MAPREDUCE-2702. Added a new API in OutputCommitter for recovering the outputs of tasks from a crashed job so as to support MR Application Master recovery. Contributed by Sharad Agarwal and Arun C Murthy.

git-svn-id: https://svn.apache.org/repos/asf/hadoop/common/trunk@1179188 13f79535-47bb-0310-9956-ffa450edef68
This commit is contained in:
Vinod Kumar Vavilapalli 2011-10-05 12:15:44 +00:00
parent f24dcb3449
commit f29bfa0e0e
5 changed files with 422 additions and 7 deletions

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@ -347,6 +347,10 @@ Release 0.23.0 - Unreleased
MAPREDUCE-2907. Changed log level for various messages in ResourceManager MAPREDUCE-2907. Changed log level for various messages in ResourceManager
from INFO to DEBUG. (Ravi Prakash via vinodkv) from INFO to DEBUG. (Ravi Prakash via vinodkv)
MAPREDUCE-2702. Added a new API in OutputCommitter for recovering
the outputs of tasks from a crashed job so as to support MR Application
Master recovery. (Sharad Agarwal and Arun C Murthy via vinodkv)
OPTIMIZATIONS OPTIMIZATIONS
MAPREDUCE-2026. Make JobTracker.getJobCounters() and MAPREDUCE-2026. Make JobTracker.getJobCounters() and

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@ -473,4 +473,6 @@ public interface MRJobConfig {
public static final String MAPREDUCE_V2_CHILD_CLASS = public static final String MAPREDUCE_V2_CHILD_CLASS =
"org.apache.hadoop.mapred.YarnChild"; "org.apache.hadoop.mapred.YarnChild";
public static final String APPLICATION_ATTEMPT_ID =
"mapreduce.job.application.attempt.id";
} }

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@ -143,4 +143,35 @@ public abstract void commitTask(TaskAttemptContext taskContext)
*/ */
public abstract void abortTask(TaskAttemptContext taskContext) public abstract void abortTask(TaskAttemptContext taskContext)
throws IOException; throws IOException;
/**
* Is task output recovery supported for restarting jobs?
*
* If task output recovery is supported, job restart can be done more
* efficiently.
*
* @return <code>true</code> if task output recovery is supported,
* <code>false</code> otherwise
* @see #recoverTask(TaskAttemptContext)
*/
public boolean isRecoverySupported() {
return false;
}
/**
* Recover the task output.
*
* The retry-count for the job will be passed via the
* {@link MRJobConfig#APPLICATION_ATTEMPT_ID} key in
* {@link TaskAttemptContext#getConfiguration()} for the
* <code>OutputCommitter</code>.
*
* If an exception is thrown the task will be attempted again.
*
* @param taskContext Context of the task whose output is being recovered
* @throws IOException
*/
public void recoverTask(TaskAttemptContext taskContext)
throws IOException
{}
} }

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@ -35,7 +35,6 @@
import org.apache.hadoop.mapreduce.OutputCommitter; import org.apache.hadoop.mapreduce.OutputCommitter;
import org.apache.hadoop.mapreduce.TaskAttemptContext; import org.apache.hadoop.mapreduce.TaskAttemptContext;
import org.apache.hadoop.mapreduce.TaskAttemptID; import org.apache.hadoop.mapreduce.TaskAttemptID;
import org.apache.hadoop.util.StringUtils;
/** An {@link OutputCommitter} that commits files specified /** An {@link OutputCommitter} that commits files specified
* in job output directory i.e. ${mapreduce.output.fileoutputformat.outputdir}. * in job output directory i.e. ${mapreduce.output.fileoutputformat.outputdir}.
@ -69,9 +68,8 @@ public FileOutputCommitter(Path outputPath,
this.outputPath = outputPath; this.outputPath = outputPath;
outputFileSystem = outputPath.getFileSystem(context.getConfiguration()); outputFileSystem = outputPath.getFileSystem(context.getConfiguration());
workPath = new Path(outputPath, workPath = new Path(outputPath,
(FileOutputCommitter.TEMP_DIR_NAME + Path.SEPARATOR + getTaskAttemptBaseDirName(context))
"_" + context.getTaskAttemptID().toString() .makeQualified(outputFileSystem);
)).makeQualified(outputFileSystem);
} }
} }
@ -82,7 +80,8 @@ public FileOutputCommitter(Path outputPath,
*/ */
public void setupJob(JobContext context) throws IOException { public void setupJob(JobContext context) throws IOException {
if (outputPath != null) { if (outputPath != null) {
Path tmpDir = new Path(outputPath, FileOutputCommitter.TEMP_DIR_NAME); Path tmpDir = new Path(outputPath, getJobAttemptBaseDirName(context) +
Path.SEPARATOR + FileOutputCommitter.TEMP_DIR_NAME);
FileSystem fileSys = tmpDir.getFileSystem(context.getConfiguration()); FileSystem fileSys = tmpDir.getFileSystem(context.getConfiguration());
if (!fileSys.mkdirs(tmpDir)) { if (!fileSys.mkdirs(tmpDir)) {
LOG.error("Mkdirs failed to create " + tmpDir.toString()); LOG.error("Mkdirs failed to create " + tmpDir.toString());
@ -106,11 +105,27 @@ private void markOutputDirSuccessful(MRJobConfig context) throws IOException {
} }
/** /**
* Move all job output to the final place.
* Delete the temporary directory, including all of the work directories. * Delete the temporary directory, including all of the work directories.
* Create a _SUCCESS file to make it as successful. * Create a _SUCCESS file to make it as successful.
* @param context the job's context * @param context the job's context
*/ */
public void commitJob(JobContext context) throws IOException { public void commitJob(JobContext context) throws IOException {
//delete the task temp directory from the current jobtempdir
Path tmpDir = new Path(outputPath, getJobAttemptBaseDirName(context) +
Path.SEPARATOR + FileOutputCommitter.TEMP_DIR_NAME);
FileSystem fileSys = tmpDir.getFileSystem(context.getConfiguration());
if (fileSys.exists(tmpDir)) {
fileSys.delete(tmpDir, true);
} else {
LOG.warn("Task temp dir could not be deleted " + tmpDir);
}
//move the job output to final place
Path jobOutputPath =
new Path(outputPath, getJobAttemptBaseDirName(context));
moveJobOutputs(outputFileSystem, outputPath, jobOutputPath);
// delete the _temporary folder and create a _done file in the o/p folder // delete the _temporary folder and create a _done file in the o/p folder
cleanupJob(context); cleanupJob(context);
if (shouldMarkOutputDir(context.getConfiguration())) { if (shouldMarkOutputDir(context.getConfiguration())) {
@ -118,6 +133,31 @@ public void commitJob(JobContext context) throws IOException {
} }
} }
private void moveJobOutputs(FileSystem fs,
Path finalOutputDir, Path jobOutput) throws IOException {
if (fs.isFile(jobOutput)) {
Path finalOutputPath = getFinalPath(finalOutputDir, jobOutput, jobOutput);
if (!fs.rename(jobOutput, finalOutputPath)) {
if (!fs.delete(finalOutputPath, true)) {
throw new IOException("Failed to delete earlier output of job");
}
if (!fs.rename(jobOutput, finalOutputPath)) {
throw new IOException("Failed to save output of job");
}
}
LOG.debug("Moved " + jobOutput + " to " + finalOutputPath);
} else if (fs.getFileStatus(jobOutput).isDirectory()) {
FileStatus[] paths = fs.listStatus(jobOutput);
Path finalOutputPath = getFinalPath(finalOutputDir, jobOutput, jobOutput);
fs.mkdirs(finalOutputPath);
if (paths != null) {
for (FileStatus path : paths) {
moveJobOutputs(fs, finalOutputDir, path.getPath());
}
}
}
}
@Override @Override
@Deprecated @Deprecated
public void cleanupJob(JobContext context) throws IOException { public void cleanupJob(JobContext context) throws IOException {
@ -163,8 +203,10 @@ public void commitTask(TaskAttemptContext context)
if (workPath != null) { if (workPath != null) {
context.progress(); context.progress();
if (outputFileSystem.exists(workPath)) { if (outputFileSystem.exists(workPath)) {
// Move the task outputs to their final place // Move the task outputs to the current job attempt output dir
moveTaskOutputs(context, outputFileSystem, outputPath, workPath); Path jobOutputPath =
new Path(outputPath, getJobAttemptBaseDirName(context));
moveTaskOutputs(context, outputFileSystem, jobOutputPath, workPath);
// Delete the temporary task-specific output directory // Delete the temporary task-specific output directory
if (!outputFileSystem.delete(workPath, true)) { if (!outputFileSystem.delete(workPath, true)) {
LOG.warn("Failed to delete the temporary output" + LOG.warn("Failed to delete the temporary output" +
@ -271,4 +313,50 @@ public boolean needsTaskCommit(TaskAttemptContext context
public Path getWorkPath() throws IOException { public Path getWorkPath() throws IOException {
return workPath; return workPath;
} }
@Override
public boolean isRecoverySupported() {
return true;
}
@Override
public void recoverTask(TaskAttemptContext context)
throws IOException {
context.progress();
Path jobOutputPath =
new Path(outputPath, getJobAttemptBaseDirName(context));
int previousAttempt =
context.getConfiguration().getInt(
MRJobConfig.APPLICATION_ATTEMPT_ID, 0) - 1;
if (previousAttempt < 0) {
throw new IOException ("Cannot recover task output for first attempt...");
}
Path pathToRecover =
new Path(outputPath, getJobAttemptBaseDirName(previousAttempt));
if (outputFileSystem.exists(pathToRecover)) {
// Move the task outputs to their final place
moveJobOutputs(outputFileSystem, jobOutputPath, pathToRecover);
LOG.info("Saved output of job to " + jobOutputPath);
}
}
protected static String getJobAttemptBaseDirName(JobContext context) {
int appAttemptId =
context.getConfiguration().getInt(
MRJobConfig.APPLICATION_ATTEMPT_ID, 0);
return getJobAttemptBaseDirName(appAttemptId);
}
protected static String getJobAttemptBaseDirName(int appAttemptId) {
return FileOutputCommitter.TEMP_DIR_NAME + Path.SEPARATOR +
+ appAttemptId;
}
protected static String getTaskAttemptBaseDirName(
TaskAttemptContext context) {
return getJobAttemptBaseDirName(context) + Path.SEPARATOR +
FileOutputCommitter.TEMP_DIR_NAME + Path.SEPARATOR +
"_" + context.getTaskAttemptID().toString();
}
} }

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@ -0,0 +1,290 @@
/**
* 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.hadoop.mapreduce.lib.output;
import java.io.File;
import java.io.FileInputStream;
import java.io.IOException;
import java.net.URI;
import junit.framework.TestCase;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.FileUtil;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.fs.RawLocalFileSystem;
import org.apache.hadoop.io.NullWritable;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Job;
import org.apache.hadoop.mapreduce.JobContext;
import org.apache.hadoop.mapreduce.JobStatus;
import org.apache.hadoop.mapreduce.MRJobConfig;
import org.apache.hadoop.mapreduce.RecordWriter;
import org.apache.hadoop.mapreduce.TaskAttemptContext;
import org.apache.hadoop.mapreduce.TaskAttemptID;
import org.apache.hadoop.mapreduce.task.JobContextImpl;
import org.apache.hadoop.mapreduce.task.TaskAttemptContextImpl;
@SuppressWarnings("unchecked")
public class TestFileOutputCommitter extends TestCase {
private static Path outDir = new Path(System.getProperty("test.build.data",
"/tmp"), "output");
// A random task attempt id for testing.
private static String attempt = "attempt_200707121733_0001_m_000000_0";
private static String partFile = "part-m-00000";
private static TaskAttemptID taskID = TaskAttemptID.forName(attempt);
private Text key1 = new Text("key1");
private Text key2 = new Text("key2");
private Text val1 = new Text("val1");
private Text val2 = new Text("val2");
private void writeOutput(RecordWriter theRecordWriter,
TaskAttemptContext context) throws IOException, InterruptedException {
NullWritable nullWritable = NullWritable.get();
try {
theRecordWriter.write(key1, val1);
theRecordWriter.write(null, nullWritable);
theRecordWriter.write(null, val1);
theRecordWriter.write(nullWritable, val2);
theRecordWriter.write(key2, nullWritable);
theRecordWriter.write(key1, null);
theRecordWriter.write(null, null);
theRecordWriter.write(key2, val2);
} finally {
theRecordWriter.close(context);
}
}
public void testRecovery() throws Exception {
Job job = Job.getInstance();
FileOutputFormat.setOutputPath(job, outDir);
Configuration conf = job.getConfiguration();
conf.set(MRJobConfig.TASK_ATTEMPT_ID, attempt);
conf.setInt(MRJobConfig.APPLICATION_ATTEMPT_ID, 1);
JobContext jContext = new JobContextImpl(conf, taskID.getJobID());
TaskAttemptContext tContext = new TaskAttemptContextImpl(conf, taskID);
FileOutputCommitter committer = new FileOutputCommitter(outDir, tContext);
// setup
committer.setupJob(jContext);
committer.setupTask(tContext);
// write output
TextOutputFormat theOutputFormat = new TextOutputFormat();
RecordWriter theRecordWriter = theOutputFormat.getRecordWriter(tContext);
writeOutput(theRecordWriter, tContext);
// do commit
committer.commitTask(tContext);
Path jobTempDir1 = new Path(outDir,
FileOutputCommitter.getJobAttemptBaseDirName(
conf.getInt(MRJobConfig.APPLICATION_ATTEMPT_ID, 0)));
assertTrue((new File(jobTempDir1.toString()).exists()));
validateContent(jobTempDir1);
//now while running the second app attempt,
//recover the task output from first attempt
Configuration conf2 = job.getConfiguration();
conf2.set(MRJobConfig.TASK_ATTEMPT_ID, attempt);
conf2.setInt(MRJobConfig.APPLICATION_ATTEMPT_ID, 2);
JobContext jContext2 = new JobContextImpl(conf2, taskID.getJobID());
TaskAttemptContext tContext2 = new TaskAttemptContextImpl(conf2, taskID);
FileOutputCommitter committer2 = new FileOutputCommitter(outDir, tContext2);
committer.setupJob(tContext2);
Path jobTempDir2 = new Path(outDir,
FileOutputCommitter.getJobAttemptBaseDirName(
conf2.getInt(MRJobConfig.APPLICATION_ATTEMPT_ID, 0)));
assertTrue((new File(jobTempDir2.toString()).exists()));
tContext2.getConfiguration().setInt(MRJobConfig.APPLICATION_ATTEMPT_ID, 2);
committer2.recoverTask(tContext2);
validateContent(jobTempDir2);
committer2.commitJob(jContext2);
validateContent(outDir);
FileUtil.fullyDelete(new File(outDir.toString()));
}
private void validateContent(Path dir) throws IOException {
File expectedFile = new File(new Path(dir, partFile).toString());
StringBuffer expectedOutput = new StringBuffer();
expectedOutput.append(key1).append('\t').append(val1).append("\n");
expectedOutput.append(val1).append("\n");
expectedOutput.append(val2).append("\n");
expectedOutput.append(key2).append("\n");
expectedOutput.append(key1).append("\n");
expectedOutput.append(key2).append('\t').append(val2).append("\n");
String output = slurp(expectedFile);
assertEquals(output, expectedOutput.toString());
}
public void testCommitter() throws Exception {
Job job = Job.getInstance();
FileOutputFormat.setOutputPath(job, outDir);
Configuration conf = job.getConfiguration();
conf.set(MRJobConfig.TASK_ATTEMPT_ID, attempt);
JobContext jContext = new JobContextImpl(conf, taskID.getJobID());
TaskAttemptContext tContext = new TaskAttemptContextImpl(conf, taskID);
FileOutputCommitter committer = new FileOutputCommitter(outDir, tContext);
// setup
committer.setupJob(jContext);
committer.setupTask(tContext);
// write output
TextOutputFormat theOutputFormat = new TextOutputFormat();
RecordWriter theRecordWriter = theOutputFormat.getRecordWriter(tContext);
writeOutput(theRecordWriter, tContext);
// do commit
committer.commitTask(tContext);
committer.commitJob(jContext);
// validate output
validateContent(outDir);
FileUtil.fullyDelete(new File(outDir.toString()));
}
public void testAbort() throws IOException, InterruptedException {
Job job = Job.getInstance();
FileOutputFormat.setOutputPath(job, outDir);
Configuration conf = job.getConfiguration();
conf.set(MRJobConfig.TASK_ATTEMPT_ID, attempt);
JobContext jContext = new JobContextImpl(conf, taskID.getJobID());
TaskAttemptContext tContext = new TaskAttemptContextImpl(conf, taskID);
FileOutputCommitter committer = new FileOutputCommitter(outDir, tContext);
// do setup
committer.setupJob(jContext);
committer.setupTask(tContext);
// write output
TextOutputFormat theOutputFormat = new TextOutputFormat();
RecordWriter theRecordWriter = theOutputFormat.getRecordWriter(tContext);
writeOutput(theRecordWriter, tContext);
// do abort
committer.abortTask(tContext);
File expectedFile = new File(new Path(committer.getWorkPath(), partFile)
.toString());
assertFalse("task temp dir still exists", expectedFile.exists());
committer.abortJob(jContext, JobStatus.State.FAILED);
expectedFile = new File(new Path(outDir, FileOutputCommitter.TEMP_DIR_NAME)
.toString());
assertFalse("job temp dir still exists", expectedFile.exists());
assertEquals("Output directory not empty", 0, new File(outDir.toString())
.listFiles().length);
FileUtil.fullyDelete(new File(outDir.toString()));
}
public static class FakeFileSystem extends RawLocalFileSystem {
public FakeFileSystem() {
super();
}
public URI getUri() {
return URI.create("faildel:///");
}
@Override
public boolean delete(Path p, boolean recursive) throws IOException {
throw new IOException("fake delete failed");
}
}
public void testFailAbort() throws IOException, InterruptedException {
Job job = Job.getInstance();
Configuration conf = job.getConfiguration();
conf.set(FileSystem.FS_DEFAULT_NAME_KEY, "faildel:///");
conf.setClass("fs.faildel.impl", FakeFileSystem.class, FileSystem.class);
conf.set(MRJobConfig.TASK_ATTEMPT_ID, attempt);
conf.setInt(MRJobConfig.APPLICATION_ATTEMPT_ID, 1);
FileOutputFormat.setOutputPath(job, outDir);
JobContext jContext = new JobContextImpl(conf, taskID.getJobID());
TaskAttemptContext tContext = new TaskAttemptContextImpl(conf, taskID);
FileOutputCommitter committer = new FileOutputCommitter(outDir, tContext);
// do setup
committer.setupJob(jContext);
committer.setupTask(tContext);
// write output
TextOutputFormat<?, ?> theOutputFormat = new TextOutputFormat();
RecordWriter<?, ?> theRecordWriter = theOutputFormat
.getRecordWriter(tContext);
writeOutput(theRecordWriter, tContext);
// do abort
Throwable th = null;
try {
committer.abortTask(tContext);
} catch (IOException ie) {
th = ie;
}
assertNotNull(th);
assertTrue(th instanceof IOException);
assertTrue(th.getMessage().contains("fake delete failed"));
File jobTmpDir = new File(new Path(outDir,
FileOutputCommitter.TEMP_DIR_NAME + Path.SEPARATOR +
conf.getInt(MRJobConfig.APPLICATION_ATTEMPT_ID, 0) +
Path.SEPARATOR +
FileOutputCommitter.TEMP_DIR_NAME).toString());
File taskTmpDir = new File(jobTmpDir, "_" + taskID);
File expectedFile = new File(taskTmpDir, partFile);
assertTrue(expectedFile + " does not exists", expectedFile.exists());
th = null;
try {
committer.abortJob(jContext, JobStatus.State.FAILED);
} catch (IOException ie) {
th = ie;
}
assertNotNull(th);
assertTrue(th instanceof IOException);
assertTrue(th.getMessage().contains("fake delete failed"));
assertTrue("job temp dir does not exists", jobTmpDir.exists());
FileUtil.fullyDelete(new File(outDir.toString()));
}
public static String slurp(File f) throws IOException {
int len = (int) f.length();
byte[] buf = new byte[len];
FileInputStream in = new FileInputStream(f);
String contents = null;
try {
in.read(buf, 0, len);
contents = new String(buf, "UTF-8");
} finally {
in.close();
}
return contents;
}
}