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Apache Hadoop MapReduce Streaming
/**
* 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.streaming;
import java.io.*;
import java.net.URLDecoder;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.Mapper;
import org.apache.hadoop.mapred.Reporter;
import org.apache.hadoop.mapred.OutputCollector;
import org.apache.hadoop.mapred.SkipBadRecords;
import org.apache.hadoop.mapred.TextInputFormat;
import org.apache.hadoop.mapreduce.MRJobConfig;
import org.apache.hadoop.streaming.io.InputWriter;
import org.apache.hadoop.streaming.io.OutputReader;
import org.apache.hadoop.streaming.io.TextInputWriter;
/** A generic Mapper bridge.
* It delegates operations to an external program via stdin and stdout.
*/
public class PipeMapper extends PipeMapRed implements Mapper {
private boolean ignoreKey = false;
private boolean skipping = false;
private byte[] mapOutputFieldSeparator;
private byte[] mapInputFieldSeparator;
private int numOfMapOutputKeyFields = 1;
String getPipeCommand(JobConf job) {
String str = job.get("stream.map.streamprocessor");
if (str == null) {
return str;
}
try {
return URLDecoder.decode(str, "UTF-8");
}
catch (UnsupportedEncodingException e) {
System.err.println("stream.map.streamprocessor in jobconf not found");
return null;
}
}
boolean getDoPipe() {
return true;
}
public void configure(JobConf job) {
super.configure(job);
//disable the auto increment of the counter. For streaming, no of
//processed records could be different(equal or less) than the no of
//records input.
SkipBadRecords.setAutoIncrMapperProcCount(job, false);
skipping = job.getBoolean(MRJobConfig.SKIP_RECORDS, false);
if (mapInputWriterClass_.getCanonicalName().equals(TextInputWriter.class.getCanonicalName())) {
String inputFormatClassName = job.getClass("mapred.input.format.class", TextInputFormat.class).getCanonicalName();
ignoreKey = job.getBoolean("stream.map.input.ignoreKey",
inputFormatClassName.equals(TextInputFormat.class.getCanonicalName()));
}
try {
mapOutputFieldSeparator = job.get("stream.map.output.field.separator", "\t").getBytes("UTF-8");
mapInputFieldSeparator = job.get("stream.map.input.field.separator", "\t").getBytes("UTF-8");
numOfMapOutputKeyFields = job.getInt("stream.num.map.output.key.fields", 1);
} catch (UnsupportedEncodingException e) {
throw new RuntimeException("The current system does not support UTF-8 encoding!", e);
}
}
// Do NOT declare default constructor
// (MapRed creates it reflectively)
public void map(Object key, Object value, OutputCollector output, Reporter reporter) throws IOException {
if (outerrThreadsThrowable != null) {
mapRedFinished();
throw new IOException("MROutput/MRErrThread failed:",
outerrThreadsThrowable);
}
try {
// 1/4 Hadoop in
numRecRead_++;
maybeLogRecord();
// 2/4 Hadoop to Tool
if (numExceptions_ == 0) {
if (!this.ignoreKey) {
inWriter_.writeKey(key);
}
inWriter_.writeValue(value);
if(skipping) {
//flush the streams on every record input if running in skip mode
//so that we don't buffer other records surrounding a bad record.
clientOut_.flush();
}
} else {
numRecSkipped_++;
}
} catch (IOException io) {
numExceptions_++;
if (numExceptions_ > 1 || numRecWritten_ < minRecWrittenToEnableSkip_) {
// terminate with failure
LOG.info(getContext() , io);
mapRedFinished();
throw io;
} else {
// terminate with success:
// swallow input records although the stream processor failed/closed
}
}
}
public void close() {
mapRedFinished();
}
@Override
public byte[] getInputSeparator() {
return mapInputFieldSeparator;
}
@Override
public byte[] getFieldSeparator() {
return mapOutputFieldSeparator;
}
@Override
public int getNumOfKeyFields() {
return numOfMapOutputKeyFields;
}
@Override
InputWriter createInputWriter() throws IOException {
return super.createInputWriter(mapInputWriterClass_);
}
@Override
OutputReader createOutputReader() throws IOException {
return super.createOutputReader(mapOutputReaderClass_);
}
}
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