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author | Aaron Davidson <aaron@databricks.com> | 2014-11-06 18:39:14 -0800 |
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committer | Reynold Xin <rxin@databricks.com> | 2014-11-06 18:39:14 -0800 |
commit | f165b2bbf5d4acf34d826fa55b900f5bbc295654 (patch) | |
tree | 083430602410d4d9c1884b2092aa599a24cc35a4 /network/shuffle/src/main | |
parent | 6e9ef10fd7446a11f37446c961916ba2a8e02cb8 (diff) | |
download | spark-f165b2bbf5d4acf34d826fa55b900f5bbc295654.tar.gz spark-f165b2bbf5d4acf34d826fa55b900f5bbc295654.tar.bz2 spark-f165b2bbf5d4acf34d826fa55b900f5bbc295654.zip |
[SPARK-4188] [Core] Perform network-level retry of shuffle file fetches
This adds a RetryingBlockFetcher to the NettyBlockTransferService which is wrapped around our typical OneForOneBlockFetcher, adding retry logic in the event of an IOException.
This sort of retry allows us to avoid marking an entire executor as failed due to garbage collection or high network load.
TODO:
- [x] unit tests
- [x] put in ExternalShuffleClient too
Author: Aaron Davidson <aaron@databricks.com>
Closes #3101 from aarondav/retry and squashes the following commits:
72a2a32 [Aaron Davidson] Add that we should remove the condition around the retry thingy
c7fd107 [Aaron Davidson] Fix unit tests
e80e4c2 [Aaron Davidson] Address initial comments
6f594cd [Aaron Davidson] Fix unit test
05ff43c [Aaron Davidson] Add to external shuffle client and add unit test
66e5a24 [Aaron Davidson] [SPARK-4238] [Core] Perform network-level retry of shuffle file fetches
Diffstat (limited to 'network/shuffle/src/main')
3 files changed, 263 insertions, 11 deletions
diff --git a/network/shuffle/src/main/java/org/apache/spark/network/shuffle/ExternalShuffleClient.java b/network/shuffle/src/main/java/org/apache/spark/network/shuffle/ExternalShuffleClient.java index 3aa95d00f6..27884b82c8 100644 --- a/network/shuffle/src/main/java/org/apache/spark/network/shuffle/ExternalShuffleClient.java +++ b/network/shuffle/src/main/java/org/apache/spark/network/shuffle/ExternalShuffleClient.java @@ -17,6 +17,7 @@ package org.apache.spark.network.shuffle; +import java.io.IOException; import java.util.List; import com.google.common.collect.Lists; @@ -76,17 +77,33 @@ public class ExternalShuffleClient extends ShuffleClient { @Override public void fetchBlocks( - String host, - int port, - String execId, + final String host, + final int port, + final String execId, String[] blockIds, BlockFetchingListener listener) { assert appId != null : "Called before init()"; logger.debug("External shuffle fetch from {}:{} (executor id {})", host, port, execId); try { - TransportClient client = clientFactory.createClient(host, port); - new OneForOneBlockFetcher(client, blockIds, listener) - .start(new ExternalShuffleMessages.OpenShuffleBlocks(appId, execId, blockIds)); + RetryingBlockFetcher.BlockFetchStarter blockFetchStarter = + new RetryingBlockFetcher.BlockFetchStarter() { + @Override + public void createAndStart(String[] blockIds, BlockFetchingListener listener) + throws IOException { + TransportClient client = clientFactory.createClient(host, port); + new OneForOneBlockFetcher(client, blockIds, listener) + .start(new ExternalShuffleMessages.OpenShuffleBlocks(appId, execId, blockIds)); + } + }; + + int maxRetries = conf.maxIORetries(); + if (maxRetries > 0) { + // Note this Fetcher will correctly handle maxRetries == 0; we avoid it just in case there's + // a bug in this code. We should remove the if statement once we're sure of the stability. + new RetryingBlockFetcher(conf, blockFetchStarter, blockIds, listener).start(); + } else { + blockFetchStarter.createAndStart(blockIds, listener); + } } catch (Exception e) { logger.error("Exception while beginning fetchBlocks", e); for (String blockId : blockIds) { @@ -108,7 +125,7 @@ public class ExternalShuffleClient extends ShuffleClient { String host, int port, String execId, - ExecutorShuffleInfo executorInfo) { + ExecutorShuffleInfo executorInfo) throws IOException { assert appId != null : "Called before init()"; TransportClient client = clientFactory.createClient(host, port); byte[] registerExecutorMessage = diff --git a/network/shuffle/src/main/java/org/apache/spark/network/shuffle/OneForOneBlockFetcher.java b/network/shuffle/src/main/java/org/apache/spark/network/shuffle/OneForOneBlockFetcher.java index 39b6f30f92..9e77a1f68c 100644 --- a/network/shuffle/src/main/java/org/apache/spark/network/shuffle/OneForOneBlockFetcher.java +++ b/network/shuffle/src/main/java/org/apache/spark/network/shuffle/OneForOneBlockFetcher.java @@ -51,9 +51,6 @@ public class OneForOneBlockFetcher { TransportClient client, String[] blockIds, BlockFetchingListener listener) { - if (blockIds.length == 0) { - throw new IllegalArgumentException("Zero-sized blockIds array"); - } this.client = client; this.blockIds = blockIds; this.listener = listener; @@ -82,6 +79,10 @@ public class OneForOneBlockFetcher { * {@link ShuffleStreamHandle}. We will send all fetch requests immediately, without throttling. */ public void start(Object openBlocksMessage) { + if (blockIds.length == 0) { + throw new IllegalArgumentException("Zero-sized blockIds array"); + } + client.sendRpc(JavaUtils.serialize(openBlocksMessage), new RpcResponseCallback() { @Override public void onSuccess(byte[] response) { @@ -95,7 +96,7 @@ public class OneForOneBlockFetcher { client.fetchChunk(streamHandle.streamId, i, chunkCallback); } } catch (Exception e) { - logger.error("Failed while starting block fetches", e); + logger.error("Failed while starting block fetches after success", e); failRemainingBlocks(blockIds, e); } } diff --git a/network/shuffle/src/main/java/org/apache/spark/network/shuffle/RetryingBlockFetcher.java b/network/shuffle/src/main/java/org/apache/spark/network/shuffle/RetryingBlockFetcher.java new file mode 100644 index 0000000000..f8a1a26686 --- /dev/null +++ b/network/shuffle/src/main/java/org/apache/spark/network/shuffle/RetryingBlockFetcher.java @@ -0,0 +1,234 @@ +/* + * 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. + */ + +package org.apache.spark.network.shuffle; + +import java.io.IOException; +import java.util.Collections; +import java.util.LinkedHashSet; +import java.util.concurrent.ExecutorService; +import java.util.concurrent.Executors; +import java.util.concurrent.TimeUnit; + +import com.google.common.collect.Sets; +import com.google.common.util.concurrent.Uninterruptibles; +import org.slf4j.Logger; +import org.slf4j.LoggerFactory; + +import org.apache.spark.network.buffer.ManagedBuffer; +import org.apache.spark.network.util.NettyUtils; +import org.apache.spark.network.util.TransportConf; + +/** + * Wraps another BlockFetcher with the ability to automatically retry fetches which fail due to + * IOExceptions, which we hope are due to transient network conditions. + * + * This fetcher provides stronger guarantees regarding the parent BlockFetchingListener. In + * particular, the listener will be invoked exactly once per blockId, with a success or failure. + */ +public class RetryingBlockFetcher { + + /** + * Used to initiate the first fetch for all blocks, and subsequently for retrying the fetch on any + * remaining blocks. + */ + public static interface BlockFetchStarter { + /** + * Creates a new BlockFetcher to fetch the given block ids which may do some synchronous + * bootstrapping followed by fully asynchronous block fetching. + * The BlockFetcher must eventually invoke the Listener on every input blockId, or else this + * method must throw an exception. + * + * This method should always attempt to get a new TransportClient from the + * {@link org.apache.spark.network.client.TransportClientFactory} in order to fix connection + * issues. + */ + void createAndStart(String[] blockIds, BlockFetchingListener listener) throws IOException; + } + + /** Shared executor service used for waiting and retrying. */ + private static final ExecutorService executorService = Executors.newCachedThreadPool( + NettyUtils.createThreadFactory("Block Fetch Retry")); + + private final Logger logger = LoggerFactory.getLogger(RetryingBlockFetcher.class); + + /** Used to initiate new Block Fetches on our remaining blocks. */ + private final BlockFetchStarter fetchStarter; + + /** Parent listener which we delegate all successful or permanently failed block fetches to. */ + private final BlockFetchingListener listener; + + /** Max number of times we are allowed to retry. */ + private final int maxRetries; + + /** Milliseconds to wait before each retry. */ + private final int retryWaitTime; + + // NOTE: + // All of our non-final fields are synchronized under 'this' and should only be accessed/mutated + // while inside a synchronized block. + /** Number of times we've attempted to retry so far. */ + private int retryCount = 0; + + /** + * Set of all block ids which have not been fetched successfully or with a non-IO Exception. + * A retry involves requesting every outstanding block. Note that since this is a LinkedHashSet, + * input ordering is preserved, so we always request blocks in the same order the user provided. + */ + private final LinkedHashSet<String> outstandingBlocksIds; + + /** + * The BlockFetchingListener that is active with our current BlockFetcher. + * When we start a retry, we immediately replace this with a new Listener, which causes all any + * old Listeners to ignore all further responses. + */ + private RetryingBlockFetchListener currentListener; + + public RetryingBlockFetcher( + TransportConf conf, + BlockFetchStarter fetchStarter, + String[] blockIds, + BlockFetchingListener listener) { + this.fetchStarter = fetchStarter; + this.listener = listener; + this.maxRetries = conf.maxIORetries(); + this.retryWaitTime = conf.ioRetryWaitTime(); + this.outstandingBlocksIds = Sets.newLinkedHashSet(); + Collections.addAll(outstandingBlocksIds, blockIds); + this.currentListener = new RetryingBlockFetchListener(); + } + + /** + * Initiates the fetch of all blocks provided in the constructor, with possible retries in the + * event of transient IOExceptions. + */ + public void start() { + fetchAllOutstanding(); + } + + /** + * Fires off a request to fetch all blocks that have not been fetched successfully or permanently + * failed (i.e., by a non-IOException). + */ + private void fetchAllOutstanding() { + // Start by retrieving our shared state within a synchronized block. + String[] blockIdsToFetch; + int numRetries; + RetryingBlockFetchListener myListener; + synchronized (this) { + blockIdsToFetch = outstandingBlocksIds.toArray(new String[outstandingBlocksIds.size()]); + numRetries = retryCount; + myListener = currentListener; + } + + // Now initiate the fetch on all outstanding blocks, possibly initiating a retry if that fails. + try { + fetchStarter.createAndStart(blockIdsToFetch, myListener); + } catch (Exception e) { + logger.error(String.format("Exception while beginning fetch of %s outstanding blocks %s", + blockIdsToFetch.length, numRetries > 0 ? "(after " + numRetries + " retries)" : ""), e); + + if (shouldRetry(e)) { + initiateRetry(); + } else { + for (String bid : blockIdsToFetch) { + listener.onBlockFetchFailure(bid, e); + } + } + } + } + + /** + * Lightweight method which initiates a retry in a different thread. The retry will involve + * calling fetchAllOutstanding() after a configured wait time. + */ + private synchronized void initiateRetry() { + retryCount += 1; + currentListener = new RetryingBlockFetchListener(); + + logger.info("Retrying fetch ({}/{}) for {} outstanding blocks after {} ms", + retryCount, maxRetries, outstandingBlocksIds.size(), retryWaitTime); + + executorService.submit(new Runnable() { + @Override + public void run() { + Uninterruptibles.sleepUninterruptibly(retryWaitTime, TimeUnit.MILLISECONDS); + fetchAllOutstanding(); + } + }); + } + + /** + * Returns true if we should retry due a block fetch failure. We will retry if and only if + * the exception was an IOException and we haven't retried 'maxRetries' times already. + */ + private synchronized boolean shouldRetry(Throwable e) { + boolean isIOException = e instanceof IOException + || (e.getCause() != null && e.getCause() instanceof IOException); + boolean hasRemainingRetries = retryCount < maxRetries; + return isIOException && hasRemainingRetries; + } + + /** + * Our RetryListener intercepts block fetch responses and forwards them to our parent listener. + * Note that in the event of a retry, we will immediately replace the 'currentListener' field, + * indicating that any responses from non-current Listeners should be ignored. + */ + private class RetryingBlockFetchListener implements BlockFetchingListener { + @Override + public void onBlockFetchSuccess(String blockId, ManagedBuffer data) { + // We will only forward this success message to our parent listener if this block request is + // outstanding and we are still the active listener. + boolean shouldForwardSuccess = false; + synchronized (RetryingBlockFetcher.this) { + if (this == currentListener && outstandingBlocksIds.contains(blockId)) { + outstandingBlocksIds.remove(blockId); + shouldForwardSuccess = true; + } + } + + // Now actually invoke the parent listener, outside of the synchronized block. + if (shouldForwardSuccess) { + listener.onBlockFetchSuccess(blockId, data); + } + } + + @Override + public void onBlockFetchFailure(String blockId, Throwable exception) { + // We will only forward this failure to our parent listener if this block request is + // outstanding, we are still the active listener, AND we cannot retry the fetch. + boolean shouldForwardFailure = false; + synchronized (RetryingBlockFetcher.this) { + if (this == currentListener && outstandingBlocksIds.contains(blockId)) { + if (shouldRetry(exception)) { + initiateRetry(); + } else { + logger.error(String.format("Failed to fetch block %s, and will not retry (%s retries)", + blockId, retryCount), exception); + outstandingBlocksIds.remove(blockId); + shouldForwardFailure = true; + } + } + } + + // Now actually invoke the parent listener, outside of the synchronized block. + if (shouldForwardFailure) { + listener.onBlockFetchFailure(blockId, exception); + } + } + } +} |