranslate"><span class="pre">&quot;e5_small&quot;</span></code>, if no name is provided.</p>
+<p>For available pretrained models please see the
+<a class="reference external" href="https://sparknlp.org/models?q=E5">Models Hub</a>.</p>
+<table class="table">
+<thead>
+<tr class="row-odd"><th class="head"><p>Input Annotation types</p></th>
+<th class="head"><p>Output Annotation type</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DOCUMENT</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">SENTENCE_EMBEDDINGS</span></code></p></td>
+</tr>
+</tbody>
+</table>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>batchSize</strong></dt><dd><p>Size of every batch , by default 8</p>
+</dd>
+<dt><strong>dimension</strong></dt><dd><p>Number of embedding dimensions, by default 768</p>
+</dd>
+<dt><strong>caseSensitive</strong></dt><dd><p>Whether to ignore case in tokens for embeddings matching, by default False</p>
+</dd>
+<dt><strong>maxSentenceLength</strong></dt><dd><p>Max sentence length to process, by default 512</p>
+</dd>
+<dt><strong>configProtoBytes</strong></dt><dd><p>ConfigProto from tensorflow, serialized into byte array.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<p class="rubric">References</p>
+<p><a class="reference external" href="https://arxiv.org/pdf/2212.03533">Text Embeddings by Weakly-Supervised Contrastive Pre-training</a></p>
+<p><a class="github reference external" href="https://github.com/microsoft/unilm/tree/master/e5">microsoft/unilm</a></p>
+<p><strong>Paper abstract</strong></p>
+<p><em>This paper presents E5, a family of state-of-the-art text embeddings that transfer
+well to a wide range of tasks. The model is trained in a contrastive manner with
+weak supervision signals from our curated large-scale text pair dataset (called
+CCPairs). E5 can be readily used as a general-purpose embedding model for any
+tasks requiring a single-vector representation of texts such as retrieval, clustering,
+and classification, achieving strong performance in both zero-shot and fine-tuned
+settings. We conduct extensive evaluations on 56 datasets from the BEIR and
+MTEB benchmarks. For zero-shot settings, E5 is the first model that outperforms
+the strong BM25 baseline on the BEIR retrieval benchmark without using any
+labeled data. When fine-tuned, E5 obtains the best results on the MTEB benchmark,
+beating existing embedding models with 40× more parameters.</em></p>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">sparknlp</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">sparknlp.base</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">sparknlp.annotator</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">pyspark.ml</span> <span class="kn">import</span> <span class="n">Pipeline</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">documentAssembler</span> <span class="o">=</span> <span class="n">DocumentAssembler</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCol</span><span class="p">(</span><span class="s2">&quot;text&quot;</span><span class="p">)</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCol</span><span class="p">(</span><span class="s2">&quot;document&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">embeddings</span> <span class="o">=</span> <span class="n">E5Embeddings</span><span class="o">.</span><span class="n">pretrained</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCols</span><span class="p">([</span><span class="s2">&quot;document&quot;</span><span class="p">])</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCol</span><span class="p">(</span><span class="s2">&quot;e5_embeddings&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">embeddingsFinisher</span> <span class="o">=</span> <span class="n">EmbeddingsFinisher</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCols</span><span class="p">([</span><span class="s2">&quot;e5_embeddings&quot;</span><span class="p">])</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCols</span><span class="p">(</span><span class="s2">&quot;finished_embeddings&quot;</span><span class="p">)</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputAsVector</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">pipeline</span> <span class="o">=</span> <span class="n">Pipeline</span><span class="p">()</span><span class="o">.</span><span class="n">setStages</span><span class="p">([</span>
+<span class="gp">... </span>    <span class="n">documentAssembler</span><span class="p">,</span>
+<span class="gp">... </span>    <span class="n">embeddings</span><span class="p">,</span>
+<span class="gp">... </span>    <span class="n">embeddingsFinisher</span>
+<span class="gp">... </span><span class="p">])</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">data</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">createDataFrame</span><span class="p">([[</span><span class="s2">&quot;query: how much protein should a female eat&quot;</span><span class="p">,</span>
+<span class="gp">... </span><span class="s2">&quot;passage: As a general guideline, the CDC&#39;s average requirement of protein for women ages 19 to 70 is 46 grams per day.&quot;</span> <span class="o">+</span>     <span class="o">...</span> <span class="s2">&quot;But, as you can see from this chart, you&#39;ll need to increase that if you&#39;re expecting or training for a&quot;</span> <span class="o">+</span>     <span class="o">...</span> <span class="s2">&quot;marathon. Check out the chart below to see how much protein you should be eating each day.&quot;</span><span class="p">,</span>
+<span class="gp">... </span><span class="p">]])</span><span class="o">.</span><span class="n">toDF</span><span class="p">(</span><span class="s2">&quot;text&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">result</span> <span class="o">=</span> <span class="n">pipeline</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">data</span><span class="p">)</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">result</span><span class="o">.</span><span class="n">selectExpr</span><span class="p">(</span><span class="s2">&quot;explode(finished_embeddings) as result&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">80</span><span class="p">)</span>
+<span class="go">+--------------------------------------------------------------------------------+</span>
+<span class="go">|                                                                          result|</span>
+<span class="go">+--------------------------------------------------------------------------------+</span>
+<span class="go">|[[8.0190285E-4, -0.005974853, -0.072875895, 0.007944068, 0.026059335, -0.0080...|</span>
+<span class="go">|[[0.050514214, 0.010061974, -0.04340176, -0.020937217, 0.05170225, 0.01157857...|</span>
+<span class="go">+--------------------------------------------------------------------------------+</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.setConfigProtoBytes">
+<span class="sig-name descname"><span class="pre">setConfigProtoBytes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">b</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/e5_embeddings.html#E5Embeddings.setConfigProtoBytes"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.setConfigProtoBytes" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets configProto from tensorflow, serialized into byte array.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>b</strong><span class="classifier">List[int]</span></dt><dd><p>ConfigProto from tensorflow, serialized into byte array</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.loadSavedModel">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">loadSavedModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">folder</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spark_session</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/e5_embeddings.html#E5Embeddings.loadSavedModel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.loadSavedModel" title="Permalink to this definition">#</a></dt>
+<dd><p>Loads a locally saved model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>folder</strong><span class="classifier">str</span></dt><dd><p>Folder of the saved model</p>
+</dd>
+<dt><strong>spark_session</strong><span class="classifier">pyspark.sql.SparkSession</span></dt><dd><p>The current SparkSession</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>E5Embeddings</dt><dd><p>The restored model</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.pretrained">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">pretrained</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'e5_small'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lang</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'en'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">remote_loc</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/e5_embeddings.html#E5Embeddings.pretrained"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.pretrained" title="Permalink to this definition">#</a></dt>
+<dd><p>Downloads and loads a pretrained model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>name</strong><span class="classifier">str, optional</span></dt><dd><p>Name of the pretrained model, by default “e5_small”</p>
+</dd>
+<dt><strong>lang</strong><span class="classifier">str, optional</span></dt><dd><p>Language of the pretrained model, by default “en”</p>
+</dd>
+<dt><strong>remote_loc</strong><span class="classifier">str, optional</span></dt><dd><p>Optional remote address of the resource, by default None. Will use
+Spark NLPs repositories otherwise.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>E5Embeddings</dt><dd><p>The restored model</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+</section>
+</section>
+
+
+                </article>
+              
+              
+              
+                <footer class="bd-footer-article">
+                  
+<div class="footer-article-items footer-article__inner">
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+
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+            
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+                <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
+
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+  <div class="page-toc tocsection onthispage">
+    <i class="fa-solid fa-list"></i> On this page
+  </div>
+  <nav class="bd-toc-nav page-toc">
+    <ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-contents">Module Contents</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#classes">Classes</a><ul class="nav section-nav flex-column">
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings"><code class="docutils literal notranslate"><span class="pre">E5Embeddings</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.setConfigProtoBytes"><code class="docutils literal notranslate"><span class="pre">E5Embeddings.setConfigProtoBytes()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.loadSavedModel"><code class="docutils literal notranslate"><span class="pre">E5Embeddings.loadSavedModel()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.e5_embeddings.E5Embeddings.pretrained"><code class="docutils literal notranslate"><span class="pre">E5Embeddings.pretrained()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+  </nav></div>
+
+  <div class="sidebar-secondary-item">
+  <div class="tocsection sourcelink">
+    <a href="../../../../../../_sources/reference/autosummary/sparknlp/annotator/embeddings/e5_embeddings/index.rst.txt">
+      <i class="fa-solid fa-file-lines"></i> Show Source
+    </a>
+  </div>
+</div>
+
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\ No newline at end of file
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html
index 880f3b7380ebcc..99de0de83bbd7d 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/elmo_embeddings/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.elmo_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.elmo_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../doc2vec/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.doc2vec</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.elmo_embeddings</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../longformer_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.longformer_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code></a></li>
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/index.html
index cf46add69d3ac2..30c5950b9b70a3 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
 <li class="toctree-l2"><a class="reference internal" href="deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="doc2vec/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.doc2vec</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="elmo_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.elmo_embeddings</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="longformer_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.longformer_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="roberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="roberta_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code></a></li>
@@ -497,7 +499,9 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li class="toctree-l1"><a class="reference internal" href="deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="doc2vec/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.doc2vec</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="elmo_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.elmo_embeddings</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="longformer_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.longformer_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="roberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="roberta_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code></a></li>
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html
new file mode 100644
index 00000000000000..0ee6f6681c5b89
--- /dev/null
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.html
@@ -0,0 +1,780 @@
+
+
+<!DOCTYPE html>
+
+
+<html lang="en" >
+
+  <head>
+    <meta charset="utf-8" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
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+    <title>sparknlp.annotator.embeddings.instructor_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
+  
+  
+  
+  <script data-cfasync="false">
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+<li class="toctree-l2"><a class="reference internal" href="../../token/regex_tokenizer/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.token.regex_tokenizer</span></code></a></li>
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+                  
+  <section id="module-sparknlp.annotator.embeddings.instructor_embeddings">
+<span id="sparknlp-annotator-embeddings-instructor-embeddings"></span><h1><a class="reference internal" href="#module-sparknlp.annotator.embeddings.instructor_embeddings" title="sparknlp.annotator.embeddings.instructor_embeddings"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a><a class="headerlink" href="#module-sparknlp.annotator.embeddings.instructor_embeddings" title="Permalink to this heading">#</a></h1>
+<p>Contains classes for BertEmbeddings.</p>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this heading">#</a></h2>
+<section id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Permalink to this heading">#</a></h3>
+<table class="autosummary longtable table autosummary">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings" title="sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InstructorEmbeddings</span></code></a></p></td>
+<td><p>Sentence embeddings using INSTRUCTOR.</p></td>
+</tr>
+</tbody>
+</table>
+<dl class="py class">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">InstructorEmbeddings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classname</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">java_model</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/instructor_embeddings.html#InstructorEmbeddings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings" title="Permalink to this definition">#</a></dt>
+<dd><p>Sentence embeddings using INSTRUCTOR.</p>
+<p>Instructor👨‍🏫, an instruction-finetuned text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.) and domains (e.g., science, finance, etc.) by simply providing the task instruction, without any finetuning. Instructor👨‍ achieves sota on 70 diverse embedding tasks!</p>
+<p>Pretrained models can be loaded with <a class="reference internal" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.pretrained" title="sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.pretrained"><code class="xref py py-meth docutils literal notranslate"><span class="pre">pretrained()</span></code></a> of the companion
+object:</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">embeddings</span> <span class="o">=</span> <span class="n">InstructorEmbeddings</span><span class="o">.</span><span class="n">pretrained</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCols</span><span class="p">([</span><span class="s2">&quot;document&quot;</span><span class="p">])</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInstruction</span><span class="p">(</span><span class="s2">&quot;Represent the Medicine sentence for clustering: &quot;</span><span class="p">)</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCol</span><span class="p">(</span><span class="s2">&quot;instructor_embeddings&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>The default model is <code class="docutils literal notranslate"><span class="pre">&quot;instructor_base&quot;</span></code>, if no name is provided.</p>
+<p>For available pretrained models please see the
+<a class="reference external" href="https://sparknlp.org/models?q=Instructor">Models Hub</a>.</p>
+<table class="table">
+<thead>
+<tr class="row-odd"><th class="head"><p>Input Annotation types</p></th>
+<th class="head"><p>Output Annotation type</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DOCUMENT</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">SENTENCE_EMBEDDINGS</span></code></p></td>
+</tr>
+</tbody>
+</table>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>batchSize</strong></dt><dd><p>Size of every batch , by default 8</p>
+</dd>
+<dt><strong>dimension</strong></dt><dd><p>Number of embedding dimensions, by default 768</p>
+</dd>
+<dt><strong>caseSensitive</strong></dt><dd><p>Whether to ignore case in tokens for embeddings matching, by default False</p>
+</dd>
+<dt><strong>instruction</strong></dt><dd><p>Set transformer instruction, e.g. ‘summarize:’</p>
+</dd>
+<dt><strong>maxSentenceLength</strong></dt><dd><p>Max sentence length to process, by default 128</p>
+</dd>
+<dt><strong>configProtoBytes</strong></dt><dd><p>ConfigProto from tensorflow, serialized into byte array.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<p class="rubric">References</p>
+<p><a class="reference external" href="https://arxiv.org/abs/2212.09741">One Embedder, Any Task: Instruction-Finetuned Text Embeddings</a></p>
+<p><a class="github reference external" href="https://github.com/HKUNLP/instructor-embedding/">HKUNLP/instructor-embedding</a></p>
+<p><strong>Paper abstract</strong></p>
+<p><em>We introduce INSTRUCTOR, a new method for computing text embeddings given task instructions:
+every text input is embedded together with instructions explaining the use case (e.g., task and
+domain descriptions). Unlike encoders from prior work that are more specialized, INSTRUCTOR is a
+single embedder that can generate text embeddings tailored to different downstream tasks and domains,
+without any further training. We first annotate instructions for 330 diverse tasks and train INSTRUCTOR
+on this multitask mixture with a contrastive loss. We evaluate INSTRUCTOR on 70 embedding evaluation tasks
+(66 of which are unseen during training), ranging from classification and information retrieval to semantic
+textual similarity and text generation evaluation. INSTRUCTOR, while having an order of magnitude fewer
+parameters than the previous best model, achieves state-of-the-art performance, with an average improvement
+of 3.4% compared to the previous best results on the 70 diverse datasets. Our analysis suggests that
+INSTRUCTOR is robust to changes in instructions, and that instruction finetuning mitigates the challenge of
+training a single model on diverse datasets. Our model, code, and data are available at this https
+URL &lt;https://instructor-embedding.github.io/&gt;.</em></p>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">sparknlp</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">sparknlp.base</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">sparknlp.annotator</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">pyspark.ml</span> <span class="kn">import</span> <span class="n">Pipeline</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">documentAssembler</span> <span class="o">=</span> <span class="n">DocumentAssembler</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCol</span><span class="p">(</span><span class="s2">&quot;text&quot;</span><span class="p">)</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCol</span><span class="p">(</span><span class="s2">&quot;document&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">embeddings</span> <span class="o">=</span> <span class="n">InstructorEmbeddings</span><span class="o">.</span><span class="n">pretrained</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCols</span><span class="p">([</span><span class="s2">&quot;document&quot;</span><span class="p">])</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInstruction</span><span class="p">(</span><span class="s2">&quot;Represent the Medicine sentence for clustering: &quot;</span><span class="p">)</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCol</span><span class="p">(</span><span class="s2">&quot;instructor_embeddings&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">embeddingsFinisher</span> <span class="o">=</span> <span class="n">EmbeddingsFinisher</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCols</span><span class="p">([</span><span class="s2">&quot;instructor_embeddings&quot;</span><span class="p">])</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCols</span><span class="p">(</span><span class="s2">&quot;finished_embeddings&quot;</span><span class="p">)</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputAsVector</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">pipeline</span> <span class="o">=</span> <span class="n">Pipeline</span><span class="p">()</span><span class="o">.</span><span class="n">setStages</span><span class="p">([</span>
+<span class="gp">... </span>    <span class="n">documentAssembler</span><span class="p">,</span>
+<span class="gp">... </span>    <span class="n">embeddings</span><span class="p">,</span>
+<span class="gp">... </span>    <span class="n">embeddingsFinisher</span>
+<span class="gp">... </span><span class="p">])</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">data</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">createDataFrame</span><span class="p">([[</span><span class="s2">&quot;Dynamical Scalar Degree of Freedom in Horava-Lifshitz Gravity&quot;</span><span class="p">]])</span><span class="o">.</span><span class="n">toDF</span><span class="p">(</span><span class="s2">&quot;text&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">result</span> <span class="o">=</span> <span class="n">pipeline</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">data</span><span class="p">)</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">result</span><span class="o">.</span><span class="n">selectExpr</span><span class="p">(</span><span class="s2">&quot;explode(finished_embeddings) as result&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">80</span><span class="p">)</span>
+<span class="go">+--------------------------------------------------------------------------------+</span>
+<span class="go">|                                                                          result|</span>
+<span class="go">+--------------------------------------------------------------------------------+</span>
+<span class="go">|[-2.3497989177703857,0.480538547039032,-0.3238905668258667,-1.612930893898010...|</span>
+<span class="go">+--------------------------------------------------------------------------------+</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setInstruction">
+<span class="sig-name descname"><span class="pre">setInstruction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/instructor_embeddings.html#InstructorEmbeddings.setInstruction"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setInstruction" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets transformer instruction, e.g. ‘summarize:’.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>value</strong><span class="classifier">str</span></dt><dd></dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setConfigProtoBytes">
+<span class="sig-name descname"><span class="pre">setConfigProtoBytes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">b</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/instructor_embeddings.html#InstructorEmbeddings.setConfigProtoBytes"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setConfigProtoBytes" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets configProto from tensorflow, serialized into byte array.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>b</strong><span class="classifier">List[int]</span></dt><dd><p>ConfigProto from tensorflow, serialized into byte array</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.loadSavedModel">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">loadSavedModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">folder</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spark_session</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/instructor_embeddings.html#InstructorEmbeddings.loadSavedModel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.loadSavedModel" title="Permalink to this definition">#</a></dt>
+<dd><p>Loads a locally saved model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>folder</strong><span class="classifier">str</span></dt><dd><p>Folder of the saved model</p>
+</dd>
+<dt><strong>spark_session</strong><span class="classifier">pyspark.sql.SparkSession</span></dt><dd><p>The current SparkSession</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>InstructorEmbeddings</dt><dd><p>The restored model</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.pretrained">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">pretrained</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'instructor_base'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lang</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'en'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">remote_loc</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/instructor_embeddings.html#InstructorEmbeddings.pretrained"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.pretrained" title="Permalink to this definition">#</a></dt>
+<dd><p>Downloads and loads a pretrained model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>name</strong><span class="classifier">str, optional</span></dt><dd><p>Name of the pretrained model, by default “instructor_base”</p>
+</dd>
+<dt><strong>lang</strong><span class="classifier">str, optional</span></dt><dd><p>Language of the pretrained model, by default “en”</p>
+</dd>
+<dt><strong>remote_loc</strong><span class="classifier">str, optional</span></dt><dd><p>Optional remote address of the resource, by default None. Will use
+Spark NLPs repositories otherwise.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>InstructorEmbeddings</dt><dd><p>The restored model</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+</section>
+</section>
+
+
+                </article>
+              
+              
+              
+                <footer class="bd-footer-article">
+                  
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
+<div class="prev-next-area">
+</div></div>
+  
+</div>
+
+                </footer>
+              
+            </div>
+            
+            
+              
+                <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
+
+  <div class="sidebar-secondary-item">
+  <div class="page-toc tocsection onthispage">
+    <i class="fa-solid fa-list"></i> On this page
+  </div>
+  <nav class="bd-toc-nav page-toc">
+    <ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#module-contents">Module Contents</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#classes">Classes</a><ul class="nav section-nav flex-column">
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings"><code class="docutils literal notranslate"><span class="pre">InstructorEmbeddings</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setInstruction"><code class="docutils literal notranslate"><span class="pre">InstructorEmbeddings.setInstruction()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.setConfigProtoBytes"><code class="docutils literal notranslate"><span class="pre">InstructorEmbeddings.setConfigProtoBytes()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.loadSavedModel"><code class="docutils literal notranslate"><span class="pre">InstructorEmbeddings.loadSavedModel()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.instructor_embeddings.InstructorEmbeddings.pretrained"><code class="docutils literal notranslate"><span class="pre">InstructorEmbeddings.pretrained()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+  </nav></div>
+
+  <div class="sidebar-secondary-item">
+  <div class="tocsection sourcelink">
+    <a href="../../../../../../_sources/reference/autosummary/sparknlp/annotator/embeddings/instructor_embeddings/index.rst.txt">
+      <i class="fa-solid fa-file-lines"></i> Show Source
+    </a>
+  </div>
+</div>
+
+</div></div>
+              
+            
+          </div>
+          <footer class="bd-footer-content">
+            
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+<script src="../../../../../../static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
+
+  <footer class="bd-footer">
+<div class="bd-footer__inner bd-page-width">
+  
+    <div class="footer-items__start">
+      
+        <div class="footer-item">
+  <p class="copyright">
+    
+      © Copyright 2023, John Snow Labs.
+      <br/>
+    
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+</div>
+      
+        <div class="footer-item">
+  <p class="sphinx-version">
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 5.3.0.
+    <br/>
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+</div>
+      
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+  
+  
+    <div class="footer-items__end">
+      
+        <div class="footer-item"><p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.13.3.
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+</div>
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+  </body>
+</html>
\ No newline at end of file
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/longformer_embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/longformer_embeddings/index.html
index 436d81cf753d69..14a4d838a5bc34 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/longformer_embeddings/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/longformer_embeddings/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.longformer_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.longformer_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../doc2vec/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.doc2vec</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../elmo_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.elmo_embeddings</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.longformer_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code></a></li>
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/roberta_embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/roberta_embeddings/index.html
index 75544f3d45380d..b3802388a86857 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/roberta_embeddings/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/roberta_embeddings/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.roberta_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.roberta_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../doc2vec/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.doc2vec</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../elmo_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.elmo_embeddings</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../longformer_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.longformer_embeddings</span></code></a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code></a></li>
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/roberta_sentence_embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/roberta_sentence_embeddings/index.html
index 06f142353562b0..2b08d218147d4c 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/roberta_sentence_embeddings/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/roberta_sentence_embeddings/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.roberta_sentence_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.roberta_sentence_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../doc2vec/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.doc2vec</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../elmo_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.elmo_embeddings</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../longformer_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.longformer_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_embeddings</span></code></a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code></a></li>
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/sentence_embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/sentence_embeddings/index.html
index a3a06d4ff6e2f9..75a64e1cb77f29 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/sentence_embeddings/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/sentence_embeddings/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.sentence_embeddings &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.sentence_embeddings &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../doc2vec/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.doc2vec</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../elmo_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.elmo_embeddings</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../longformer_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.longformer_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code></a></li>
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/universal_sentence_encoder/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/universal_sentence_encoder/index.html
index b6ce83f29b7019..0a8261a66ff86d 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/universal_sentence_encoder/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/universal_sentence_encoder/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.universal_sentence_encoder &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.universal_sentence_encoder &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../doc2vec/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.doc2vec</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../elmo_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.elmo_embeddings</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../longformer_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.longformer_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../roberta_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code></a></li>
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/word2vec/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/word2vec/index.html
index 7ad320b14c3cb2..977040bbf80fe2 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/word2vec/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/word2vec/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.word2vec &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.embeddings.word2vec &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
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@@ -336,7 +336,9 @@
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+<li class="toctree-l2"><a class="reference internal" href="embeddings/e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="embeddings/e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="embeddings/instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
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-    <title>sparknlp.annotator.keyword_extraction &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.keyword_extraction &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
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+<li class="toctree-l2"><a class="reference internal" href="../embeddings/e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../embeddings/instructor_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.instructor_embeddings</span></code></a></li>
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-    <title>sparknlp.annotator.keyword_extraction.yake_keyword_extraction &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.keyword_extraction.yake_keyword_extraction &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
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-    <title>sparknlp.annotator.ld_dl &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.ld_dl &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
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+<li class="toctree-l2"><a class="reference internal" href="../embeddings/e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
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-    <title>sparknlp.annotator.ld_dl.language_detector_dl &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.ld_dl.language_detector_dl &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
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+<li class="toctree-l2"><a class="reference internal" href="../../embeddings/e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
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-    <title>sparknlp.annotator.lemmatizer &#8212; Spark NLP 4.4.4 documentation</title>
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-    <title>sparknlp.annotator.matcher.big_text_matcher &#8212; Spark NLP 4.4.4 documentation</title>
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-    <title>sparknlp.annotator.sentiment &#8212; Spark NLP 4.4.4 documentation</title>
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+    <li class="breadcrumb-item active" aria-current="page"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.similarity.document_similarity_ranker</span></code></li>
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+                  
+  <section id="module-sparknlp.annotator.similarity.document_similarity_ranker">
+<span id="sparknlp-annotator-similarity-document-similarity-ranker"></span><h1><a class="reference internal" href="#module-sparknlp.annotator.similarity.document_similarity_ranker" title="sparknlp.annotator.similarity.document_similarity_ranker"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.similarity.document_similarity_ranker</span></code></a><a class="headerlink" href="#module-sparknlp.annotator.similarity.document_similarity_ranker" title="Permalink to this heading">#</a></h1>
+<p>Contains classes for DocumentSimilarityRanker.</p>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this heading">#</a></h2>
+<section id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Permalink to this heading">#</a></h3>
+<table class="autosummary longtable table autosummary">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach" title="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentSimilarityRankerApproach</span></code></a></p></td>
+<td><p>Base class for :py:class:<a href="#id1"><span class="problematic" id="id2">`</span></a>Estimator`s that wrap Java/Scala</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerModel" title="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentSimilarityRankerModel</span></code></a></p></td>
+<td><p>Base class for :py:class:<a href="#id3"><span class="problematic" id="id4">`</span></a>Model`s that wrap Java/Scala</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher" title="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentSimilarityRankerFinisher</span></code></a></p></td>
+<td><p>Base class for :py:class:<a href="#id5"><span class="problematic" id="id6">`</span></a>Transformer`s that wrap Java/Scala</p></td>
+</tr>
+</tbody>
+</table>
+<dl class="py class">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">DocumentSimilarityRankerApproach</span></span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerApproach"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach" title="Permalink to this definition">#</a></dt>
+<dd><p>Base class for :py:class:<a href="#id7"><span class="problematic" id="id8">`</span></a>Estimator`s that wrap Java/Scala
+implementations.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setSimilarityMethod">
+<span class="sig-name descname"><span class="pre">setSimilarityMethod</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerApproach.setSimilarityMethod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setSimilarityMethod" title="Permalink to this definition">#</a></dt>
+<dd><dl class="simple">
+<dt>Sets the similarity method used to calculate the neighbours.</dt><dd><p>(Default: <cite>“brp”</cite>, Bucketed Random Projection for Euclidean Distance)</p>
+</dd>
+</dl>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>value</strong><span class="classifier">str</span></dt><dd><p>the similarity method to calculate the neighbours.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumberOfNeighbours">
+<span class="sig-name descname"><span class="pre">setNumberOfNeighbours</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerApproach.setNumberOfNeighbours"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumberOfNeighbours" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets The number of neighbours the model will return for each document(Default:<cite>”10”</cite>).</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>value</strong><span class="classifier">str</span></dt><dd><p>the number of neighbours the model will return for each document.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setBucketLength">
+<span class="sig-name descname"><span class="pre">setBucketLength</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerApproach.setBucketLength"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setBucketLength" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets the bucket length that controls the average size of hash buckets (Default:<cite>”2.0”</cite>).</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>value</strong><span class="classifier">float</span></dt><dd><p>Sets the bucket length that controls the average size of hash buckets.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumHashTables">
+<span class="sig-name descname"><span class="pre">setNumHashTables</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerApproach.setNumHashTables"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumHashTables" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets the number of hash tables.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>value</strong><span class="classifier">int</span></dt><dd><p>Sets the number of hash tables.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setVisibleDistances">
+<span class="sig-name descname"><span class="pre">setVisibleDistances</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerApproach.setVisibleDistances"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setVisibleDistances" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets the document distances visible in the result set.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>value</strong><span class="classifier">bool</span></dt><dd><p>Sets the document distances visible in the result set.
+Default(‘False’)</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setIdentityRanking">
+<span class="sig-name descname"><span class="pre">setIdentityRanking</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerApproach.setIdentityRanking"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setIdentityRanking" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets the document identity ranking inclusive in the result set.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>value</strong><span class="classifier">bool</span></dt><dd><p>Sets the document identity ranking inclusive in the result set.
+Useful for debugging.
+Default(‘False’).</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerModel">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">DocumentSimilarityRankerModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classname</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">java_model</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerModel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerModel" title="Permalink to this definition">#</a></dt>
+<dd><p>Base class for :py:class:<a href="#id9"><span class="problematic" id="id10">`</span></a>Model`s that wrap Java/Scala
+implementations. Subclasses should inherit this class before
+param mix-ins, because this sets the UID from the Java model.</p>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">DocumentSimilarityRankerFinisher</span></span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerFinisher"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher" title="Permalink to this definition">#</a></dt>
+<dd><p>Base class for :py:class:<a href="#id11"><span class="problematic" id="id12">`</span></a>Transformer`s that wrap Java/Scala
+implementations. Subclasses should ensure they have the transformer Java object
+available as _java_obj.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setInputCols">
+<span class="sig-name descname"><span class="pre">setInputCols</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerFinisher.setInputCols"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setInputCols" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets name of input annotation columns containing embeddings.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>*value</strong><span class="classifier">str</span></dt><dd><p>Input columns for the annotator</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setOutputCols">
+<span class="sig-name descname"><span class="pre">setOutputCols</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerFinisher.setOutputCols"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setOutputCols" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets names of finished output columns.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>*value</strong><span class="classifier">List[str]</span></dt><dd><p>Input columns for the annotator</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setExtractNearestNeighbor">
+<span class="sig-name descname"><span class="pre">setExtractNearestNeighbor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerFinisher.setExtractNearestNeighbor"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setExtractNearestNeighbor" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets whether to extract the nearest neighbor document, by default False.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>value</strong><span class="classifier">bool</span></dt><dd><p>Whether to extract the nearest neighbor document</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getInputCols">
+<span class="sig-name descname"><span class="pre">getInputCols</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerFinisher.getInputCols"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getInputCols" title="Permalink to this definition">#</a></dt>
+<dd><p>Gets input columns name of annotations.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getOutputCols">
+<span class="sig-name descname"><span class="pre">getOutputCols</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/similarity/document_similarity_ranker.html#DocumentSimilarityRankerFinisher.getOutputCols"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getOutputCols" title="Permalink to this definition">#</a></dt>
+<dd><p>Gets output columns name of annotations.</p>
+</dd></dl>
+
+</dd></dl>
+
+</section>
+</section>
+</section>
+
+
+                </article>
+              
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+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerApproach</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setSimilarityMethod"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerApproach.setSimilarityMethod()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumberOfNeighbours"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerApproach.setNumberOfNeighbours()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setBucketLength"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerApproach.setBucketLength()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setNumHashTables"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerApproach.setNumHashTables()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setVisibleDistances"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerApproach.setVisibleDistances()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerApproach.setIdentityRanking"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerApproach.setIdentityRanking()</span></code></a></li>
+</ul>
+</li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerModel"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerModel</span></code></a></li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerFinisher</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setInputCols"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerFinisher.setInputCols()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setOutputCols"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerFinisher.setOutputCols()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.setExtractNearestNeighbor"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerFinisher.setExtractNearestNeighbor()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getInputCols"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerFinisher.getInputCols()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.similarity.document_similarity_ranker.DocumentSimilarityRankerFinisher.getOutputCols"><code class="docutils literal notranslate"><span class="pre">DocumentSimilarityRankerFinisher.getOutputCols()</span></code></a></li>
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new file mode 100644
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+  <section id="module-sparknlp.annotator.similarity">
+<span id="sparknlp-annotator-similarity"></span><h1><a class="reference internal" href="#module-sparknlp.annotator.similarity" title="sparknlp.annotator.similarity"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.similarity</span></code></a><a class="headerlink" href="#module-sparknlp.annotator.similarity" title="Permalink to this heading">#</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading">#</a></h2>
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+<ul>
+<li class="toctree-l1"><a class="reference internal" href="document_similarity_ranker/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.similarity.document_similarity_ranker</span></code></a></li>
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diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/spell_check/context_spell_checker/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/spell_check/context_spell_checker/index.html
index c350a9191b4629..4ba075abf8fada 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/spell_check/context_spell_checker/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/spell_check/context_spell_checker/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.spell_check.context_spell_checker &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>sparknlp.annotator.spell_check.context_spell_checker &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
@@ -336,7 +336,9 @@
 <li class="toctree-l2"><a class="reference internal" href="../../embeddings/deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../embeddings/distil_bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../embeddings/doc2vec/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.doc2vec</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../embeddings/e5_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.e5_embeddings</span></code></a></li>
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literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.deberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.deberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.deberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal 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class=\"pre\">sparknlp.annotator.classifier_dl.roberta_bert_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.sentiment_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.tapas_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlnet_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlnet_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.coref</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.coref.spanbert_coref</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.convnext_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.swin_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.vit_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.date2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency.dependency_parser</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency.typed_dependency_parser</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_normalizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.albert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.bert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.bert_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.camembert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.chunk_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.deberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.doc2vec</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.elmo_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.longformer_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.roberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.universal_sentence_encoder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.word2vec</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.word_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlm_roberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlm_roberta_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlnet_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.er.entity_ruler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.er</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.graph_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.keyword_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.keyword_extraction.yake_keyword_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ld_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ld_dl.language_detector_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.lemmatizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.big_text_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.date_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.multi_date_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.regex_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.text_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.n_gram_generator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_converter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_crf</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_overwriter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.zero_shot_ner_model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.normalizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param.classifier_encoder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param.evaluation_dl_params</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.pos</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.pos.perceptron</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence.sentence_detector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence.sentence_detector_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment.sentiment_detector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment.vivekn_sentiment</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.bart_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.gpt2_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.marian_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.t5_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.context_spell_checker</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.norvig_sweeting</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.symmetric_delete</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.stemmer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.stop_words_cleaner</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.tf_ner_dl_graph_builder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.chunk_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.recursive_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.regex_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ws</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ws.word_segmenter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.audio_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.doc2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.document_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.embeddings_finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.graph_finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.has_recursive_fit</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.has_recursive_transform</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.image_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.light_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.multi_document_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.recursive_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.table_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.token2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.token_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_properties</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_type</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.coverage_result</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.match_strategy</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.properties</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.read_as</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.recursive_annotator_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.storage</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.utils</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.functions</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.annotator_java_ml</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.annotator_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.extended_java_wrapper</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.params_getters_setters</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.recursive</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.logging.comet</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.logging</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.pretrained_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.resource_downloader</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.utils</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.conll</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.conllu</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.pos</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.pub_tator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.spacy_to_annotation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.tfgraphs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.upload_to_hub</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.util</span></code>", "API Reference", "Comet - A meta machine learning platform", "MLflow - a platform for the machine learning lifecycle", "Third Party Projects", "Annotation", "Annotators", "Setting up your own pipeline", "Helper Functions", "User Guide", "Light Pipelines", "Pretrained Pipelines", "Loading datasets for training"], "terms": {"4": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 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7, 8, 9, 11, 12, 14, 15, 16, 18, 19, 20, 22, 23, 25, 26, 27, 30, 31, 32, 33, 35, 36, 37, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 78, 80, 82, 83, 84, 85, 87, 88, 89, 90, 92, 93, 94, 95, 96, 98, 103, 105, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 119, 120, 121, 122, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 139, 141, 142, 143, 144, 145, 146, 147, 149, 151, 152, 153, 154, 155, 156, 157, 159, 160, 161, 163, 164, 165, 166, 168, 169, 170, 171, 172, 174, 175, 179, 181, 184, 185], "inform": [1, 51, 53, 71, 72, 80, 85, 93, 110, 115, 131, 140, 175, 181, 182, 183, 184, 185, 191], "us": [1, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 75, 77, 80, 82, 83, 84, 85, 87, 88, 89, 90, 93, 94, 95, 97, 100, 103, 105, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 121, 125, 126, 128, 130, 131, 132, 133, 139, 140, 141, 142, 143, 144, 151, 157, 158, 165, 168, 169, 171, 172, 174, 175, 182, 183, 184, 185, 186, 188], "librari": [1, 46, 48, 49, 82, 130, 131, 132, 140, 144, 190], "get": [1, 20, 32, 80, 92, 103, 115, 121, 126, 128, 129, 131, 132, 133, 137, 139, 140, 147, 152, 163, 181, 185, 190, 191], "start": [1, 5, 10, 13, 17, 21, 24, 29, 34, 39, 65, 77, 80, 94, 95, 106, 130, 158, 165, 181, 184, 186, 189, 190], "cheat": 1, "sheet": [1, 54], "requir": [1, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 49, 50, 51, 53, 55, 57, 60, 63, 69, 72, 73, 80, 95, 98, 109, 115, 128, 130, 132, 143, 144, 184, 185, 186], "instal": [1, 165, 183], "session": [1, 158, 171, 172, 174, 175], "from": [1, 2, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 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36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 80, 82, 83, 84, 85, 87, 88, 89, 90, 94, 95, 96, 97, 98, 103, 105, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 119, 120, 122, 124, 125, 126, 128, 129, 130, 131, 132, 133, 137, 139, 140, 141, 142, 143, 144, 158, 164, 165, 167, 168, 169, 170, 182, 184, 185, 188], "pretrain": [1, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 77, 82, 83, 84, 85, 88, 89, 94, 95, 96, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128, 132, 133, 139, 157, 158, 165, 181, 184, 188], "dataset": [1, 20, 32, 37, 51, 53, 58, 62, 65, 66, 67, 70, 71, 80, 82, 94, 95, 100, 106, 111, 115, 128, 164, 168, 171, 172, 174, 175, 188], "train": [1, 5, 11, 12, 14, 15, 16, 18, 19, 20, 22, 23, 25, 26, 27, 30, 31, 32, 33, 35, 36, 37, 40, 41, 42, 43, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 66, 67, 69, 70, 72, 73, 74, 80, 82, 83, 84, 88, 89, 92, 94, 95, 98, 99, 100, 103, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 122, 124, 128, 130, 139, 158, 165, 168, 181, 185, 186, 188, 189], "light": [1, 5, 61, 74, 80, 139, 188, 190], "helper": [1, 103, 128, 134, 157, 174, 175, 176, 188, 191], "function": [1, 63, 71, 110, 114, 132, 169, 180, 188], "third": [1, 105, 120, 166, 171], "parti": [1, 166], "project": [1, 80, 113, 165, 182], "log": [1, 20, 32, 37, 95, 100, 106, 111, 158], "api": [1, 181, 185, 188], "modul": [1, 28, 52, 64, 76, 78, 79, 81, 86, 91, 101, 102, 104, 107, 112, 116, 123, 127, 138, 150, 162, 167, 173], "data": [2, 3, 4, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 80, 82, 83, 84, 85, 87, 88, 89, 90, 92, 94, 95, 96, 97, 98, 99, 100, 103, 105, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 119, 120, 121, 122, 124, 125, 126, 128, 129, 130, 131, 132, 133, 137, 139, 140, 141, 142, 143, 144, 157, 165, 168, 171, 172, 173, 174, 175, 182, 184, 185, 189, 190, 191], "format": [2, 3, 4, 46, 48, 49, 51, 53, 75, 77, 83, 84, 85, 87, 88, 89, 94, 95, 98, 100, 108, 110, 114, 117, 118, 126, 128, 129, 131, 133, 134, 137, 140, 142, 171, 172, 174, 175, 176, 182, 191], "annotatortyp": [2, 3, 4, 59, 90, 130, 131, 137, 140, 184], "begin": [2, 45, 93, 111, 124, 126, 130, 131, 140, 157, 184], "end": [2, 10, 13, 17, 21, 24, 29, 34, 39, 45, 95, 106, 110, 124, 126, 128, 131, 140, 157, 165, 171, 181, 184, 186], "result": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 80, 82, 83, 84, 85, 87, 88, 89, 90, 93, 94, 95, 96, 97, 98, 103, 105, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 119, 120, 122, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 137, 139, 140, 142, 143, 144, 157, 158, 165, 168, 171, 172, 176, 181, 182, 184, 185, 186, 189, 190], "metadata": [2, 3, 4, 38, 45, 50, 80, 89, 94, 95, 97, 103, 131, 133, 137, 139, 140, 157, 165, 169, 184, 186], "embed": [2, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 77, 78, 94, 95, 96, 131, 132, 133, 139, 140, 152, 157, 158, 164, 168, 184], "repres": [2, 3, 4, 51, 53, 55, 60, 74, 75, 77, 84, 89, 90, 126, 165, 168, 185], "output": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 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24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 75, 77, 78, 82, 83, 84, 88, 89, 94, 95, 96, 97, 98, 103, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 120, 122, 124, 126, 128, 130, 131, 132, 133, 137, 138, 139, 140, 141, 142, 144, 150, 158, 162, 165, 168, 169, 171, 172, 174, 175, 180, 182, 183, 184, 185, 186, 187, 188, 189, 191], "detail": [2, 3, 4, 72, 73, 80, 97, 110, 111, 114], "paramet": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 80, 82, 83, 84, 85, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 103, 105, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 119, 120, 121, 122, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 137, 139, 140, 142, 143, 144, 147, 152, 156, 157, 158, 163, 164, 165, 168, 169, 171, 172, 174, 175], "annotator_typ": [2, 3, 4], "str": [2, 3, 4, 5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 80, 82, 83, 84, 85, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 103, 105, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 120, 121, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 137, 139, 140, 142, 144, 147, 156, 157, 158, 163, 165, 168, 169, 171, 172, 174, 175], "The": [2, 3, 4, 5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 75, 77, 80, 82, 83, 84, 85, 87, 88, 89, 93, 94, 95, 96, 97, 98, 100, 103, 105, 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33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 82, 83, 84, 89, 94, 95, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128], "lang": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 77, 82, 83, 84, 89, 94, 95, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128, 168, 169, 185, 190], "en": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 74, 77, 82, 83, 84, 89, 94, 95, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128, 168, 169, 172, 185, 190, 191], "remote_loc": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 82, 83, 84, 89, 94, 95, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128, 168, 169], "download": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 77, 82, 83, 84, 89, 94, 95, 96, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128, 158, 168, 169, 184, 185, 188, 189], "option": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 75, 80, 82, 83, 84, 88, 89, 94, 95, 97, 98, 100, 103, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128, 129, 131, 135, 136, 139, 140, 156, 157, 158, 164, 165, 168, 169, 171, 172, 174, 175, 185], "remot": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 82, 83, 84, 89, 94, 95, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128, 168, 169], "address": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 82, 83, 84, 89, 94, 95, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128], "resourc": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 75, 82, 83, 84, 88, 89, 94, 95, 97, 98, 100, 103, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 120, 122, 126, 128, 141, 153, 156, 167, 169, 171, 172, 174, 175, 176, 185, 191], "Will": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 82, 83, 84, 89, 94, 95, 97, 103, 105, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128], "repositori": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 82, 83, 84, 89, 94, 95, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128, 168, 182], "otherwis": [5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 65, 66, 67, 69, 70, 71, 72, 73, 74, 82, 83, 84, 89, 94, 95, 97, 103, 106, 109, 110, 111, 113, 114, 115, 117, 118, 120, 126, 128, 130, 165], "hubert_for_ctc": 6, "wav2vec2_for_ctc": 6, "wav2vec2forctc": 7, "wav2vec2": 7, "alexei": 7, "baevski": 7, "henri": 7, "zhou": 7, "michael": [7, 122], "auli": 7, "asr_wav2vec2_base_960h": 7, "wav2vec2forctctestspec": 7, "chunk2doc": [8, 130], "convert": [8, 50, 54, 59, 68, 71, 85, 87, 90, 93, 98, 110, 114, 125, 128, 130, 133, 134, 143, 165, 181, 188], "back": [8, 110], "when": [8, 9, 11, 14, 16, 22, 25, 27, 30, 33, 35, 40, 42, 46, 48, 49, 54, 55, 77, 85, 87, 90, 95, 110, 111, 115, 117, 120, 124, 128, 139, 171, 185, 186, 189], "try": [8, 115, 171], "re": [8, 185], "do": [8, 69, 80, 93, 120, 126, 139, 181, 185, 189], "further": [8, 55, 80, 94, 95, 144], "analysi": [8, 20, 32, 37, 63, 74, 107, 108, 114, 149, 186], "doc2chunk": [8, 130], "pretrainedpipelin": [8, 133, 139, 157, 168, 184, 189, 190], "locat": [8, 75, 105, 158, 168, 185], "extract": [8, 9, 10, 13, 17, 21, 24, 29, 34, 39, 46, 48, 49, 51, 59, 71, 75, 76, 77, 79, 80, 84, 85, 87, 89, 93, 94, 95, 96, 105, 106, 108, 115, 118, 122, 132, 133, 134, 139, 143, 158, 165, 168, 181], "york": [8, 97, 133], "jersei": [8, 133], "aren": [8, 133], "t": [8, 16, 27, 33, 61, 66, 83, 98, 106, 108, 126, 133], "far": [8, 111, 133], "apart": [8, 51, 53, 133], "actual": [8, 90, 133, 144], "id": [8, 32, 54, 72, 75, 110, 111, 113, 114, 115, 130, 131, 133, 140, 144, 165, 171], "defin": [8, 9, 93, 94, 95, 115, 120, 124, 133, 157, 165, 168, 181, 185, 189], "amongst": [8, 133], "thing": [8, 115, 133], "explain_document_dl": [8, 133, 139, 157, 168], "chunktodoc": 8, "chunkconvert": 8, "explainresult": [8, 133], "selectexpr": [8, 9, 20, 38, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 80, 83, 84, 85, 87, 88, 89, 90, 93, 96, 97, 98, 103, 105, 106, 108, 113, 119, 120, 122, 125, 126, 130, 132, 133, 143, 157, 171, 172, 174, 184, 185, 190], "explod": [8, 9, 20, 38, 45, 51, 53, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 80, 84, 87, 88, 89, 90, 93, 96, 97, 103, 105, 106, 113, 132, 133, 143, 157, 171, 174, 184, 185, 190], "col": [8, 51, 53, 75, 84, 93, 96, 133, 157, 184], "loc": [8, 12, 15, 19, 23, 26, 31, 36, 41, 43, 77, 93, 94, 95, 133, 139, 157, 168, 171], "sentenc": [8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 45, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 78, 80, 82, 83, 84, 85, 87, 88, 89, 90, 93, 94, 95, 96, 97, 103, 109, 110, 113, 115, 120, 122, 125, 128, 131, 133, 139, 140, 142, 143, 144, 158, 168, 171, 172, 174, 175, 176, 185, 189, 190], "22": [8, 133, 171, 184], "pattern": [9, 54, 75, 85, 88, 98, 117, 118, 125, 126, 128], "part": [9, 58, 80, 83, 102, 103, 119, 128, 130, 174, 191], "tag": [9, 20, 32, 37, 54, 58, 92, 93, 94, 95, 96, 102, 103, 128, 157, 165, 171, 174, 175, 191], "order": [9, 74, 75, 80, 85, 110, 117, 118, 139, 144, 157, 185, 186, 189, 191], "meaning": [9, 119], "phrase": [9, 58, 62, 70, 84, 89], "onto": [9, 157, 186], "pars": [9, 51, 52, 53, 58, 75, 83, 85, 87, 115, 117, 118, 139, 142, 168, 171, 174], "regular": [9, 88, 94, 105], "express": [9, 37, 45, 85, 88, 105], "wrap": [9, 145, 146, 154, 160, 164], "angl": 9, "bracket": 9, "easili": [9, 63, 103, 132, 181], "distinguish": 9, "itself": [9, 80, 114, 128, 141, 186], "form": [9, 20, 32, 37, 71, 75, 83, 84, 85, 88, 89, 106, 108, 117, 118, 128, 132, 165, 171, 172, 185], "peter": [9, 65, 83, 98, 103, 106, 117, 119, 171], "piper": [9, 83, 103, 119], "employe": [9, 83, 103, 119], "pick": [9, 83, 103, 119], "peck": [9, 83, 103, 119], "pickl": [9, 83, 103, 119], "pepper": [9, 83, 103, 119], "nnp": [9, 103, 139, 157, 171, 172, 174, 175, 184, 189, 190, 191], "nn": [9, 103, 171, 172, 174, 175, 191], "vbp": [9, 103, 139, 172, 184, 189, 190], "vbg": [9, 103], "IN": [9, 103, 139, 157, 172, 174, 175, 184, 189, 190], "jj": [9, 103, 139, 157, 171, 174, 184, 189, 190, 191], "regexpars": 9, "e": [9, 11, 12, 14, 15, 18, 19, 22, 23, 25, 26, 30, 31, 35, 36, 40, 41, 42, 43, 46, 53, 54, 63, 65, 75, 77, 94, 95, 110, 111, 113, 114, 115, 120, 142, 165, 181], "g": [9, 11, 12, 14, 15, 18, 19, 22, 23, 25, 26, 30, 31, 35, 36, 40, 41, 42, 43, 46, 53, 54, 63, 77, 94, 95, 110, 111, 113, 114, 115, 120, 142, 165, 181], "setregexpars": 9, "enclos": 9, "treat": [9, 115, 128], "group": [9, 126], "so": [9, 16, 20, 27, 33, 37, 80, 93, 106, 141, 165, 181], "here": [9, 83, 157, 185], "specif": [9, 38, 51, 53, 54, 56, 57, 61, 69, 77, 80, 95, 110, 111, 121, 139, 141, 165, 189], "noun": [9, 172], "success": [9, 58, 111], "grammar": 9, "parser": [9, 51, 53, 77], "perceptronmodel": [9, 51, 53, 77, 94, 103, 171], "Of": [9, 55, 128], "documentassembl": [9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 43, 45, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 80, 82, 83, 84, 85, 87, 88, 89, 90, 94, 95, 96, 97, 98, 103, 105, 106, 108, 109, 110, 111, 113, 114, 115, 117, 118, 119, 120, 122, 124, 125, 126, 128, 130, 131, 132, 140, 141, 142, 143, 144, 165, 171, 181, 185], "sentencedetector": [9, 20, 38, 45, 51, 53, 57, 59, 67, 69, 73, 77, 80, 83, 88, 90, 94, 95, 96, 97, 103, 105, 106, 120, 122, 141, 144, 171, 185, 186], "postag": 9, "11": [9, 50, 72, 73, 85, 87, 90, 103, 176], "21": [9, 85, 87, 96, 103, 176], "35": [9, 103, 176], "39": [9, 96, 103, 174, 176], "52": [9, 96, 103, 174], "58": [9, 48, 103], "albertforquestionansw": 10, "classifi": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 46, 48, 80, 132, 185], "dl": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 82, 95, 97, 117, 118], "albert": [10, 11, 12, 55], "span": [10, 13, 17, 21, 24, 29, 34, 39, 110, 114], "question": [10, 13, 17, 21, 24, 29, 34, 38, 39, 51, 53, 56, 57, 63, 66, 67, 74, 97, 103, 110, 111, 114, 139], "answer": [10, 13, 17, 21, 24, 29, 34, 38, 39, 51, 53, 56, 57, 63, 74, 97, 110, 111, 114, 139], "task": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 39, 40, 41, 42, 43, 46, 48, 49, 55, 56, 57, 58, 60, 61, 65, 69, 72, 73, 74, 80, 97, 110, 111, 113, 114, 141], "squad": [10, 13, 17, 21, 24, 29, 34, 39, 55, 56, 57, 60, 66, 67, 110], "linear": [10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 29, 30, 31, 34, 35, 36, 39, 40, 41, 42, 43, 48, 111], "layer": [10, 11, 12, 13, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 29, 30, 31, 34, 35, 36, 39, 40, 41, 42, 43, 55, 56, 57, 60, 63, 74], "comput": [10, 13, 17, 21, 24, 29, 34, 39, 46, 48, 49, 55, 60, 61, 69, 111, 113, 118, 128, 139, 189], "logit": [10, 11, 13, 14, 16, 17, 18, 21, 24, 25, 27, 29, 30, 33, 34, 35, 39, 40, 42], "spanclassifi": [10, 13, 17, 21, 24, 29, 34, 39], "document_quest": [10, 13, 17, 21, 24, 29, 34, 38, 39], "document_context": [10, 13, 17, 21, 24, 29, 34, 39], "albert_base_qa_squad2": 10, "larg": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 46, 48, 49, 55, 60, 61, 63, 72, 73, 74, 80, 82, 84, 89, 95, 110, 111], "allow": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 48, 63, 69, 94, 95, 98, 105, 106, 110, 125, 126, 141, 151], "faster": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 61, 63, 117, 118], "casesensit": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 55, 56, 57, 58, 60, 61, 63, 65, 66, 67, 72, 73, 74, 84, 89, 117, 120], "whether": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 46, 48, 49, 54, 55, 56, 57, 58, 59, 60, 61, 63, 65, 66, 67, 69, 72, 73, 74, 75, 77, 84, 85, 87, 89, 90, 93, 94, 95, 98, 100, 105, 106, 110, 111, 114, 115, 117, 120, 125, 126, 128, 130, 132, 133, 134, 139, 142, 144, 147, 158, 168, 171, 175, 186], "ignor": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 55, 56, 57, 58, 60, 61, 63, 65, 66, 67, 72, 73, 74, 84, 90, 93, 110, 111, 113, 114, 117, 120, 139], "case": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 53, 54, 55, 56, 57, 58, 60, 61, 63, 65, 66, 67, 72, 73, 74, 75, 82, 84, 89, 115, 117, 120, 126, 130, 171, 172, 185], "configprotobyt": [10, 11, 12, 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class=\"pre\">sparknlp.annotator.classifier_dl.albert_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.albert_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.albert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.bert_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.bert_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.bert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.bert_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.camembert_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.camembert_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.camembert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.classifier_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.deberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.deberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.deberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.longformer_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.longformer_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.longformer_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.multi_classifier_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_bert_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.sentiment_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.tapas_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlnet_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlnet_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.coref</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.coref.spanbert_coref</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.convnext_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.swin_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.vit_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.date2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency.dependency_parser</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency.typed_dependency_parser</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_normalizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.albert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.bert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.bert_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.camembert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.chunk_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.deberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.doc2vec</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.e5_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.elmo_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.instructor_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.longformer_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.roberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.universal_sentence_encoder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.word2vec</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.word_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlm_roberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlm_roberta_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlnet_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.er.entity_ruler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.er</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.graph_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.keyword_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.keyword_extraction.yake_keyword_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ld_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ld_dl.language_detector_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.lemmatizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.big_text_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.date_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.multi_date_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.regex_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.text_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.n_gram_generator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_converter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_crf</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_overwriter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.zero_shot_ner_model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.normalizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param.classifier_encoder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param.evaluation_dl_params</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.pos</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.pos.perceptron</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence.sentence_detector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence.sentence_detector_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment.sentiment_detector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment.vivekn_sentiment</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.bart_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.gpt2_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.marian_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.t5_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.similarity.document_similarity_ranker</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.similarity</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.context_spell_checker</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.norvig_sweeting</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.symmetric_delete</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.stemmer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.stop_words_cleaner</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.tf_ner_dl_graph_builder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.chunk_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.recursive_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.regex_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ws</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ws.word_segmenter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.audio_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.doc2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.document_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.embeddings_finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.graph_finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.has_recursive_fit</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.has_recursive_transform</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.image_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.light_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.multi_document_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.recursive_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.table_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.token2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.token_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_properties</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_type</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.coverage_result</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.match_strategy</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.properties</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.read_as</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.recursive_annotator_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.storage</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.utils</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.functions</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.annotator_java_ml</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.annotator_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.extended_java_wrapper</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.params_getters_setters</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.recursive</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.logging.comet</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.logging</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.pretrained_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.resource_downloader</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.utils</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.conll</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.conllu</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.pos</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.pub_tator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.spacy_to_annotation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.tfgraphs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.upload_to_hub</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.util</span></code>", "API Reference", "Comet - A meta machine learning platform", "MLflow - a platform for the machine learning lifecycle", "Third Party Projects", "Annotation", "Annotators", "Setting up your own pipeline", "Helper Functions", "User Guide", "Light Pipelines", "Pretrained Pipelines", "Loading datasets for training"], "terms": {"5": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 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144, 145, 146, 147, 148, 149, 150, 151, 154, 156, 160, 161, 162, 163, 164, 166, 168, 169, 172, 173, 174, 178, 180, 185, 186, 191, 192, 193, 194, 195], "own": [1, 20, 32, 37, 51, 62, 72, 85, 86, 90, 91, 96, 97, 100, 105, 110, 111, 119, 121, 126, 128, 132, 192, 193, 195], "pipelin": [1, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 82, 84, 85, 86, 87, 89, 90, 91, 92, 96, 97, 98, 99, 100, 105, 107, 108, 110, 111, 112, 113, 115, 116, 119, 121, 122, 123, 124, 126, 128, 129, 130, 132, 133, 134, 135, 136, 137, 141, 143, 144, 145, 146, 147, 148, 162, 168, 169, 171, 172, 173, 174, 186, 188, 189, 192], "pretrain": [1, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 79, 84, 85, 86, 87, 90, 91, 96, 97, 98, 99, 105, 108, 111, 112, 113, 115, 116, 119, 121, 122, 124, 130, 132, 136, 137, 143, 161, 162, 169, 185, 188, 192], "dataset": [1, 20, 32, 37, 51, 53, 58, 62, 63, 66, 67, 68, 69, 72, 73, 82, 84, 96, 97, 102, 108, 113, 119, 132, 168, 172, 175, 176, 178, 179, 192], "train": [1, 5, 11, 12, 14, 15, 16, 18, 19, 20, 22, 23, 25, 26, 27, 30, 31, 32, 33, 35, 36, 37, 40, 41, 42, 43, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 64, 66, 68, 69, 71, 72, 74, 75, 76, 82, 84, 85, 86, 90, 91, 94, 96, 97, 100, 101, 102, 105, 108, 110, 111, 112, 113, 115, 116, 119, 121, 122, 126, 128, 132, 134, 143, 162, 169, 172, 185, 189, 190, 192, 193], "light": [1, 5, 61, 76, 82, 143, 192, 194], "helper": [1, 105, 132, 138, 161, 178, 179, 180, 192, 195], "function": [1, 64, 73, 112, 116, 136, 173, 184, 192], "third": [1, 107, 124, 170, 175], "parti": [1, 170], "project": [1, 82, 115, 117, 169, 186], "log": [1, 20, 32, 37, 97, 102, 108, 113, 162], "api": [1, 185, 189, 192], "modul": [1, 28, 52, 65, 78, 80, 81, 83, 88, 93, 103, 104, 106, 109, 114, 120, 127, 131, 142, 154, 166, 171, 177], "data": [2, 3, 4, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 82, 84, 85, 86, 87, 89, 90, 91, 92, 94, 96, 97, 98, 99, 100, 101, 102, 105, 107, 108, 110, 111, 112, 113, 115, 116, 119, 121, 122, 123, 124, 125, 126, 128, 129, 130, 132, 133, 134, 135, 136, 137, 141, 143, 144, 145, 146, 147, 148, 161, 169, 172, 175, 176, 177, 178, 179, 186, 188, 189, 193, 194, 195], "format": [2, 3, 4, 46, 48, 49, 51, 53, 77, 79, 85, 86, 87, 89, 90, 91, 96, 97, 100, 102, 110, 112, 116, 121, 122, 130, 132, 133, 135, 137, 138, 141, 144, 146, 175, 176, 178, 179, 180, 186, 195], "annotatortyp": [2, 3, 4, 59, 92, 134, 135, 141, 144, 188], "begin": [2, 45, 95, 113, 128, 130, 134, 135, 144, 161, 188], "end": [2, 10, 13, 17, 21, 24, 29, 34, 39, 45, 97, 108, 112, 128, 130, 132, 135, 144, 161, 169, 175, 185, 188, 190], "result": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 82, 84, 85, 86, 87, 89, 90, 91, 92, 95, 96, 97, 98, 99, 100, 105, 107, 108, 110, 111, 112, 113, 115, 116, 117, 119, 121, 122, 123, 124, 126, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 141, 143, 144, 146, 147, 148, 161, 162, 169, 172, 175, 176, 180, 185, 186, 188, 189, 190, 193, 194], "metadata": [2, 3, 4, 38, 45, 50, 82, 91, 96, 97, 99, 105, 135, 137, 141, 143, 144, 161, 169, 173, 188, 190], "embed": [2, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 79, 80, 96, 97, 98, 117, 135, 136, 137, 143, 144, 156, 161, 162, 168, 172, 188], "repres": [2, 3, 4, 51, 53, 55, 60, 66, 76, 77, 79, 86, 91, 92, 130, 169, 172, 189], "output": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 82, 84, 85, 86, 87, 89, 90, 91, 92, 95, 96, 97, 98, 99, 100, 105, 107, 108, 110, 111, 112, 113, 115, 116, 117, 119, 121, 122, 123, 124, 126, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 141, 143, 144, 146, 147, 148, 151, 161, 162, 169, 178, 185, 188, 189, 190], "spark": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 80, 82, 84, 85, 86, 87, 89, 90, 91, 92, 96, 97, 98, 99, 100, 102, 105, 107, 108, 110, 111, 112, 113, 115, 116, 119, 121, 122, 123, 124, 126, 128, 129, 130, 132, 133, 134, 135, 136, 137, 140, 141, 142, 143, 144, 145, 146, 147, 148, 154, 157, 161, 162, 164, 165, 166, 169, 172, 173, 175, 176, 178, 179, 180, 184, 186, 187, 188, 189, 191, 192, 193, 195], "nlp": [2, 3, 4, 5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 60, 61, 62, 63, 64, 66, 67, 68, 69, 71, 72, 73, 74, 75, 76, 77, 79, 80, 84, 85, 86, 90, 91, 96, 97, 98, 99, 100, 105, 108, 110, 111, 112, 113, 115, 116, 117, 119, 121, 122, 124, 126, 128, 130, 132, 134, 135, 136, 137, 141, 142, 143, 144, 145, 146, 148, 154, 162, 166, 169, 172, 173, 175, 176, 178, 179, 184, 186, 187, 188, 189, 190, 191, 192, 193, 195], "detail": [2, 3, 4, 74, 75, 82, 99, 112, 113, 116], "paramet": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 82, 84, 85, 86, 87, 89, 90, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 102, 105, 107, 108, 110, 111, 112, 113, 115, 116, 117, 119, 121, 122, 123, 124, 125, 126, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 141, 143, 144, 146, 147, 148, 151, 156, 160, 161, 162, 167, 168, 169, 172, 173, 175, 176, 178, 179], "annotator_typ": [2, 3, 4], "str": [2, 3, 4, 5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 82, 84, 85, 86, 87, 90, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 102, 105, 107, 108, 110, 111, 112, 113, 115, 116, 117, 119, 121, 122, 124, 125, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 141, 143, 144, 146, 148, 151, 160, 161, 162, 167, 169, 172, 173, 175, 176, 178, 179], "The": [2, 3, 4, 5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 64, 66, 67, 68, 69, 71, 72, 73, 74, 75, 76, 77, 79, 82, 84, 85, 86, 87, 89, 90, 91, 95, 96, 97, 98, 99, 100, 102, 105, 107, 108, 110, 111, 112, 113, 115, 116, 117, 119, 121, 122, 124, 126, 129, 130, 132, 135, 137, 143, 144, 146, 161, 162, 169, 172, 173, 175, 176, 178, 179, 180, 185, 188, 189, 190, 192, 193, 195], "type": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 82, 84, 85, 86, 87, 89, 90, 91, 92, 95, 96, 97, 98, 99, 100, 105, 107, 108, 110, 111, 112, 113, 115, 116, 119, 121, 122, 123, 124, 126, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 141, 143, 144, 146, 147, 148, 161, 163, 172, 178, 188, 189, 192], "possibl": [2, 3, 4, 59, 61, 74, 75, 77, 107, 119, 122, 135, 144, 155, 157, 169, 185], "valu": [2, 3, 4, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 54, 57, 59, 64, 66, 71, 74, 77, 79, 82, 84, 85, 87, 90, 91, 92, 94, 95, 96, 97, 98, 99, 100, 101, 102, 105, 107, 108, 111, 112, 113, 115, 116, 117, 119, 121, 124, 125, 129, 130, 132, 133, 134, 135, 136, 137, 138, 141, 143, 144, 146, 148, 151, 155, 156, 157, 167, 169, 185, 195], "token": [2, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 51, 53, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 72, 73, 74, 75, 76, 77, 79, 80, 82, 85, 86, 91, 92, 94, 95, 96, 97, 98, 99, 100, 102, 105, 110, 111, 112, 113, 115, 116, 119, 121, 122, 123, 124, 132, 134, 136, 143, 145, 147, 148, 162, 172, 175, 179, 180, 189, 193, 194], "wordpiec": 2, "word_embed": [2, 55, 56, 58, 59, 60, 61, 64, 65, 67, 68, 70, 72, 74, 76, 80, 96, 97, 102], "sentence_embed": [2, 20, 32, 37, 57, 62, 63, 65, 66, 69, 71, 75, 80, 169, 185, 189], "categori": [2, 11, 14, 16, 18, 20, 22, 25, 27, 30, 32, 33, 35, 37, 40, 42, 46, 48, 49, 169, 185, 189], "date": [2, 50, 87, 89, 90], "entiti": [2, 8, 12, 15, 19, 23, 26, 31, 36, 41, 43, 45, 48, 50, 58, 77, 78, 79, 86, 91, 93, 94, 95, 96, 97, 98, 99, 126, 137, 143, 147, 172], "sentiment": [2, 20, 32, 37, 64, 76, 80, 116, 162, 189, 190], "po": [2, 9, 11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 51, 53, 79, 80, 96, 97, 128, 132, 143, 161, 162, 172, 175, 177, 188, 192, 193, 194], "chunk": [2, 8, 9, 10, 13, 17, 21, 24, 29, 34, 38, 39, 50, 59, 62, 72, 77, 82, 86, 90, 91, 92, 95, 126, 134, 137, 147, 161, 169, 179, 185, 195], "named_ent": [2, 12, 15, 19, 23, 26, 31, 36, 41, 43, 79, 95, 96, 97, 98, 99, 102, 143, 172], "negex": 2, "labeled_depend": [2, 53], "languag": [2, 5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 64, 66, 67, 68, 69, 71, 72, 73, 74, 75, 76, 77, 82, 83, 84, 85, 86, 91, 96, 97, 99, 105, 108, 111, 112, 113, 115, 116, 119, 121, 122, 124, 130, 132, 134, 144, 148, 173, 189], "keyword": [2, 81, 82, 110], "dummi": [2, 54], "int": [2, 4, 5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 63, 64, 66, 67, 68, 69, 71, 73, 74, 75, 76, 79, 82, 84, 87, 92, 94, 96, 97, 100, 101, 102, 105, 107, 108, 111, 112, 113, 115, 116, 117, 119, 122, 125, 129, 130, 132, 156, 162, 169, 175], "index": [2, 82, 86, 129, 162, 175], "charact": [2, 54, 64, 67, 77, 84, 90, 92, 100, 107, 108, 119, 121, 122, 129, 130, 132, 137], "under": [2, 61, 76, 82, 162], "last": [2, 87, 89, 126, 180, 193], "string": [2, 20, 32, 37, 45, 51, 54, 77, 90, 92, 98, 100, 108, 116, 122, 124, 128, 134, 135, 137, 141, 143, 144, 193], "dict": [2, 3, 4, 51, 53, 77, 85, 86, 90, 91, 96, 98, 99, 100, 102, 110, 119, 121, 122, 130, 143, 160, 162, 168, 169, 172], "associ": [2, 3, 4, 32, 71, 77, 90, 95, 169], "list": [2, 3, 4, 5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 43, 45, 46, 48, 49, 54, 55, 56, 57, 58, 60, 61, 63, 64, 66, 67, 68, 69, 71, 74, 75, 76, 77, 79, 82, 84, 87, 90, 94, 95, 97, 98, 99, 100, 101, 107, 108, 112, 113, 115, 116, 117, 119, 124, 128, 130, 136, 137, 143, 144, 151, 161, 168, 169, 172, 173, 180, 184, 189], "vector": [2, 32, 56, 57, 59, 60, 62, 63, 64, 71, 72, 73, 136, 137, 188], "where": [2, 32, 60, 64, 77, 82, 85, 86, 90, 91, 92, 105, 108, 110, 112, 113, 116, 121, 122, 132, 134, 178], "applic": [2, 49, 82, 112, 155, 169, 170, 185, 187], "copi": [2, 3, 4, 173], "differ": [2, 3, 4, 46, 48, 51, 53, 64, 66, 68, 69, 74, 76, 82, 87, 107, 108, 119, 130, 132, 143, 169, 193], "return": [2, 3, 4, 5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 82, 84, 85, 86, 91, 92, 94, 96, 97, 99, 105, 107, 108, 111, 112, 113, 115, 116, 117, 119, 121, 122, 123, 124, 128, 130, 132, 134, 143, 160, 161, 162, 163, 168, 172, 173, 175, 176, 178, 179], "newli": [2, 3, 4], "static": [2, 5, 7, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 55, 56, 57, 58, 60, 61, 62, 63, 64, 66, 67, 68, 69, 71, 72, 73, 74, 75, 76, 84, 85, 86, 91, 96, 97, 99, 105, 108, 111, 112, 113, 115, 116, 119, 121, 122, 124, 130, 132, 173, 189], "datatyp": [2, 161], "structtyp": 2, "schema": [2, 95, 169, 185], "look": [2, 97, 121, 188], "like": [2, 5, 10, 13, 17, 20, 21, 24, 29, 34, 39, 45, 54, 55, 59, 61, 67, 70, 76, 79, 82, 90, 95, 108, 111, 113, 119, 130, 132, 169, 185, 187, 188], "struct": [2, 135, 141, 144], "containsnul": [2, 32, 133, 135, 141, 144], "true": [2, 11, 12, 14, 15, 16, 18, 19, 20, 22, 23, 25, 26, 27, 30, 31, 32, 33, 35, 36, 37, 40, 41, 42, 43, 46, 48, 49, 54, 55, 56, 57, 58, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 84, 86, 87, 89, 91, 95, 97, 100, 107, 108, 119, 121, 129, 130, 132, 133, 134, 135, 136, 137, 138, 141, 144, 146, 169, 173, 175, 176, 179, 180, 185, 189, 190], "nullabl": [2, 32, 133, 135, 141, 144], "fals": [2, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 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164, 172, 173, 185, 192], "see": [5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 82, 84, 85, 86, 87, 89, 90, 91, 92, 95, 96, 97, 99, 100, 105, 107, 108, 110, 111, 112, 113, 115, 116, 119, 121, 122, 123, 124, 126, 128, 130, 132, 135, 136, 137, 138, 144, 148, 169, 172, 173, 179, 185, 186, 187, 192, 194, 195], "To": [5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 39, 40, 41, 42, 43, 46, 48, 49, 55, 56, 58, 60, 61, 67, 68, 74, 76, 82, 87, 90, 105, 107, 112, 113, 116, 132, 138, 143, 145, 169, 185, 193], "which": [5, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 39, 40, 41, 42, 43, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 60, 61, 62, 64, 66, 67, 68, 70, 71, 72, 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49, 55, 56, 57, 58, 60, 61, 62, 63, 64, 66, 67, 68, 69, 71, 72, 74, 75, 76, 82, 108, 111, 112, 113, 115, 116, 132, 179, 195], "abstract": [5, 46, 48, 49, 55, 56, 57, 58, 60, 61, 63, 64, 66, 67, 68, 69, 71, 74, 75, 76, 82, 112, 113, 115, 116, 125, 179, 195], "approach": [5, 46, 48, 68, 69, 76, 82, 94, 96, 97, 99, 108, 110, 112, 113, 116, 119, 121, 122, 149, 192], "challeng": [5, 32, 48, 61, 64, 66, 68, 69, 82], "three": [5, 119, 147], "uniqu": [5, 112], "problem": [5, 32, 55, 64, 112, 116, 119, 132], "multipl": [5, 32, 49, 58, 77, 82, 87, 107, 112, 130, 161, 169, 175], "sound": 5, "each": [5, 7, 16, 20, 27, 32, 33, 37, 46, 48, 49, 60, 62, 63, 70, 72, 73, 77, 79, 82, 85, 86, 87, 90, 91, 92, 94, 96, 97, 99, 100, 102, 105, 107, 108, 110, 112, 117, 119, 121, 122, 129, 130, 132, 135, 144, 155, 161, 168, 178, 190], "input": [5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 48, 49, 51, 53, 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138, 147, 169, 185, 192], "back": [8, 112], "when": [8, 9, 11, 14, 16, 22, 25, 27, 30, 33, 35, 40, 42, 46, 48, 49, 54, 55, 63, 79, 87, 89, 92, 97, 112, 113, 119, 121, 124, 128, 132, 143, 175, 189, 190, 193], "try": [8, 119, 175], "re": [8, 63, 189], "do": [8, 71, 82, 95, 124, 130, 143, 185, 189, 193], "further": [8, 55, 66, 82, 96, 97, 148], "analysi": [8, 20, 32, 37, 64, 66, 76, 109, 110, 116, 153, 190], "doc2chunk": [8, 134], "pretrainedpipelin": [8, 137, 143, 161, 172, 188, 193, 194], "locat": [8, 77, 107, 162, 172, 189], "extract": [8, 9, 10, 13, 17, 21, 24, 29, 34, 39, 46, 48, 49, 51, 59, 73, 77, 78, 79, 81, 82, 86, 87, 89, 91, 95, 96, 97, 98, 107, 108, 110, 117, 119, 122, 126, 136, 137, 138, 143, 147, 162, 169, 172, 185], "york": [8, 99, 137], "jersei": [8, 137], "aren": [8, 137], "t": [8, 16, 27, 33, 61, 68, 85, 100, 108, 110, 130, 137], "far": [8, 113, 137], "apart": [8, 51, 53, 137], "actual": [8, 92, 137, 148], "id": [8, 32, 54, 74, 77, 112, 113, 115, 116, 119, 134, 135, 137, 144, 148, 169, 175], "defin": [8, 9, 95, 96, 97, 119, 124, 128, 137, 161, 169, 172, 185, 189, 193], "amongst": [8, 137], "thing": [8, 119, 137], "explain_document_dl": [8, 137, 143, 161, 172], "chunktodoc": 8, "chunkconvert": 8, "explainresult": [8, 137], "selectexpr": [8, 9, 20, 38, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 82, 85, 86, 87, 89, 90, 91, 92, 95, 98, 99, 100, 105, 107, 108, 110, 115, 123, 124, 126, 129, 130, 134, 136, 137, 147, 161, 175, 176, 178, 188, 189, 194], "explod": [8, 9, 20, 38, 45, 51, 53, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 82, 86, 89, 90, 91, 92, 95, 98, 99, 105, 107, 108, 115, 136, 137, 147, 161, 175, 178, 188, 189, 194], "col": [8, 51, 53, 77, 86, 95, 98, 137, 161, 188], "loc": [8, 12, 15, 19, 23, 26, 31, 36, 41, 43, 79, 95, 96, 97, 137, 143, 161, 172, 175], "sentenc": [8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 45, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 80, 82, 84, 85, 86, 87, 89, 90, 91, 92, 95, 96, 97, 98, 99, 105, 111, 112, 115, 119, 124, 126, 129, 132, 135, 137, 143, 144, 146, 147, 148, 162, 172, 175, 176, 178, 179, 180, 189, 193, 194], "22": [8, 137, 175, 188], "pattern": [9, 54, 77, 87, 90, 100, 121, 122, 129, 130, 132], "part": [9, 58, 82, 85, 104, 105, 123, 132, 134, 178, 195], "tag": [9, 20, 32, 37, 54, 58, 94, 95, 96, 97, 98, 104, 105, 132, 161, 169, 175, 178, 179, 195], "order": [9, 66, 76, 77, 82, 87, 112, 121, 122, 143, 148, 161, 189, 190, 193, 195], "meaning": [9, 123], "phrase": [9, 58, 62, 72, 86, 91], "onto": [9, 161, 190], "pars": [9, 51, 52, 53, 58, 77, 85, 87, 89, 119, 121, 122, 143, 146, 172, 175, 178], "regular": [9, 90, 96, 107], "express": [9, 37, 45, 87, 90, 107], "wrap": [9, 117, 149, 150, 158, 164, 168], "angl": 9, "bracket": 9, 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112, 113, 115, 116, 119, 124, 146, 169, 185], "setregexpars": 9, "enclos": 9, "treat": [9, 119, 132], "group": [9, 130], "so": [9, 16, 20, 27, 33, 37, 82, 95, 108, 145, 169, 185], "here": [9, 85, 161, 189], "specif": [9, 38, 51, 53, 54, 56, 57, 61, 71, 79, 82, 97, 112, 113, 125, 143, 145, 169, 193], "noun": [9, 176], "success": [9, 58, 113], "grammar": 9, "parser": [9, 51, 53, 79], "perceptronmodel": [9, 51, 53, 79, 96, 105, 175], "Of": [9, 55, 132], "documentassembl": [9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 43, 45, 50, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 82, 84, 85, 86, 87, 89, 90, 91, 92, 96, 97, 98, 99, 100, 105, 107, 108, 110, 111, 112, 113, 115, 116, 119, 121, 122, 123, 124, 126, 128, 129, 130, 132, 134, 135, 136, 144, 145, 146, 147, 148, 169, 175, 185, 189], "sentencedetector": [9, 20, 38, 45, 51, 53, 57, 59, 69, 71, 75, 79, 82, 85, 90, 92, 96, 97, 98, 99, 105, 107, 108, 124, 126, 145, 148, 175, 189, 190], "postag": 9, "11": [9, 50, 74, 75, 87, 89, 92, 105, 180], "21": [9, 87, 89, 98, 105, 180], "35": [9, 105, 180], "39": [9, 98, 105, 178, 180], "52": [9, 98, 105, 178], "58": [9, 48, 105], "albertforquestionansw": 10, "classifi": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 46, 48, 82, 136, 189], "dl": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 84, 97, 99, 121, 122], "albert": [10, 11, 12, 55], "span": [10, 13, 17, 21, 24, 29, 34, 39, 112, 116], "question": [10, 13, 17, 21, 24, 29, 34, 38, 39, 51, 53, 56, 57, 64, 68, 69, 76, 99, 105, 112, 113, 116, 143], "answer": [10, 13, 17, 21, 24, 29, 34, 38, 39, 51, 53, 56, 57, 64, 76, 99, 112, 113, 116, 143], "task": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 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55, 60, 61, 63, 64, 74, 75, 76, 82, 84, 86, 91, 97, 112, 113], "allow": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 48, 64, 71, 96, 97, 100, 107, 108, 112, 129, 130, 145, 155], "faster": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 61, 64, 121, 122], "casesensit": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 55, 56, 57, 58, 60, 61, 63, 64, 66, 67, 68, 69, 74, 75, 76, 86, 91, 121, 124], "whether": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 46, 48, 49, 54, 55, 56, 57, 58, 59, 60, 61, 63, 64, 66, 67, 68, 69, 71, 74, 75, 76, 77, 79, 86, 87, 89, 91, 92, 95, 96, 97, 100, 102, 107, 108, 112, 113, 116, 117, 119, 121, 124, 129, 130, 132, 134, 136, 137, 138, 143, 146, 148, 151, 162, 172, 175, 179, 190], "ignor": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 55, 56, 57, 58, 60, 61, 63, 64, 66, 67, 68, 69, 74, 75, 76, 86, 92, 95, 112, 113, 115, 116, 121, 124, 143], "case": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 53, 54, 55, 56, 57, 58, 60, 61, 63, 64, 66, 67, 68, 69, 74, 75, 76, 77, 84, 86, 91, 119, 121, 124, 130, 134, 175, 176, 189], "configprotobyt": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 46, 48, 49, 55, 56, 57, 58, 60, 61, 63, 64, 66, 67, 68, 69, 71, 74, 75, 76, 84, 97, 112, 113, 115, 116, 119], "maxsentencelength": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 45, 55, 56, 57, 58, 60, 61, 62, 63, 66, 67, 68, 69, 72, 74, 75, 76], "128": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 31, 32, 33, 34, 35, 36, 39, 40, 41, 42, 43, 55, 56, 57, 58, 60, 61, 66, 68, 69, 74, 75, 76, 169, 185], "multidocumentassembl": [10, 13, 17, 21, 24, 29, 34, 38, 39, 144], "context": [10, 13, 17, 21, 24, 29, 34, 39, 56, 57, 62, 64, 72, 76, 111, 119, 130], "setcasesensit": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 33, 34, 35, 36, 39, 40, 41, 42, 43, 59, 61, 67, 68, 74, 86, 91, 96, 121, 124, 136, 148], "what": [10, 13, 17, 21, 24, 29, 34, 37, 39, 46, 51, 53, 82, 84, 99, 115, 119, 128, 176, 186], "my": [10, 12, 13, 15, 17, 20, 21, 23, 24, 26, 29, 31, 34, 36, 37, 39, 41, 43, 54, 90, 92, 99, 107, 113, 124, 126, 129, 189], "clara": [10, 13, 17, 21, 24, 29, 34, 39, 99], "live": [10, 12, 13, 15, 17, 21, 23, 24, 26, 29, 31, 34, 36, 39, 41, 43, 99, 113, 169, 185], "berkelei": [10, 13, 17, 21, 24, 29, 34, 39], "albertforsequenceclassif": [11, 22], "sequenc": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 46, 48, 49, 67, 112, 113, 114, 115, 116, 119, 124], "regress": [11, 14, 18, 22, 25, 30, 35, 40, 42, 112, 116], "pool": [11, 14, 18, 22, 25, 30, 35, 40, 42, 59, 64, 70], "multi": [11, 14, 18, 20, 22, 25, 30, 32, 35, 37, 40, 42, 55, 71, 74, 75, 82, 84, 115], "sequenceclassifi": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42], "albert_base_sequence_classifier_imdb": 11, "coalescesent": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 84], "instead": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 57, 82, 84, 87, 89, 116, 136, 137, 143, 193], "per": [11, 12, 14, 15, 16, 18, 19, 20, 22, 23, 25, 26, 27, 30, 31, 32, 33, 35, 36, 37, 40, 41, 42, 43, 63, 74, 75, 84, 87, 92, 94, 95, 96, 97, 132, 143, 161, 172, 175], "inputcol": [11, 14, 16, 18, 20, 22, 25, 27, 30, 32, 33, 35, 37, 40, 42, 70, 84, 133, 135, 136, 137, 138, 141, 144], "averag": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 38, 40, 42, 59, 63, 66, 70, 74, 75, 84, 97, 105, 117], "probabl": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 82, 112, 113, 116, 121], "calcul": [11, 14, 16, 18, 20, 25, 27, 30, 32, 33, 35, 37, 40, 42, 73, 92, 97, 102, 110, 117], "via": [11, 14, 16, 18, 25, 27, 30, 33, 35, 40, 42, 71, 141, 162], "softmax": [11, 14, 16, 18, 25, 27, 30, 33, 35, 40, 42, 60, 62, 72, 119], "sigmoid": [11, 14, 16, 18, 25, 27, 30, 33, 35, 40, 42], "love": [11, 14, 16, 20, 22, 25, 27, 30, 33, 35, 40, 42, 57, 69, 75, 108, 111, 189], "movi": [11, 14, 16, 20, 22, 25, 27, 30, 33, 35, 37, 40, 42, 111, 189], "child": [11, 14, 16, 22, 25, 27, 30, 33, 35, 40, 42], "pretti": [11, 14, 16, 22, 25, 27, 30, 32, 33, 35, 40, 42, 82], "bore": [11, 14, 16, 22, 25, 27, 30, 33, 35, 40, 42], "neg": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 37, 40, 42, 110, 111, 169, 185], "getclass": [11, 12, 14, 15, 16, 18, 19, 22, 23, 25, 26, 27, 30, 31, 33, 35, 36, 40, 41, 42, 43, 46, 48, 49, 99], "setcoalescesent": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 84], "limit": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 46, 48, 49, 55, 58, 67, 73, 76, 82, 116, 121], "almost": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42], "512": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 38, 40, 42, 63, 64, 115], "help": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 51, 53, 55, 115, 130, 169, 185, 190, 194], "feed": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42], "entir": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 46, 115], "bool": [11, 14, 16, 18, 22, 25, 27, 30, 33, 35, 40, 42, 54, 57, 59, 71, 77, 79, 84, 86, 87, 91, 92, 95, 96, 97, 100, 102, 107, 108, 112, 113, 116, 117, 119, 121, 124, 129, 130, 132, 134, 136, 137, 138, 143, 146, 151, 162, 169, 172, 173, 175], "one": [11, 14, 16, 18, 22, 25, 27, 30, 32, 33, 35, 40, 42, 45, 46, 48, 49, 51, 53, 54, 56, 57, 70, 74, 75, 76, 82, 84, 87, 90, 95, 108, 121, 126, 148, 185, 189], "albertfortokenclassif": [12, 55], "recognit": [12, 15, 19, 23, 26, 31, 36, 41, 43, 46, 49, 58, 93, 96, 97, 99], "ner": [12, 15, 19, 23, 26, 31, 36, 41, 43, 74, 75, 79, 80, 126, 143, 161, 162, 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method)": [[173, "sparknlp.pretrained.resource_downloader.ResourceDownloader.showAvailableAnnotators"]], "showpublicmodels() (resourcedownloader static method)": [[173, "sparknlp.pretrained.resource_downloader.ResourceDownloader.showPublicModels"]], "showpublicpipelines() (resourcedownloader static method)": [[173, "sparknlp.pretrained.resource_downloader.ResourceDownloader.showPublicPipelines"]], "showuncategorizedresources() (resourcedownloader static method)": [[173, "sparknlp.pretrained.resource_downloader.ResourceDownloader.showUnCategorizedResources"]], "sparknlp.pretrained.resource_downloader": [[173, "module-sparknlp.pretrained.resource_downloader"]], "sparknlp.pretrained.utils": [[174, "module-sparknlp.pretrained.utils"]], "conll (class in sparknlp.training.conll)": [[175, "sparknlp.training.conll.CoNLL"]], "readdataset() (conll method)": [[175, "sparknlp.training.conll.CoNLL.readDataset"]], "sparknlp.training.conll": [[175, "module-sparknlp.training.conll"]], "conllu (class in sparknlp.training.conllu)": [[176, "sparknlp.training.conllu.CoNLLU"]], "readdataset() (conllu method)": [[176, "sparknlp.training.conllu.CoNLLU.readDataset"]], "sparknlp.training.conllu": [[176, "module-sparknlp.training.conllu"]], "sparknlp.training": [[177, "module-sparknlp.training"]], "pos (class in sparknlp.training.pos)": [[178, "sparknlp.training.pos.POS"]], "readdataset() (pos method)": [[178, "sparknlp.training.pos.POS.readDataset"]], "sparknlp.training.pos": [[178, "module-sparknlp.training.pos"]], "pubtator (class in sparknlp.training.pub_tator)": [[179, "sparknlp.training.pub_tator.PubTator"]], "readdataset() (pubtator method)": [[179, "sparknlp.training.pub_tator.PubTator.readDataset"]], "sparknlp.training.pub_tator": [[179, "module-sparknlp.training.pub_tator"]], "spacytoannotation (class in sparknlp.training.spacy_to_annotation)": [[180, "sparknlp.training.spacy_to_annotation.SpacyToAnnotation"]], "sparknlp.training.spacy_to_annotation": [[180, "module-sparknlp.training.spacy_to_annotation"]], "sparknlp.training.tfgraphs": [[181, "module-sparknlp.training.tfgraphs"]], "sparknlp.upload_to_hub": [[182, "module-sparknlp.upload_to_hub"]], "sparknlp.util": [[183, "module-sparknlp.util"]]}})
\ No newline at end of file
diff --git a/docs/api/python/static/documentation_options.js b/docs/api/python/static/documentation_options.js
index 9be4854aae845c..5ad95c0d987465 100644
--- a/docs/api/python/static/documentation_options.js
+++ b/docs/api/python/static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '4.4.4',
+    VERSION: '5.0.0',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/docs/api/python/third_party/Comet.html b/docs/api/python/third_party/Comet.html
index ef76ce9e9f2b07..7aba2526133fd4 100644
--- a/docs/api/python/third_party/Comet.html
+++ b/docs/api/python/third_party/Comet.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Comet - A meta machine learning platform &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Comet - A meta machine learning platform &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/third_party/MLflow.html b/docs/api/python/third_party/MLflow.html
index 1c54370862abb4..26063842296024 100644
--- a/docs/api/python/third_party/MLflow.html
+++ b/docs/api/python/third_party/MLflow.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>MLflow - a platform for the machine learning lifecycle &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>MLflow - a platform for the machine learning lifecycle &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/third_party/index.html b/docs/api/python/third_party/index.html
index 56118251d8cb53..8b69a58c6a3f05 100644
--- a/docs/api/python/third_party/index.html
+++ b/docs/api/python/third_party/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Third Party Projects &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Third Party Projects &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/annotation.html b/docs/api/python/user_guide/annotation.html
index db90d31bb12dd4..e435cf90e3e4b0 100644
--- a/docs/api/python/user_guide/annotation.html
+++ b/docs/api/python/user_guide/annotation.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Annotation &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Annotation &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/annotators.html b/docs/api/python/user_guide/annotators.html
index d4fdcb3b41e0da..a17bda21a96264 100644
--- a/docs/api/python/user_guide/annotators.html
+++ b/docs/api/python/user_guide/annotators.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Annotators &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Annotators &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/custom_pipelines.html b/docs/api/python/user_guide/custom_pipelines.html
index 0591443889a8c9..85182a84641f82 100644
--- a/docs/api/python/user_guide/custom_pipelines.html
+++ b/docs/api/python/user_guide/custom_pipelines.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Setting up your own pipeline &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Setting up your own pipeline &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/helpers.html b/docs/api/python/user_guide/helpers.html
index fd38fb6edf7d0a..3adb492b5f485e 100644
--- a/docs/api/python/user_guide/helpers.html
+++ b/docs/api/python/user_guide/helpers.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Helper Functions &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Helper Functions &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/index.html b/docs/api/python/user_guide/index.html
index 3dac55a923865b..99cc0f86a1d19d 100644
--- a/docs/api/python/user_guide/index.html
+++ b/docs/api/python/user_guide/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>User Guide &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>User Guide &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/light_pipelines.html b/docs/api/python/user_guide/light_pipelines.html
index 73e2917414a0e2..4438150acb428b 100644
--- a/docs/api/python/user_guide/light_pipelines.html
+++ b/docs/api/python/user_guide/light_pipelines.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Light Pipelines &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Light Pipelines &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/pretrained_pipelines.html b/docs/api/python/user_guide/pretrained_pipelines.html
index 31e91061f0bb72..ddf46076ddc75f 100644
--- a/docs/api/python/user_guide/pretrained_pipelines.html
+++ b/docs/api/python/user_guide/pretrained_pipelines.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Pretrained Pipelines &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Pretrained Pipelines &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/training.html b/docs/api/python/user_guide/training.html
index a3eac538d11e57..c372ea98e8603c 100644
--- a/docs/api/python/user_guide/training.html
+++ b/docs/api/python/user_guide/training.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Loading datasets for training &#8212; Spark NLP 4.4.4 documentation</title>
+    <title>Loading datasets for training &#8212; Spark NLP 5.0.0 documentation</title>
   
   
   
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.scala
index c41c6c91ab2da9..46ce9c24968567 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.scala
@@ -263,7 +263,6 @@ class RoBertaSentenceEmbeddings(override val uid: String)
     if (_model.isEmpty) {
       _model = Some(
         spark.sparkContext.broadcast(
-
           new RoBerta(
             tensorflowWrapper,
             onnxWrapper,