Java tutorial
/* * 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.sysml.runtime.matrix.data.hadoopfix; import java.io.IOException; import java.util.ArrayList; import java.util.HashMap; import java.util.LinkedList; import java.util.List; import java.util.Map; import java.util.Map.Entry; import org.apache.hadoop.fs.Path; import org.apache.hadoop.mapred.FileInputFormat; import org.apache.hadoop.mapred.FileSplit; import org.apache.hadoop.mapred.InputFormat; import org.apache.hadoop.mapred.InputSplit; import org.apache.hadoop.mapred.JobConf; import org.apache.hadoop.mapred.Mapper; import org.apache.hadoop.mapred.RecordReader; import org.apache.hadoop.mapred.Reporter; import org.apache.hadoop.util.ReflectionUtils; import org.apache.sysml.runtime.matrix.mapred.MRConfigurationNames; /** * An {@link InputFormat} that delegates behaviour of paths to multiple other * InputFormats. * * @see MultipleInputs#addInputPath(JobConf, Path, Class) */ @SuppressWarnings("rawtypes") public class DelegatingInputFormat<K, V> implements InputFormat<K, V> { public InputSplit[] getSplits(JobConf conf, int numSplits) throws IOException { JobConf confCopy = new JobConf(conf); List<InputSplit> splits = new ArrayList<>(); Map<Path, InputFormat> formatMap = MultipleInputs.getInputFormatMap(conf); Map<Path, Class<? extends Mapper>> mapperMap = MultipleInputs.getMapperTypeMap(conf); Map<Class<? extends InputFormat>, List<Path>> formatPaths = new HashMap<>(); // First, build a map of InputFormats to Paths for (Entry<Path, InputFormat> entry : formatMap.entrySet()) { if (!formatPaths.containsKey(entry.getValue().getClass())) { formatPaths.put(entry.getValue().getClass(), new LinkedList<Path>()); } formatPaths.get(entry.getValue().getClass()).add(entry.getKey()); } for (Entry<Class<? extends InputFormat>, List<Path>> formatEntry : formatPaths.entrySet()) { Class<? extends InputFormat> formatClass = formatEntry.getKey(); InputFormat format = (InputFormat) ReflectionUtils.newInstance(formatClass, conf); List<Path> paths = formatEntry.getValue(); Map<Class<? extends Mapper>, List<Path>> mapperPaths = new HashMap<>(); // Now, for each set of paths that have a common InputFormat, build // a map of Mappers to the paths they're used for for (Path path : paths) { Class<? extends Mapper> mapperClass = mapperMap.get(path); if (!mapperPaths.containsKey(mapperClass)) { mapperPaths.put(mapperClass, new LinkedList<Path>()); } mapperPaths.get(mapperClass).add(path); } // Now each set of paths that has a common InputFormat and Mapper can // be added to the same job, and split together. for (Entry<Class<? extends Mapper>, List<Path>> mapEntry : mapperPaths.entrySet()) { paths = mapEntry.getValue(); Class<? extends Mapper> mapperClass = mapEntry.getKey(); if (mapperClass == null) { mapperClass = conf.getMapperClass(); } FileInputFormat.setInputPaths(confCopy, paths.toArray(new Path[paths.size()])); // Get splits for each input path and tag with InputFormat // and Mapper types by wrapping in a TaggedInputSplit. InputSplit[] pathSplits = format.getSplits(confCopy, numSplits); for (InputSplit pathSplit : pathSplits) { splits.add(new TaggedInputSplit(pathSplit, conf, format.getClass(), mapperClass)); } } } return splits.toArray(new InputSplit[splits.size()]); } @SuppressWarnings("unchecked") public RecordReader<K, V> getRecordReader(InputSplit split, JobConf conf, Reporter reporter) throws IOException { // Find the InputFormat and then the RecordReader from the // TaggedInputSplit. TaggedInputSplit taggedInputSplit = (TaggedInputSplit) split; InputFormat<K, V> inputFormat = (InputFormat<K, V>) ReflectionUtils .newInstance(taggedInputSplit.getInputFormatClass(), conf); InputSplit inputSplit = taggedInputSplit.getInputSplit(); if (inputSplit instanceof FileSplit) { FileSplit fileSplit = (FileSplit) inputSplit; conf.set(MRConfigurationNames.MR_MAP_INPUT_FILE, fileSplit.getPath().toString()); conf.setLong(MRConfigurationNames.MR_MAP_INPUT_START, fileSplit.getStart()); conf.setLong(MRConfigurationNames.MR_MAP_INPUT_LENGTH, fileSplit.getLength()); } return inputFormat.getRecordReader(taggedInputSplit.getInputSplit(), conf, reporter); } }