hadoop DistributedCacheEmulator 源码
haddop DistributedCacheEmulator 代码
文件路径：/hadoop-tools/hadoop-gridmix/src/main/java/org/apache/hadoop/mapred/gridmix/DistributedCacheEmulator.java
/**
* 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
* <p/>
* http://www.apache.org/licenses/LICENSE-2.0
* <p/>
* 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.mapred.gridmix;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.apache.hadoop.classification.InterfaceAudience;
import org.apache.hadoop.classification.InterfaceStability;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.conf.Configuration.DeprecationDelta;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.fs.permission.FsAction;
import org.apache.hadoop.fs.permission.FsPermission;
import org.apache.hadoop.io.BytesWritable;
import org.apache.hadoop.io.LongWritable;
import org.apache.hadoop.io.MD5Hash;
import org.apache.hadoop.io.SequenceFile;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapreduce.MRJobConfig;
import org.apache.hadoop.tools.rumen.JobStory;
import org.apache.hadoop.tools.rumen.JobStoryProducer;
import org.apache.hadoop.tools.rumen.Pre21JobHistoryConstants;
import java.io.IOException;
import java.net.URI;
import java.net.URISyntaxException;
import java.nio.charset.Charset;
import java.util.ArrayList;
import java.util.Collections;
import java.util.Comparator;
import java.util.HashMap;
import java.util.Iterator;
import java.util.List;
import java.util.Map;
/**
* Emulation of Distributed Cache Usage in gridmix.
* <br> Emulation of Distributed Cache Load in gridmix will put load on
* TaskTrackers and affects execution time of tasks because of localization of
* distributed cache files by TaskTrackers.
* <br> Gridmix creates distributed cache files for simulated jobs by launching
* a MapReduce job {@link GenerateDistCacheData} in advance i.e. before
* launching simulated jobs.
* <br> The distributed cache file paths used in the original cluster are mapped
* to unique file names in the simulated cluster.
* <br> All HDFS-based distributed cache files generated by gridmix are
* public distributed cache files. But Gridmix makes sure that load incurred due
* to localization of private distributed cache files on the original cluster
* is also faithfully simulated. Gridmix emulates the load due to private
* distributed cache files by mapping private distributed cache files of
* different users in the original cluster to different public distributed cache
* files in the simulated cluster.
*
* <br> The configuration properties like
* {@link MRJobConfig#CACHE_FILES}, {@link MRJobConfig#CACHE_FILE_VISIBILITIES},
* {@link MRJobConfig#CACHE_FILES_SIZES} and
* {@link MRJobConfig#CACHE_FILE_TIMESTAMPS} obtained from trace are used to
* decide
* <li> file size of each distributed cache file to be generated
* <li> whether a distributed cache file is already seen in this trace file
* <li> whether a distributed cache file was considered public or private.
* <br>
* <br> Gridmix configures these generated files as distributed cache files for
* the simulated jobs.
*/
@InterfaceAudience.Private
@InterfaceStability.Evolving
class DistributedCacheEmulator {
private static final Logger LOG =
LoggerFactory.getLogger(DistributedCacheEmulator.class);
static final long AVG_BYTES_PER_MAP = 128 * 1024 * 1024L;// 128MB
private Path distCachePath;
/**
* Map between simulated cluster's distributed cache file paths and their
* file sizes. Unique distributed cache files are entered into this map.
* 2 distributed cache files are considered same if and only if their
* file paths, visibilities and timestamps are same.
*/
private Map<String, Long> distCacheFiles = new HashMap<String, Long>();
/**
* Configuration property for whether gridmix should emulate
* distributed cache usage or not. Default value is true.
*/
static final String GRIDMIX_EMULATE_DISTRIBUTEDCACHE =
"gridmix.distributed-cache-emulation.enable";
// Whether to emulate distributed cache usage or not
boolean emulateDistributedCache = true;
// Whether to generate distributed cache data or not
boolean generateDistCacheData = false;
Configuration conf; // gridmix configuration
private static final Charset charsetUTF8 = Charset.forName("UTF-8");
// Pseudo local file system where local FS based distributed cache files are
// created by gridmix.
FileSystem pseudoLocalFs = null;
{
// Need to handle deprecation of these MapReduce-internal configuration
// properties as MapReduce doesn't handle their deprecation.
Configuration.addDeprecations(new DeprecationDelta[] {
new DeprecationDelta("mapred.cache.files.filesizes",
MRJobConfig.CACHE_FILES_SIZES),
new DeprecationDelta("mapred.cache.files.visibilities",
MRJobConfig.CACHE_FILE_VISIBILITIES)
});
}
/**
* @param conf gridmix configuration
* @param ioPath <ioPath>/distributedCache/ is the gridmix Distributed
* Cache directory
*/
public DistributedCacheEmulator(Configuration conf, Path ioPath) {
this.conf = conf;
distCachePath = new Path(ioPath, "distributedCache");
this.conf.setClass("fs.pseudo.impl", PseudoLocalFs.class, FileSystem.class);
}
/**
* This is to be called before any other method of DistributedCacheEmulator.
* <br> Checks if emulation of distributed cache load is needed and is feasible.
* Sets the flags generateDistCacheData and emulateDistributedCache to the
* appropriate values.
* <br> Gridmix does not emulate distributed cache load if
* <ol><li> the specific gridmix job type doesn't need emulation of
* distributed cache load OR
* <li> the trace is coming from a stream instead of file OR
* <li> the distributed cache dir where distributed cache data is to be
* generated by gridmix is on local file system OR
* <li> execute permission is not there for any of the ascendant directories
* of <ioPath> till root. This is because for emulation of distributed
* cache load, distributed cache files created under
* <ioPath/distributedCache/> should be considered by hadoop
* as public distributed cache files.
* <li> creation of pseudo local file system fails.</ol>
* <br> For (2), (3), (4) and (5), generation of distributed cache data
* is also disabled.
*
* @param traceIn trace file path. If this is '-', then trace comes from the
* stream stdin.
* @param jobCreator job creator of gridmix jobs of a specific type
* @param generate true if -generate option was specified
* @throws IOException
*/
void init(String traceIn, JobCreator jobCreator, boolean generate)
throws IOException {
emulateDistributedCache = jobCreator.canEmulateDistCacheLoad()
&& conf.getBoolean(GRIDMIX_EMULATE_DISTRIBUTEDCACHE, true);
generateDistCacheData = generate;
if (generateDistCacheData || emulateDistributedCache) {
if ("-".equals(traceIn)) {// trace is from stdin
LOG.warn("Gridmix will not emulate Distributed Cache load because "
+ "the input trace source is a stream instead of file.");
emulateDistributedCache = generateDistCacheData = false;
} else if (FileSystem.getLocal(conf).getUri().getScheme().equals(
distCachePath.toUri().getScheme())) {// local FS
LOG.warn("Gridmix will not emulate Distributed Cache load because "
+ "<iopath> provided is on local file system.");
emulateDistributedCache = generateDistCacheData = false;
} else {
// Check if execute permission is there for all the ascendant
// directories of distCachePath till root.
FileSystem fs = FileSystem.get(conf);
Path cur = distCachePath.getParent();
while (cur != null) {
if (cur.toString().length() > 0) {
FsPermission perm = fs.getFileStatus(cur).getPermission();
if (!perm.getOtherAction().and(FsAction.EXECUTE).equals(
FsAction.EXECUTE)) {
LOG.warn("Gridmix will not emulate Distributed Cache load "
+ "because the ascendant directory (of distributed cache "
+ "directory) " + cur + " doesn't have execute permission "
+ "for others.");
emulateDistributedCache = generateDistCacheData = false;
break;
}
}
cur = cur.getParent();
}
}
}
// Check if pseudo local file system can be created
try {
pseudoLocalFs = FileSystem.get(new URI("pseudo:///"), conf);
} catch (URISyntaxException e) {
LOG.warn("Gridmix will not emulate Distributed Cache load because "
+ "creation of pseudo local file system failed.");
e.printStackTrace();
emulateDistributedCache = generateDistCacheData = false;
return;
}
}
/**
* @return true if gridmix should emulate distributed cache load
*/
boolean shouldEmulateDistCacheLoad() {
return emulateDistributedCache;
}
/**
* @return true if gridmix should generate distributed cache data
*/
boolean shouldGenerateDistCacheData() {
return generateDistCacheData;
}
/**
* @return the distributed cache directory path
*/
Path getDistributedCacheDir() {
return distCachePath;
}
/**
* Create distributed cache directories.
* Also create a file that contains the list of distributed cache files
* that will be used as distributed cache files for all the simulated jobs.
* @param jsp job story producer for the trace
* @return exit code
* @throws IOException
*/
int setupGenerateDistCacheData(JobStoryProducer jsp)
throws IOException {
createDistCacheDirectory();
return buildDistCacheFilesList(jsp);
}
/**
* Create distributed cache directory where distributed cache files will be
* created by the MapReduce job {@link GenerateDistCacheData#JOB_NAME}.
* @throws IOException
*/
private void createDistCacheDirectory() throws IOException {
FileSystem fs = FileSystem.get(conf);
FileSystem.mkdirs(fs, distCachePath, new FsPermission((short) 0777));
}
/**
* Create the list of unique distributed cache files needed for all the
* simulated jobs and write the list to a special file.
* @param jsp job story producer for the trace
* @return exit code
* @throws IOException
*/
private int buildDistCacheFilesList(JobStoryProducer jsp) throws IOException {
// Read all the jobs from the trace file and build the list of unique
// distributed cache files.
JobStory jobStory;
while ((jobStory = jsp.getNextJob()) != null) {
if (jobStory.getOutcome() == Pre21JobHistoryConstants.Values.SUCCESS &&
jobStory.getSubmissionTime() >= 0) {
updateHDFSDistCacheFilesList(jobStory);
}
}
jsp.close();
return writeDistCacheFilesList();
}
/**
* For the job to be simulated, identify the needed distributed cache files by
* mapping original cluster's distributed cache file paths to the simulated cluster's
* paths and add these paths in the map {@code distCacheFiles}.
*<br>
* JobStory should contain distributed cache related properties like
* <li> {@link MRJobConfig#CACHE_FILES}
* <li> {@link MRJobConfig#CACHE_FILE_VISIBILITIES}
* <li> {@link MRJobConfig#CACHE_FILES_SIZES}
* <li> {@link MRJobConfig#CACHE_FILE_TIMESTAMPS}
* <li> {@link MRJobConfig#CLASSPATH_FILES}
*
* <li> {@link MRJobConfig#CACHE_ARCHIVES}
* <li> {@link MRJobConfig#CACHE_ARCHIVES_VISIBILITIES}
* <li> {@link MRJobConfig#CACHE_ARCHIVES_SIZES}
* <li> {@link MRJobConfig#CACHE_ARCHIVES_TIMESTAMPS}
* <li> {@link MRJobConfig#CLASSPATH_ARCHIVES}
*
* <li> {@link MRJobConfig#CACHE_SYMLINK}
*
* @param jobdesc JobStory of original job obtained from trace
* @throws IOException
*/
void updateHDFSDistCacheFilesList(JobStory jobdesc) throws IOException {
// Map original job's distributed cache file paths to simulated cluster's
// paths, to be used by this simulated job.
JobConf jobConf = jobdesc.getJobConf();
String[] files = jobConf.getStrings(MRJobConfig.CACHE_FILES);
if (files != null) {
String[] fileSizes = jobConf.getStrings(MRJobConfig.CACHE_FILES_SIZES);
String[] visibilities =
jobConf.getStrings(MRJobConfig.CACHE_FILE_VISIBILITIES);
String[] timeStamps =
jobConf.getStrings(MRJobConfig.CACHE_FILE_TIMESTAMPS);
FileSystem fs = FileSystem.get(conf);
String user = jobConf.getUser();
for (int i = 0; i < files.length; i++) {
// Check if visibilities are available because older hadoop versions
// didn't have public, private Distributed Caches separately.
boolean visibility =
(visibilities == null) || Boolean.parseBoolean(visibilities[i]);
if (isLocalDistCacheFile(files[i], user, visibility)) {
// local FS based distributed cache file.
// Create this file on the pseudo local FS on the fly (i.e. when the
// simulated job is submitted).
continue;
}
// distributed cache file on hdfs
String mappedPath = mapDistCacheFilePath(files[i], timeStamps[i],
visibility, user);
// No need to add a distributed cache file path to the list if
// (1) the mapped path is already there in the list OR
// (2) the file with the mapped path already exists.
// In any of the above 2 cases, file paths, timestamps, file sizes and
// visibilities match. File sizes should match if file paths and
// timestamps match because single file path with single timestamp
// should correspond to a single file size.
if (distCacheFiles.containsKey(mappedPath) ||
fs.exists(new Path(mappedPath))) {
continue;
}
distCacheFiles.put(mappedPath, Long.valueOf(fileSizes[i]));
}
}
}
/**
* Check if the file path provided was constructed by MapReduce for a
* distributed cache file on local file system.
* @param filePath path of the distributed cache file
* @param user job submitter of the job for which <filePath> is a
* distributed cache file
* @param visibility <code>true</code> for public distributed cache file
* @return true if the path provided is of a local file system based
* distributed cache file
*/
static boolean isLocalDistCacheFile(String filePath, String user,
boolean visibility) {
return (!visibility && filePath.contains(user + "/.staging"));
}
/**
* Map the HDFS based distributed cache file path from original cluster to
* a unique file name on the simulated cluster.
* <br> Unique distributed file names on simulated cluster are generated
* using original cluster's <li>file path, <li>timestamp and <li> the
* job-submitter for private distributed cache file.
* <br> This implies that if on original cluster, a single HDFS file
* considered as two private distributed cache files for two jobs of
* different users, then the corresponding simulated jobs will have two
* different files of the same size in public distributed cache, one for each
* user. Both these simulated jobs will not share these distributed cache
* files, thus leading to the same load as seen in the original cluster.
* @param file distributed cache file path
* @param timeStamp time stamp of dist cachce file
* @param isPublic true if this distributed cache file is a public
* distributed cache file
* @param user job submitter on original cluster
* @return the mapped path on simulated cluster
*/
private String mapDistCacheFilePath(String file, String timeStamp,
boolean isPublic, String user) {
String id = file + timeStamp;
if (!isPublic) {
// consider job-submitter for private distributed cache file
id = id.concat(user);
}
return new Path(distCachePath, MD5Hash.digest(id).toString()).toUri()
.getPath();
}
/**
* Write the list of distributed cache files in the decreasing order of
* file sizes into the sequence file. This file will be input to the job
* {@link GenerateDistCacheData}.
* Also validates if -generate option is missing and distributed cache files
* are missing.
* @return exit code
* @throws IOException
*/
private int writeDistCacheFilesList()
throws IOException {
// Sort the distributed cache files in the decreasing order of file sizes.
List dcFiles = new ArrayList(distCacheFiles.entrySet());
Collections.sort(dcFiles, new Comparator() {
public int compare(Object dc1, Object dc2) {
return ((Comparable) ((Map.Entry) (dc2)).getValue())
.compareTo(((Map.Entry) (dc1)).getValue());
}
});
// write the sorted distributed cache files to the sequence file
FileSystem fs = FileSystem.get(conf);
Path distCacheFilesList = new Path(distCachePath, "_distCacheFiles.txt");
conf.set(GenerateDistCacheData.GRIDMIX_DISTCACHE_FILE_LIST,
distCacheFilesList.toString());
SequenceFile.Writer src_writer = SequenceFile.createWriter(fs, conf,
distCacheFilesList, LongWritable.class, BytesWritable.class,
SequenceFile.CompressionType.NONE);
// Total number of unique distributed cache files
int fileCount = dcFiles.size();
long byteCount = 0;// Total size of all distributed cache files
long bytesSync = 0;// Bytes after previous sync;used to add sync marker
for (Iterator it = dcFiles.iterator(); it.hasNext();) {
Map.Entry entry = (Map.Entry)it.next();
LongWritable fileSize =
new LongWritable(Long.parseLong(entry.getValue().toString()));
BytesWritable filePath =
new BytesWritable(
entry.getKey().toString().getBytes(charsetUTF8));
byteCount += fileSize.get();
bytesSync += fileSize.get();
if (bytesSync > AVG_BYTES_PER_MAP) {
src_writer.sync();
bytesSync = fileSize.get();
}
src_writer.append(fileSize, filePath);
}
if (src_writer != null) {
src_writer.close();
}
// Set delete on exit for 'dist cache files list' as it is not needed later.
fs.deleteOnExit(distCacheFilesList);
conf.setInt(GenerateDistCacheData.GRIDMIX_DISTCACHE_FILE_COUNT, fileCount);
conf.setLong(GenerateDistCacheData.GRIDMIX_DISTCACHE_BYTE_COUNT, byteCount);
LOG.info("Number of HDFS based distributed cache files to be generated is "
+ fileCount + ". Total size of HDFS based distributed cache files "
+ "to be generated is " + byteCount);
if (!shouldGenerateDistCacheData() && fileCount > 0) {
LOG.error("Missing " + fileCount + " distributed cache files under the "
+ " directory\n" + distCachePath + "\nthat are needed for gridmix"
+ " to emulate distributed cache load. Either use -generate\noption"
+ " to generate distributed cache data along with input data OR "
+ "disable\ndistributed cache emulation by configuring '"
+ DistributedCacheEmulator.GRIDMIX_EMULATE_DISTRIBUTEDCACHE
+ "' to false.");
return Gridmix.MISSING_DIST_CACHE_FILES_ERROR;
}
return 0;
}
/**
* If gridmix needs to emulate distributed cache load, then configure
* distributed cache files of a simulated job by mapping the original
* cluster's distributed cache file paths to the simulated cluster's paths and
* setting these mapped paths in the job configuration of the simulated job.
* <br>
* Configure local FS based distributed cache files through the property
* "tmpfiles" and hdfs based distributed cache files through the property
* {@link MRJobConfig#CACHE_FILES}.
* @param conf configuration for the simulated job to be run
* @param jobConf job configuration of original cluster's job, obtained from
* trace
* @throws IOException
*/
void configureDistCacheFiles(Configuration conf, JobConf jobConf)
throws IOException {
if (shouldEmulateDistCacheLoad()) {
String[] files = jobConf.getStrings(MRJobConfig.CACHE_FILES);
if (files != null) {
// hdfs based distributed cache files to be configured for simulated job
List<String> cacheFiles = new ArrayList<String>();
// local FS based distributed cache files to be configured for
// simulated job
List<String> localCacheFiles = new ArrayList<String>();
String[] visibilities =
jobConf.getStrings(MRJobConfig.CACHE_FILE_VISIBILITIES);
String[] timeStamps =
jobConf.getStrings(MRJobConfig.CACHE_FILE_TIMESTAMPS);
String[] fileSizes = jobConf.getStrings(MRJobConfig.CACHE_FILES_SIZES);
String user = jobConf.getUser();
for (int i = 0; i < files.length; i++) {
// Check if visibilities are available because older hadoop versions
// didn't have public, private Distributed Caches separately.
boolean visibility =
(visibilities == null) || Boolean.parseBoolean(visibilities[i]);
if (isLocalDistCacheFile(files[i], user, visibility)) {
// local FS based distributed cache file.
// Create this file on the pseudo local FS.
String fileId = MD5Hash.digest(files[i] + timeStamps[i]).toString();
long fileSize = Long.parseLong(fileSizes[i]);
Path mappedLocalFilePath =
PseudoLocalFs.generateFilePath(fileId, fileSize)
.makeQualified(pseudoLocalFs.getUri(),
pseudoLocalFs.getWorkingDirectory());
pseudoLocalFs.create(mappedLocalFilePath);
localCacheFiles.add(mappedLocalFilePath.toUri().toString());
} else {
// hdfs based distributed cache file.
// Get the mapped HDFS path on simulated cluster
String mappedPath = mapDistCacheFilePath(files[i], timeStamps[i],
visibility, user);
cacheFiles.add(mappedPath);
}
}
if (cacheFiles.size() > 0) {
// configure hdfs based distributed cache files for simulated job
conf.setStrings(MRJobConfig.CACHE_FILES,
cacheFiles.toArray(new String[cacheFiles.size()]));
}
if (localCacheFiles.size() > 0) {
// configure local FS based distributed cache files for simulated job
conf.setStrings("tmpfiles", localCacheFiles.toArray(
new String[localCacheFiles.size()]));
}
}
}
}
}
相关信息
相关文章
hadoop CompressionEmulationUtil 源码
0
赞
热门推荐
-
2、 - 优质文章
-
3、 gate.io
-
8、 golang
-
9、 openharmony
-
10、 Vue中input框自动聚焦