Cloud Shuffle Storage Plugin for Apache Spark - Amazon Glue
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Cloud Shuffle Storage Plugin for Apache Spark

The Cloud Shuffle Storage Plugin is an Apache Spark plugin compatible with the ShuffleDataIO API which allows storing shuffle data on cloud storage systems (such as Amazon S3). It helps you to supplement or replace local disk storage capacity for large shuffle operations, commonly triggered by transformations such as join, reduceByKey, groupByKey and repartition in your Spark applications, thereby reducing common failures or price/performance dislocation of your serverless data analytics jobs and pipelines.

Amazon Glue

Amazon Glue versions 3.0 and 4.0 comes with the plugin pre-installed and ready to enable shuffling to Amazon S3 without any extra steps. For more information, see Amazon Glue Spark shuffle plugin with Amazon S3 to enable the feature for your Spark applications.

Other Spark environments

The plugin requires the following Spark configurations to be set on other Spark environments:

  • --conf spark.shuffle.sort.io.plugin.class=com.amazonaws.spark.shuffle.io.cloud.ChopperPlugin: This informs Spark to use this plugin for Shuffle IO.

  • --conf spark.shuffle.storage.path=s3://bucket-name/shuffle-file-dir: The path where your shuffle files will be stored.

Note

The plugin overwrites one Spark core class. As a result, the plugin jar needs to be loaded before Spark jars. You can do this using userClassPathFirst in on-prem YARN environments if the plugin is used outside Amazon Glue.

Bundling the plugin with your Spark applications

You can bundle the plugin with your Spark applications and Spark distributions (versions 3.1 and above) by adding the plugin dependency in your Maven pom.xml while developing your Spark applications locally. For more information on the plugin and Spark versions, see Plugin versions.

<repositories> ... <repository> <id>aws-glue-etl-artifacts</id> <url>https://aws-glue-etl-artifacts.s3.amazonaws.com/release/ </url> </repository> </repositories> ... <dependency> <groupId>com.amazonaws</groupId> <artifactId>chopper-plugin</artifactId> <version>3.1-amzn-LATEST</version> </dependency>

You can alternatively download the binaries from Amazon Glue Maven artifacts directly and include them in your Spark application as follows.

#!/bin/bash sudo wget -v https://aws-glue-etl-artifacts.s3.amazonaws.com/release/com/amazonaws/chopper-plugin/3.1-amzn-LATEST/chopper-plugin-3.1-amzn-LATEST.jar -P /usr/lib/spark/jars/

Example spark-submit

spark-submit --deploy-mode cluster \ --conf spark.shuffle.storage.s3.path=s3://<ShuffleBucket>/<shuffle-dir> \ --conf spark.driver.extraClassPath=<Path to plugin jar> \ --conf spark.executor.extraClassPath=<Path to plugin jar> \ --class <your test class name> s3://<ShuffleBucket>/<Your application jar> \

Optional configurations

These are optional configuration values that control Amazon S3 shuffle behavior.

  • spark.shuffle.storage.s3.enableServerSideEncryption: Enable/disable S3 SSE for shuffle and spill files. Default value is true.

  • spark.shuffle.storage.s3.serverSideEncryption.algorithm: The SSE algorithm to be used. Default value is AES256.

  • spark.shuffle.storage.s3.serverSideEncryption.kms.key: The KMS key ARN when SSE aws:kms is enabled.

Plugin versions

This plugin is supported for the Spark versions associated with each Amazon Glue version. The following table shows the Amazon Glue version, Spark version and associated plugin version with Amazon S3 location for the plugin's software binary.

Amazon Glue version Spark version Plugin version Amazon S3 location
3.0 3.1 3.1-amzn-LATEST

s3://aws-glue-etl-artifacts/release/com/amazonaws/chopper-plugin/3.1-amzn-0/chopper-plugin-3.1-amzn-LATEST.jar

4.0 3.3 3.3-amzn-LATEST

s3://aws-glue-etl-artifacts/release/com/amazonaws/chopper-plugin/3.3-amzn-0/chopper-plugin-3.3-amzn-LATEST.jar

License

The software binary for this plugin is licensed under the Apache-2.0 License.