Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Update lesson1.md #3

Open
wants to merge 1 commit into
base: main
Choose a base branch
from
Open
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
52 changes: 52 additions & 0 deletions lesson_code/lesson1.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,52 @@
```py
import pyspark
from pyspark.sql import SparkSession
import os

## DEFINE SENSITIVE VARIABLES
NESSIE_URI = "http://nessie:19120/api/v1"
MINIO_ACCESS_KEY = "admin"
MINIO_SECRET_KEY = "password"



conf = (
pyspark.SparkConf()
.setAppName('app_name')
#packages
.set('spark.jars.packages', 'org.apache.iceberg:iceberg-spark-runtime-3.3_2.12:1.3.1,org.projectnessie.nessie-integrations:nessie-spark-extensions-3.3_2.12:0.67.0,software.amazon.awssdk:bundle:2.17.178,software.amazon.awssdk:url-connection-client:2.17.178')
#SQL Extensions
.set('spark.sql.extensions', 'org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions,org.projectnessie.spark.extensions.NessieSparkSessionExtensions')
#Configuring Catalog
.set('spark.sql.catalog.nessie', 'org.apache.iceberg.spark.SparkCatalog')
.set('spark.sql.catalog.nessie.uri', NESSIE_URI)
.set('spark.sql.catalog.nessie.ref', 'main')
.set('spark.sql.catalog.nessie.authentication.type', 'NONE')
.set('spark.sql.catalog.nessie.catalog-impl', 'org.apache.iceberg.nessie.NessieCatalog')
.set('spark.sql.catalog.nessie.warehouse', 's3a://warehouse')
.set('spark.sql.catalog.nessie.s3.endpoint', 'http://minio:9000')
.set('spark.sql.catalog.nessie.io-impl', 'org.apache.iceberg.aws.s3.S3FileIO')
#MINIO CREDENTIALS
.set('spark.hadoop.fs.s3a.access.key', MINIO_ACCESS_KEY)
.set('spark.hadoop.fs.s3a.secret.key', MINIO_SECRET_KEY)
)

## Start Spark Session
spark = SparkSession.builder.config(conf=conf).getOrCreate()
print("Spark Running")

## Test Run a Query
spark.sql("CREATE TABLE IF NOT EXISTS nessie.test1 (name string) USING iceberg;").show()
spark.sql("INSERT INTO nessie.test1 VALUES ('test');").show()
spark.sql("SELECT * FROM nessie.test1;").show()

## LOAD A CSV INTO AN SQL VIEW
csv_df = spark.read.format("csv").option("header", "true").load("../datasets/df_open_2023.csv")
csv_df.createOrReplaceTempView("csv_open_2023")

## CREATE AN ICEBERG TABLE FROM THE SQL VIEW
spark.sql("CREATE TABLE IF NOT EXISTS nessie.df_open_2023 USING iceberg AS SELECT * FROM csv_open_2023;").show()

## QUERY THE ICEBERG TABLE
spark.sql("SELECT * FROM nessie.df_open_2023 limit 10;").show()
```