All Downloads are FREE. Search and download functionalities are using the official Maven repository.

org.apache.hadoop.filecache.DistributedCache Maven / Gradle / Ivy

/**
 * 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.filecache;

import java.io.File;
import java.io.IOException;
import java.net.URI;

import org.apache.hadoop.classification.InterfaceAudience;
import org.apache.hadoop.classification.InterfaceStability;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileStatus;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.mapreduce.MRJobConfig;

/**
 * Distribute application-specific large, read-only files efficiently.
 * 
 * 

DistributedCache is a facility provided by the Map-Reduce * framework to cache files (text, archives, jars etc.) needed by applications. *

* *

Applications specify the files, via urls (hdfs:// or http://) to be cached * via the {@link org.apache.hadoop.mapred.JobConf}. The * DistributedCache assumes that the files specified via urls are * already present on the {@link FileSystem} at the path specified by the url * and are accessible by every machine in the cluster.

* *

The framework will copy the necessary files on to the slave node before * any tasks for the job are executed on that node. Its efficiency stems from * the fact that the files are only copied once per job and the ability to * cache archives which are un-archived on the slaves.

* *

DistributedCache can be used to distribute simple, read-only * data/text files and/or more complex types such as archives, jars etc. * Archives (zip, tar and tgz/tar.gz files) are un-archived at the slave nodes. * Jars may be optionally added to the classpath of the tasks, a rudimentary * software distribution mechanism. Files have execution permissions. * In older version of Hadoop Map/Reduce users could optionally ask for symlinks * to be created in the working directory of the child task. In the current * version symlinks are always created. If the URL does not have a fragment * the name of the file or directory will be used. If multiple files or * directories map to the same link name, the last one added, will be used. All * others will not even be downloaded.

* *

DistributedCache tracks modification timestamps of the cache * files. Clearly the cache files should not be modified by the application * or externally while the job is executing.

* *

Here is an illustrative example on how to use the * DistributedCache:

*

 *     // Setting up the cache for the application
 *     
 *     1. Copy the requisite files to the FileSystem:
 *     
 *     $ bin/hadoop fs -copyFromLocal lookup.dat /myapp/lookup.dat  
 *     $ bin/hadoop fs -copyFromLocal map.zip /myapp/map.zip  
 *     $ bin/hadoop fs -copyFromLocal mylib.jar /myapp/mylib.jar
 *     $ bin/hadoop fs -copyFromLocal mytar.tar /myapp/mytar.tar
 *     $ bin/hadoop fs -copyFromLocal mytgz.tgz /myapp/mytgz.tgz
 *     $ bin/hadoop fs -copyFromLocal mytargz.tar.gz /myapp/mytargz.tar.gz
 *     
 *     2. Setup the application's JobConf:
 *     
 *     JobConf job = new JobConf();
 *     DistributedCache.addCacheFile(new URI("/myapp/lookup.dat#lookup.dat"), 
 *                                   job);
 *     DistributedCache.addCacheArchive(new URI("/myapp/map.zip", job);
 *     DistributedCache.addFileToClassPath(new Path("/myapp/mylib.jar"), job);
 *     DistributedCache.addCacheArchive(new URI("/myapp/mytar.tar", job);
 *     DistributedCache.addCacheArchive(new URI("/myapp/mytgz.tgz", job);
 *     DistributedCache.addCacheArchive(new URI("/myapp/mytargz.tar.gz", job);
 *     
 *     3. Use the cached files in the {@link org.apache.hadoop.mapred.Mapper}
 *     or {@link org.apache.hadoop.mapred.Reducer}:
 *     
 *     public static class MapClass extends MapReduceBase  
 *     implements Mapper<K, V, K, V> {
 *     
 *       private Path[] localArchives;
 *       private Path[] localFiles;
 *       
 *       public void configure(JobConf job) {
 *         // Get the cached archives/files
 *         File f = new File("./map.zip/some/file/in/zip.txt");
 *       }
 *       
 *       public void map(K key, V value, 
 *                       OutputCollector<K, V> output, Reporter reporter) 
 *       throws IOException {
 *         // Use data from the cached archives/files here
 *         // ...
 *         // ...
 *         output.collect(k, v);
 *       }
 *     }
 *     
 * 
* * It is also very common to use the DistributedCache by using * {@link org.apache.hadoop.util.GenericOptionsParser}. * * This class includes methods that should be used by users * (specifically those mentioned in the example above, as well * as {@link DistributedCache#addArchiveToClassPath(Path, Configuration)}), * as well as methods intended for use by the MapReduce framework * (e.g., {@link org.apache.hadoop.mapred.JobClient}). * * @see org.apache.hadoop.mapred.JobConf * @see org.apache.hadoop.mapred.JobClient * @see org.apache.hadoop.mapreduce.Job */ @SuppressWarnings("deprecation") @InterfaceAudience.Public @InterfaceStability.Stable @Deprecated public class DistributedCache extends org.apache.hadoop.mapreduce.filecache.DistributedCache { /** * Warning: {@link #CACHE_FILES_SIZES} is not a *public* constant. * The variable is kept for M/R 1.x applications, M/R 2.x applications should * use {@link MRJobConfig#CACHE_FILES_SIZES} */ @Deprecated public static final String CACHE_FILES_SIZES = "mapred.cache.files.filesizes"; /** * Warning: {@link #CACHE_ARCHIVES_SIZES} is not a *public* constant. * The variable is kept for M/R 1.x applications, M/R 2.x applications should * use {@link MRJobConfig#CACHE_ARCHIVES_SIZES} */ @Deprecated public static final String CACHE_ARCHIVES_SIZES = "mapred.cache.archives.filesizes"; /** * Warning: {@link #CACHE_ARCHIVES_TIMESTAMPS} is not a *public* constant. * The variable is kept for M/R 1.x applications, M/R 2.x applications should * use {@link MRJobConfig#CACHE_ARCHIVES_TIMESTAMPS} */ @Deprecated public static final String CACHE_ARCHIVES_TIMESTAMPS = "mapred.cache.archives.timestamps"; /** * Warning: {@link #CACHE_FILES_TIMESTAMPS} is not a *public* constant. * The variable is kept for M/R 1.x applications, M/R 2.x applications should * use {@link MRJobConfig#CACHE_FILE_TIMESTAMPS} */ @Deprecated public static final String CACHE_FILES_TIMESTAMPS = "mapred.cache.files.timestamps"; /** * Warning: {@link #CACHE_ARCHIVES} is not a *public* constant. * The variable is kept for M/R 1.x applications, M/R 2.x applications should * use {@link MRJobConfig#CACHE_ARCHIVES} */ @Deprecated public static final String CACHE_ARCHIVES = "mapred.cache.archives"; /** * Warning: {@link #CACHE_FILES} is not a *public* constant. * The variable is kept for M/R 1.x applications, M/R 2.x applications should * use {@link MRJobConfig#CACHE_FILES} */ @Deprecated public static final String CACHE_FILES = "mapred.cache.files"; /** * Warning: {@link #CACHE_LOCALARCHIVES} is not a *public* constant. * The variable is kept for M/R 1.x applications, M/R 2.x applications should * use {@link MRJobConfig#CACHE_LOCALARCHIVES} */ @Deprecated public static final String CACHE_LOCALARCHIVES = "mapred.cache.localArchives"; /** * Warning: {@link #CACHE_LOCALFILES} is not a *public* constant. * The variable is kept for M/R 1.x applications, M/R 2.x applications should * use {@link MRJobConfig#CACHE_LOCALFILES} */ @Deprecated public static final String CACHE_LOCALFILES = "mapred.cache.localFiles"; /** * Warning: {@link #CACHE_SYMLINK} is not a *public* constant. * The variable is kept for M/R 1.x applications, M/R 2.x applications should * use {@link MRJobConfig#CACHE_SYMLINK} */ @Deprecated public static final String CACHE_SYMLINK = "mapred.create.symlink"; /** * Add a archive that has been localized to the conf. Used * by internal DistributedCache code. * @param conf The conf to modify to contain the localized caches * @param str a comma separated list of local archives */ @Deprecated public static void addLocalArchives(Configuration conf, String str) { String archives = conf.get(CACHE_LOCALARCHIVES); conf.set(CACHE_LOCALARCHIVES, archives == null ? str : archives + "," + str); } /** * Add a file that has been localized to the conf.. Used * by internal DistributedCache code. * @param conf The conf to modify to contain the localized caches * @param str a comma separated list of local files */ @Deprecated public static void addLocalFiles(Configuration conf, String str) { String files = conf.get(CACHE_LOCALFILES); conf.set(CACHE_LOCALFILES, files == null ? str : files + "," + str); } /** * This method create symlinks for all files in a given dir in another * directory. Currently symlinks cannot be disabled. This is a NO-OP. * * @param conf the configuration * @param jobCacheDir the target directory for creating symlinks * @param workDir the directory in which the symlinks are created * @throws IOException * @deprecated Internal to MapReduce framework. Use DistributedCacheManager * instead. */ @Deprecated public static void createAllSymlink( Configuration conf, File jobCacheDir, File workDir) throws IOException{ // Do nothing } /** * Returns {@link FileStatus} of a given cache file on hdfs. Internal to * MapReduce. * @param conf configuration * @param cache cache file * @return FileStatus of a given cache file on hdfs * @throws IOException */ @Deprecated public static FileStatus getFileStatus(Configuration conf, URI cache) throws IOException { FileSystem fileSystem = FileSystem.get(cache, conf); return fileSystem.getFileStatus(new Path(cache.getPath())); } /** * Returns mtime of a given cache file on hdfs. Internal to MapReduce. * @param conf configuration * @param cache cache file * @return mtime of a given cache file on hdfs * @throws IOException */ @Deprecated public static long getTimestamp(Configuration conf, URI cache) throws IOException { return getFileStatus(conf, cache).getModificationTime(); } /** * This is to check the timestamp of the archives to be localized. * Used by internal MapReduce code. * @param conf Configuration which stores the timestamp's * @param timestamps comma separated list of timestamps of archives. * The order should be the same as the order in which the archives are added. */ @Deprecated public static void setArchiveTimestamps(Configuration conf, String timestamps) { conf.set(CACHE_ARCHIVES_TIMESTAMPS, timestamps); } /** * This is to check the timestamp of the files to be localized. * Used by internal MapReduce code. * @param conf Configuration which stores the timestamp's * @param timestamps comma separated list of timestamps of files. * The order should be the same as the order in which the files are added. */ @Deprecated public static void setFileTimestamps(Configuration conf, String timestamps) { conf.set(CACHE_FILES_TIMESTAMPS, timestamps); } /** * Set the conf to contain the location for localized archives. Used * by internal DistributedCache code. * @param conf The conf to modify to contain the localized caches * @param str a comma separated list of local archives */ @Deprecated public static void setLocalArchives(Configuration conf, String str) { conf.set(CACHE_LOCALARCHIVES, str); } /** * Set the conf to contain the location for localized files. Used * by internal DistributedCache code. * @param conf The conf to modify to contain the localized caches * @param str a comma separated list of local files */ @Deprecated public static void setLocalFiles(Configuration conf, String str) { conf.set(CACHE_LOCALFILES, str); } }




© 2015 - 2024 Weber Informatics LLC | Privacy Policy