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## Spark-submit | ||
##### Latest version: 0.1.0 | ||
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#### 0.1.0 (2021-10-16) | ||
- First release |
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MIT License | ||
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Copyright (c) 2021-2022 PApostol | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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## Spark-submit | ||
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[![PyPI version](https://badge.fury.io/py/spark-submit.svg)](https://badge.fury.io/py/spark-submit) | ||
[![Github All Releases](https://img.shields.io/github/downloads/PApostol/spark-submit/total.svg)]() | ||
[![](https://img.shields.io/badge/python-3.5+-blue.svg)](https://www.python.org/downloads/) | ||
[![License](https://img.shields.io/badge/License-MIT-blue)](#license "Go to license section") | ||
[![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)](https://github.com/PApostol/spark-submit/issues) | ||
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#### TL;DR: Python manager for spark-submit jobs | ||
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### Description | ||
This package allows for submission and management of Spark jobs in Python scripts via [Apache Spark's](https://spark.apache.org/) `spark-submit` functionality. | ||
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### Installation | ||
The easiest way to install is using `pip`: | ||
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`pip install spark-submit` | ||
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To install from source: | ||
``` | ||
git clone https://github.com/PApostol/spark-submit.git | ||
cd spark-submit | ||
python setup.py install | ||
``` | ||
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For usage details check `help(spark_submit)`. | ||
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### Usage Examples | ||
Spark arguments can either be provided as keyword arguments or as an unpacked dictionary. | ||
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##### Simple example: | ||
``` | ||
from spark_submit import SparkJob | ||
app = SparkJob('/path/some_file.py', master='local', name='simple-test') | ||
app.submit() | ||
print(app.get_state()) | ||
``` | ||
##### Another example: | ||
``` | ||
from spark_submit import SparkJob | ||
spark_args = { | ||
'master': 'spark://some.spark.master:6066', | ||
'deploy_mode': 'cluster', | ||
'name': 'spark-submit-app', | ||
'class': 'main.Class', | ||
'executor_memory': '2G', | ||
'executor_cores': '1', | ||
'total_executor_cores': '2', | ||
'verbose': True, | ||
'conf': ["spark.foo.bar='baz'", "spark.x.y='z'"], | ||
'main_file_args': '--foo arg1 --bar arg2' | ||
} | ||
app = SparkJob('s3a://bucket/path/some_file.jar', **spark_args) | ||
print(app.submit_cmd) | ||
print(app.env_vars) | ||
# monitor state in the background every x seconds with `await_result=x` | ||
app.submit(use_env_vars=True, await_result=10) | ||
print(app.get_state()) # 'SUBMITTED' | ||
# do other stuff... | ||
print(app.get_state()) # 'FINISHED' | ||
``` | ||
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#### Examples of `spark-submit` to `spark_args` dictionary: | ||
##### A `client` example: | ||
``` | ||
~/spark_home/bin/spark-submit \ | ||
--master spark://some.spark.master:7077 \ | ||
--name spark-submit-job \ | ||
--total-executor-cores 8 \ | ||
--executor-cores 4 \ | ||
--executor-memory 4G \ | ||
--driver-memory 2G \ | ||
--py-files /some/utils.zip \ | ||
--files /some/file.json \ | ||
/path/to/pyspark/file.py --data /path/to/data.csv | ||
``` | ||
##### becomes | ||
``` | ||
spark_args = { | ||
'master': 'spark://some.spark.master:7077', | ||
'name': 'spark_job_client', | ||
'total_executor_cores: '8', | ||
'executor_cores': '4', | ||
'executor_memory': '4G', | ||
'driver_memory': '2G', | ||
'py_files': '/some/utils.zip', | ||
'files': '/some/file.json', | ||
'main_file_args': '--data /path/to/data.csv' | ||
} | ||
main_file = '/path/to/pyspark/file.py' | ||
app = SparkJob(main_file, **spark_args) | ||
``` | ||
##### A `cluster` example: | ||
``` | ||
~/spark_home/bin/spark-submit \ | ||
--master spark://some.spark.master:6066 \ | ||
--deploy-mode cluster \ | ||
--name spark_job_cluster \ | ||
--jars "s3a://mybucket/some/file.jar" \ | ||
--conf "spark.some.conf=foo" \ | ||
--conf "spark.some.other.conf=bar" \ | ||
--total-executor-cores 16 \ | ||
--executor-cores 4 \ | ||
--executor-memory 4G \ | ||
--driver-memory 2G \ | ||
--class my.main.Class \ | ||
--verbose \ | ||
s3a://mybucket/file.jar "positional_arg1" "positional_arg2" | ||
``` | ||
##### becomes | ||
``` | ||
spark_args = { | ||
'master': 'spark://some.spark.master:6066', | ||
'deploy_mode': 'cluster', | ||
'name': 'spark_job_cluster', | ||
'jars': 's3a://mybucket/some/file.jar', | ||
'conf': ["spark.some.conf='foo'", "spark.some.other.conf='bar'"], # note the use of quotes | ||
'total_executor_cores: '16', | ||
'executor_cores': '4', | ||
'executor_memory': '4G', | ||
'driver_memory': '2G', | ||
'class': 'my.main.Class', | ||
'verbose': True, | ||
'main_file_args': '"positional_arg1" "positional_arg2"' | ||
} | ||
main_file = 's3a://mybucket/file.jar' | ||
app = SparkJob(main_file, **spark_args) | ||
``` | ||
#### Additional methods | ||
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`spark_submit.system_info()`: Collects Spark related system information, such as versions of spark-submit, Scala, Java, Python and OS | ||
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`spark_submit.SparkJob.kill()`: Kills the running Spark job (cluster mode only) | ||
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`spark_submit.SparkJob.get_code()`: Gets the spark-submit return code | ||
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`spark_submit.SparkJob.get_output()`: Gets the spark-submit stdout | ||
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### License | ||
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Released under [MIT](/LICENSE) by [@PApostol](https://github.com/PApostol) | ||
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- You can freely modify and reuse | ||
- The original license must be included with copies of this software | ||
- Please link back to this repo if you use a significant portion the source code |
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"""spark-submit module Installation script""" | ||
from setuptools import setup, find_packages | ||
import os | ||
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info_location = os.path.join(os.path.abspath(os.path.dirname(__file__)), 'spark_submit', '__info__.py') | ||
about = {} | ||
with open(info_location, 'r') as f: | ||
exec(f.read(), about) | ||
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with open('README.md', 'r') as f: | ||
readme = f.read() | ||
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setup( | ||
name = about['__title__'], | ||
version = about['__version__'], | ||
author = about['__author__'], | ||
maintainer = about['__maintainer__'], | ||
author_email = about['__author_email__'], | ||
license = about['__license__'], | ||
url = about['__url__'], | ||
description = about['__description__'], | ||
long_description_content_type="text/markdown", | ||
long_description = readme, | ||
packages = find_packages(), | ||
include_package_data = True, | ||
install_requires = ['requests'], | ||
classifiers = [ | ||
'Development Status :: 4 - Beta', | ||
'Intended Audience :: Developers', | ||
'License :: OSI Approved :: MIT License', | ||
'Topic :: Software Development :: Libraries', | ||
'Topic :: Utilities', | ||
'Programming Language :: Python :: 3', | ||
'Operating System :: OS Independent' | ||
], | ||
zip_safe = True, | ||
platforms = ['any'], | ||
python_requires = '~=3.5', | ||
keywords = ['apache', 'spark', 'submit'], | ||
) |
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""" __ __ _ __ | ||
_________ ____ ______/ /__ _______ __/ /_ ____ ___ (_) /_ | ||
/ ___/ __ \/ __ `/ ___/ //_/_____/ ___/ / / / __ \/ __ `__ \/ / __/ | ||
(__ ) /_/ / /_/ / / / ,< /_____(__ ) /_/ / /_/ / / / / / / / /_ | ||
/____/ .___/\__,_/_/ /_/|_| /____/\__,_/_.___/_/ /_/ /_/_/\__/ | ||
/_/ | ||
""" | ||
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__title__ = 'spark-submit' | ||
__author__ = 'PApostol' | ||
__author_email__ = '[email protected]' | ||
__maintainer__ = 'PApostol' | ||
__license__ = 'MIT' | ||
__version__ = '1.0.0' | ||
__description__ = 'Python manager for spark-submit jobs' | ||
__url__ = 'https://github.com/PApostol/spark-submit' | ||
__bugtrack_url__ = f'{__url__}/issues' |
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"""spark-submit module""" | ||
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from .sparkjob import SparkJob | ||
from .system import system_info | ||
from .__info__ import ( | ||
__title__, | ||
__author__, | ||
__author_email__, | ||
__maintainer__, | ||
__license__, | ||
__version__, | ||
__description__, | ||
__url__, | ||
__bugtrack_url__ | ||
) | ||
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__all__ = ['SparkJob', 'system_info'] |
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"""Exceptions raised by SparkJob class""" | ||
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class SparkSubmitError(Exception): | ||
pass | ||
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class SparkJobKillError(Exception): | ||
pass |
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