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[SHUFFLE] [WIP] Prototype: store shuffle file on external storage like S3 #34864
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| # External Shuffle Storage | ||
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| This module provides support to store shuffle files on external shuffle storage like S3. It helps Dynamic | ||
| Allocation on Kubernetes. Spark driver could release idle executors without worrying about losing | ||
| shuffle data because the shuffle data is store on external shuffle storage which are different | ||
| from executors. | ||
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| This module implements a new Shuffle Manager named as StarShuffleManager, and copies a lot of codes | ||
| from Spark SortShuffleManager. This is for a quick prototype. We want to use this as an example to discuss | ||
| with Spark community and get feedback. We will work with the community to remove code duplication later | ||
| and make StarShuffleManager more integrated with Spark code. | ||
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| ## How to Build Spark Distribution with StarShuffleManager jar File | ||
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| Follow [Building Spark](https://spark.apache.org/docs/latest/building-spark.html) instructions, | ||
| with extra `-Pexternal-shuffle-storage` to generate the new shuffle implementation jar file. | ||
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| Following is one command example to use `dev/make-distribution.sh` under Spark repo root directory: | ||
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| ``` | ||
| ./dev/make-distribution.sh --name spark-with-external-shuffle-storage --pip --tgz -Phive -Phive-thriftserver -Pkubernetes -Phadoop-3.2 -Phadoop-cloud -Dhadoop.version=3.2.0 -Pexternal-shuffle-storage | ||
| ``` | ||
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| If you want to build a Spark docker image, you could unzip the Spark distribution tgz file, and run command like following: | ||
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| ``` | ||
| ./bin/docker-image-tool.sh -t spark-with-external-shuffle-storage build | ||
| ``` | ||
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| This command creates `external-shuffle-storage_xxx.jar` file for StarShuffleManager | ||
| under `jars` directory in the generated Spark distribution. Now you could use this Spark | ||
| distribution to run your Spark application with external shuffle storage. | ||
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| ## How to Run Spark Application With External Shuffle Storage in Kubernetes | ||
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| ### Run Spark Application With S3 as External Shuffle Storage and Dynamic Allocation | ||
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| Add configure to your Spark application like following (you need to adjust the values based on your environment): | ||
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| ``` | ||
| spark.shuffle.manager=org.apache.spark.shuffle.StarShuffleManager | ||
| spark.shuffle.star.rootDir=s3://my_bucket_name/my_shuffle_folder | ||
| spark.dynamicAllocation.enabled=true | ||
| spark.dynamicAllocation.shuffleTracking.enabled=true | ||
| spark.dynamicAllocation.shuffleTracking.timeout=1 | ||
| ``` |
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| @@ -0,0 +1,143 @@ | ||
| <?xml version="1.0" encoding="UTF-8"?> | ||
| <!-- | ||
| ~ Licensed to the Apache Software Foundation (ASF) under one or more | ||
| ~ contributor license agreements. See the NOTICE file distributed with | ||
| ~ this work for additional information regarding copyright ownership. | ||
| ~ The ASF licenses this file to You 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. | ||
| --> | ||
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| <project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" | ||
| xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> | ||
| <modelVersion>4.0.0</modelVersion> | ||
| <parent> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-parent_2.12</artifactId> | ||
| <version>3.3.0-SNAPSHOT</version> | ||
| <relativePath>../pom.xml</relativePath> | ||
| </parent> | ||
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| <artifactId>external-shuffle-storage_2.12</artifactId> | ||
| <packaging>jar</packaging> | ||
| <name>External Shuffle Storage</name> | ||
| <url>http://spark.apache.org/</url> | ||
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| <properties> | ||
| <sbt.project.name>external-shuffle-storage</sbt.project.name> | ||
| <build.testJarPhase>none</build.testJarPhase> | ||
| <build.copyDependenciesPhase>package</build.copyDependenciesPhase> | ||
| <hadoop.deps.scope>provided</hadoop.deps.scope> | ||
| <hive.deps.scope>provided</hive.deps.scope> | ||
| <parquet.deps.scope>provided</parquet.deps.scope> | ||
| </properties> | ||
|
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| <dependencies> | ||
| <dependency> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-core_${scala.binary.version}</artifactId> | ||
| <version>${project.version}</version> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-core_${scala.binary.version}</artifactId> | ||
| <version>${project.version}</version> | ||
| <type>test-jar</type> | ||
| <scope>test</scope> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.apache.spark</groupId> | ||
| <artifactId>spark-sql_${scala.binary.version}</artifactId> | ||
| <version>${project.version}</version> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.apache.commons</groupId> | ||
| <artifactId>commons-math3</artifactId> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.scalacheck</groupId> | ||
| <artifactId>scalacheck_${scala.binary.version}</artifactId> | ||
| <scope>test</scope> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.scala-lang</groupId> | ||
| <artifactId>scala-library</artifactId> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>io.netty</groupId> | ||
| <artifactId>netty-all</artifactId> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.slf4j</groupId> | ||
| <artifactId>slf4j-api</artifactId> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.slf4j</groupId> | ||
| <artifactId>slf4j-log4j12</artifactId> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.apache.httpcomponents</groupId> | ||
| <artifactId>httpclient</artifactId> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>commons-io</groupId> | ||
| <artifactId>commons-io</artifactId> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.apache.commons</groupId> | ||
| <artifactId>commons-lang3</artifactId> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>com.amazonaws</groupId> | ||
| <artifactId>aws-java-sdk-s3</artifactId> | ||
| <version>1.11.975</version> | ||
| <scope>provided</scope> | ||
| </dependency> | ||
| <dependency> | ||
| <groupId>org.testng</groupId> | ||
| <artifactId>testng</artifactId> | ||
| <version>6.14.3</version> | ||
| <scope>test</scope> | ||
| </dependency> | ||
| </dependencies> | ||
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| <build> | ||
| <outputDirectory>target/scala-${scala.binary.version}/classes</outputDirectory> | ||
| <testOutputDirectory>target/scala-${scala.binary.version}/test-classes</testOutputDirectory> | ||
| <plugins> | ||
| <plugin> | ||
| <groupId>org.apache.maven.plugins</groupId> | ||
| <artifactId>maven-deploy-plugin</artifactId> | ||
| <configuration> | ||
| <skip>true</skip> | ||
| </configuration> | ||
| </plugin> | ||
| <plugin> | ||
| <groupId>org.apache.maven.plugins</groupId> | ||
| <artifactId>maven-install-plugin</artifactId> | ||
| <configuration> | ||
| <skip>true</skip> | ||
| </configuration> | ||
| </plugin> | ||
| <plugin> | ||
| <groupId>org.apache.maven.plugins</groupId> | ||
| <artifactId>maven-jar-plugin</artifactId> | ||
| <configuration> | ||
| <outputDirectory>${jars.target.dir}</outputDirectory> | ||
| </configuration> | ||
| </plugin> | ||
| </plugins> | ||
| </build> | ||
| </project> | ||
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| /* | ||
| * This file is copied from Uber Remote Shuffle Service | ||
| * (https://github.com/uber/RemoteShuffleService) and modified. | ||
| * | ||
| * 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. | ||
| */ | ||
|
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| package org.apache.spark.starshuffle; | ||
|
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| import io.netty.buffer.ByteBuf; | ||
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| import java.io.IOException; | ||
| import java.io.OutputStream; | ||
| import java.nio.charset.StandardCharsets; | ||
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| public class ByteBufUtils { | ||
| public static final void writeLengthAndString(ByteBuf buf, String str) { | ||
| if (str == null) { | ||
| buf.writeInt(-1); | ||
| return; | ||
| } | ||
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| byte[] bytes = str.getBytes(StandardCharsets.UTF_8); | ||
| buf.writeInt(bytes.length); | ||
| buf.writeBytes(bytes); | ||
| } | ||
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| public static final String readLengthAndString(ByteBuf buf) { | ||
| int length = buf.readInt(); | ||
| if (length == -1) { | ||
| return null; | ||
| } | ||
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| byte[] bytes = new byte[length]; | ||
| buf.readBytes(bytes); | ||
| return new String(bytes, StandardCharsets.UTF_8); | ||
| } | ||
| } |
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| /* | ||
| * Licensed to the Apache Software Foundation (ASF) under one or more | ||
| * contributor license agreements. See the NOTICE file distributed with | ||
| * this work for additional information regarding copyright ownership. | ||
| * The ASF licenses this file to You 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. | ||
| */ | ||
|
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| package org.apache.spark.starshuffle; | ||
|
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| import org.apache.spark.SparkEnv; | ||
| import org.apache.spark.network.buffer.ManagedBuffer; | ||
| import org.apache.spark.network.buffer.NioManagedBuffer; | ||
| import org.apache.spark.network.netty.SparkTransportConf; | ||
| import org.apache.spark.network.shuffle.*; | ||
| import org.apache.spark.network.util.TransportConf; | ||
| import org.apache.spark.storage.BlockId; | ||
| import org.apache.spark.storage.ShuffleBlockId; | ||
| import org.slf4j.Logger; | ||
| import org.slf4j.LoggerFactory; | ||
| import scala.Option; | ||
|
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| import java.io.IOException; | ||
| import java.io.InputStream; | ||
| import java.nio.ByteBuffer; | ||
| import java.util.concurrent.CompletableFuture; | ||
|
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| /** | ||
| * This class fetches shuffle blocks from external storage like S3 | ||
| */ | ||
| public class StarBlockStoreClient extends BlockStoreClient { | ||
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| private static final Logger logger = LoggerFactory.getLogger(StarBlockStoreClient.class); | ||
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| // Fetch shuffle blocks from external shuffle storage. | ||
| // The shuffle location is encoded in the host argument. In the future, we should enhance | ||
| // Spark internal code to support abstraction of shuffle storage location. | ||
| @Override | ||
| public void fetchBlocks(String host, int port, String execId, String[] blockIds, BlockFetchingListener listener, DownloadFileManager downloadFileManager) { | ||
| for (int i = 0; i < blockIds.length; i++) { | ||
| String blockId = blockIds[i]; | ||
| CompletableFuture.runAsync(() -> fetchBlock(host, execId, blockId, listener, downloadFileManager)); | ||
| } | ||
| } | ||
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| private void fetchBlock(String host, String execId, String blockIdStr, BlockFetchingListener listener, DownloadFileManager downloadFileManager) { | ||
| BlockId blockId = BlockId.apply(blockIdStr); | ||
| if (blockId instanceof ShuffleBlockId) { | ||
| ShuffleBlockId shuffleBlockId = (ShuffleBlockId)blockId; | ||
| StarMapResultFileInfo mapResultFileInfo = StarMapResultFileInfo.deserializeFromString(host); | ||
| long offset = 0; | ||
| for (int i = 0; i < shuffleBlockId.reduceId(); i++) { | ||
| offset += mapResultFileInfo.getPartitionLengths()[i]; | ||
| } | ||
| long size = mapResultFileInfo.getPartitionLengths()[shuffleBlockId.reduceId()]; | ||
| StarShuffleFileManager streamProvider = StarUtils.createShuffleFileManager(SparkEnv.get().conf(), | ||
| mapResultFileInfo.getLocation()); | ||
| if (downloadFileManager != null) { | ||
| try (InputStream inputStream = streamProvider.read(mapResultFileInfo.getLocation(), offset, size)) { | ||
| TransportConf transportConf = SparkTransportConf.fromSparkConf( | ||
| SparkEnv.get().conf(), "starShuffle", 1, Option.empty()); | ||
| DownloadFile downloadFile = downloadFileManager.createTempFile(transportConf); | ||
| downloadFileManager.registerTempFileToClean(downloadFile); | ||
| DownloadFileWritableChannel downloadFileWritableChannel = downloadFile.openForWriting(); | ||
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| int bufferSize = 64 * 1024; | ||
| byte[] bytes = new byte[bufferSize]; | ||
| int readBytes = 0; | ||
| while (readBytes < size) { | ||
| int toReadBytes = Math.min((int)size - readBytes, bufferSize); | ||
| int n = inputStream.read(bytes, 0, toReadBytes); | ||
| if (n == -1) { | ||
| throw new RuntimeException(String.format( | ||
| "Failed to read file %s for shuffle block %s, hit end with remaining %s bytes", | ||
| mapResultFileInfo.getLocation(), | ||
| blockId, | ||
| size - readBytes)); | ||
| } | ||
| readBytes += n; | ||
| downloadFileWritableChannel.write(ByteBuffer.wrap(bytes, 0, n)); | ||
| } | ||
| ManagedBuffer managedBuffer = downloadFileWritableChannel.closeAndRead(); | ||
| listener.onBlockFetchSuccess(blockIdStr, managedBuffer); | ||
| } catch (IOException e) { | ||
| throw new RuntimeException(String.format( | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. include the inner exception text in the message and supply the exception as the inner exception in the constructor |
||
| "Failed to read file %s for shuffle block %s", | ||
| mapResultFileInfo.getLocation(), | ||
| blockId)); | ||
| } | ||
| } else { | ||
| try (InputStream inputStream = streamProvider.read(mapResultFileInfo.getLocation(), offset, size)) { | ||
| ByteBuffer byteBuffer = ByteBuffer.allocate((int)size); | ||
| int b = inputStream.read(); | ||
| while (b != -1) { | ||
| byteBuffer.put((byte)b); | ||
| if (byteBuffer.position() == size) { | ||
| break; | ||
| } | ||
| b = inputStream.read(); | ||
| } | ||
| byteBuffer.flip(); | ||
| NioManagedBuffer managedBuffer = new NioManagedBuffer(byteBuffer); | ||
| listener.onBlockFetchSuccess(blockIdStr, managedBuffer); | ||
| } catch (IOException e) { | ||
| throw new RuntimeException(String.format( | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Again, pass on inner exception details.
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Yes, good catch! Will add inner exception! |
||
| "Failed to read file %s for shuffle block %s", | ||
| mapResultFileInfo.getLocation(), | ||
| blockId)); | ||
| } | ||
| } | ||
| logger.info("Fetch blocks: {}, {}", host, execId); | ||
| } else { | ||
| throw new RuntimeException(String.format( | ||
| "%s does not support %s: %s", | ||
| this.getClass().getSimpleName(), | ||
| blockId.getClass().getSimpleName(), | ||
| blockId)); | ||
| } | ||
| } | ||
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| @Override | ||
| public void close() throws IOException { | ||
| logger.info("Close"); | ||
| } | ||
| } | ||
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You should pull in spark-hadoop-cloud and so indirectly get its shaded full aws sdk. yes, it's big, but iat guarantees that it has a consistent set of its own dependencies (http client, jackson etc) and because it includes support for services like STS and s3 events, lets you add new features with guaranteed consistency of aws artifacts.
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Thanks for the suggestion! Yes, I was thinking to use that hadoop library as well, then did not do it due to wanting to start small with this prototype. It sounds a good idea to switch to hadoop library.