org.elasticsearch.hadoop.mr.EsOutputFormat Maven / Gradle / Ivy
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* the Apache License, Version 2.0 (the "License"); you may
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*
* http://www.apache.org/licenses/LICENSE-2.0
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* Unless required by applicable law or agreed to in writing,
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package org.elasticsearch.hadoop.mr;
import java.io.IOException;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.FileSystem;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.Reporter;
import org.apache.hadoop.mapred.TaskID;
import org.apache.hadoop.mapreduce.JobContext;
import org.apache.hadoop.mapreduce.OutputFormat;
import org.apache.hadoop.mapreduce.RecordWriter;
import org.apache.hadoop.mapreduce.TaskAttemptContext;
import org.apache.hadoop.util.Progressable;
import org.elasticsearch.hadoop.cfg.HadoopSettingsManager;
import org.elasticsearch.hadoop.cfg.Settings;
import org.elasticsearch.hadoop.mr.compat.CompatHandler;
import org.elasticsearch.hadoop.mr.security.HadoopUserProvider;
import org.elasticsearch.hadoop.rest.InitializationUtils;
import org.elasticsearch.hadoop.rest.Resource;
import org.elasticsearch.hadoop.rest.RestRepository;
import org.elasticsearch.hadoop.rest.RestService;
import org.elasticsearch.hadoop.rest.RestService.PartitionWriter;
import org.elasticsearch.hadoop.serialization.field.MapWritableFieldExtractor;
import org.elasticsearch.hadoop.util.Assert;
import static org.elasticsearch.hadoop.cfg.ConfigurationOptions.ES_RESOURCE;
/**
* ElasticSearch {@link OutputFormat} (old and new API) for adding data to an index inside ElasticSearch.
*/
@SuppressWarnings("rawtypes")
// since this class implements two generic interfaces, to avoid dealing with 4 types in every declaration, we force raw types...
public class EsOutputFormat extends OutputFormat implements org.apache.hadoop.mapred.OutputFormat {
private static Log log = LogFactory.getLog(EsOutputFormat.class);
private static final int NO_TASK_ID = -1;
// don't use mapred.OutputCommitter as it performs mandatory casts to old API resulting in CCE
public static class EsOutputCommitter extends org.apache.hadoop.mapreduce.OutputCommitter {
@Override
public void setupJob(JobContext jobContext) throws IOException {}
// compatibility check with Hadoop 0.20.2
@Override
@Deprecated
public void cleanupJob(JobContext jobContext) throws IOException {}
@Override
public void setupTask(TaskAttemptContext taskContext) throws IOException {
//no-op
}
@Override
public boolean needsTaskCommit(TaskAttemptContext taskContext) throws IOException {
//no-op
return false;
}
@Override
public void commitTask(TaskAttemptContext taskContext) throws IOException {
//no-op
}
@Override
public void abortTask(TaskAttemptContext taskContext) throws IOException {
//no-op
}
}
public static class EsOldAPIOutputCommitter extends org.apache.hadoop.mapred.OutputCommitter {
@Override
public void setupJob(org.apache.hadoop.mapred.JobContext jobContext) throws IOException {
//no-op
}
@Override
public void setupTask(org.apache.hadoop.mapred.TaskAttemptContext taskContext) throws IOException {
//no-op
}
@Override
public boolean needsTaskCommit(org.apache.hadoop.mapred.TaskAttemptContext taskContext) throws IOException {
//no-op
return false;
}
@Override
public void commitTask(org.apache.hadoop.mapred.TaskAttemptContext taskContext) throws IOException {
//no-op
}
@Override
public void abortTask(org.apache.hadoop.mapred.TaskAttemptContext taskContext) throws IOException {
//no-op
}
@Override
@Deprecated
public void cleanupJob(org.apache.hadoop.mapred.JobContext context) throws IOException {
// no-op
// added for compatibility with hadoop 0.20.x (used by old tools, such as Cascalog)
}
}
protected static class EsRecordWriter extends RecordWriter implements org.apache.hadoop.mapred.RecordWriter {
protected final Configuration cfg;
protected boolean initialized = false;
protected RestRepository repository;
private String uri;
private Resource resource;
private HeartBeat beat;
private final Progressable progressable;
public EsRecordWriter(Configuration cfg, Progressable progressable) {
this.cfg = cfg;
this.progressable = progressable;
}
@Override
public void write(Object key, Object value) throws IOException {
if (!initialized) {
initialized = true;
init();
}
repository.writeToIndex(value);
}
protected void init() throws IOException {
//int instances = detectNumberOfInstances(cfg);
int currentInstance = detectCurrentInstance(cfg);
if (log.isTraceEnabled()) {
log.trace(String.format("EsRecordWriter instance [%s] initiating discovery of target shard...",
currentInstance));
}
Settings settings = HadoopSettingsManager.loadFrom(cfg).copy();
if (log.isTraceEnabled()) {
log.trace(String.format("Init shard writer from cfg %s", HadoopCfgUtils.asProperties(cfg)));
}
InitializationUtils.setValueWriterIfNotSet(settings, WritableValueWriter.class, log);
InitializationUtils.setBytesConverterIfNeeded(settings, WritableBytesConverter.class, log);
InitializationUtils.setFieldExtractorIfNotSet(settings, MapWritableFieldExtractor.class, log);
InitializationUtils.setUserProviderIfNotSet(settings, HadoopUserProvider.class, log);
PartitionWriter pw = RestService.createWriter(settings, currentInstance, -1, log);
this.repository = pw.repository;
if (progressable != null) {
this.beat = new HeartBeat(progressable, cfg, settings.getHeartBeatLead(), log);
this.beat.start();
}
}
private int detectCurrentInstance(Configuration conf) {
TaskID taskID = HadoopCfgUtils.getTaskID(conf);
if (taskID == null) {
log.warn(String.format("Cannot determine task id - redirecting writes in a random fashion"));
return NO_TASK_ID;
}
return taskID.getId();
}
@Override
public void close(TaskAttemptContext context) throws IOException {
doClose(context);
}
@Override
public void close(Reporter reporter) throws IOException {
doClose(reporter);
}
protected void doClose(Progressable progressable) {
if (log.isTraceEnabled()) {
log.trace(String.format("Closing RecordWriter [%s][%s]", uri, resource));
}
if (beat != null) {
beat.stop();
}
if (repository != null) {
repository.close();
ReportingUtils.report(progressable, repository.stats());
}
initialized = false;
}
}
//
// new API - just delegates to the Old API
//
@Override
public org.apache.hadoop.mapreduce.RecordWriter getRecordWriter(TaskAttemptContext context) {
return (org.apache.hadoop.mapreduce.RecordWriter) getRecordWriter(null, HadoopCfgUtils.asJobConf(CompatHandler.taskAttemptContext(context).getConfiguration()), null, context);
}
@Override
public void checkOutputSpecs(JobContext context) throws IOException {
// careful as it seems the info here saved by in the config is discarded
init(CompatHandler.jobContext(context).getConfiguration());
}
@Override
public org.apache.hadoop.mapreduce.OutputCommitter getOutputCommitter(TaskAttemptContext context) {
return new EsOutputCommitter();
}
//
// old API
//
@Override
public org.apache.hadoop.mapred.RecordWriter getRecordWriter(FileSystem ignored, JobConf job, String name, Progressable progress) {
return new EsRecordWriter(job, progress);
}
@Override
public void checkOutputSpecs(FileSystem ignored, JobConf cfg) throws IOException {
init(cfg);
}
// NB: all changes to the config objects are discarded before the job is submitted if _the old MR api_ is used
private void init(Configuration cfg) throws IOException {
Settings settings = HadoopSettingsManager.loadFrom(cfg);
Assert.hasText(settings.getResourceWrite(), String.format("No resource ['%s'] (index/query/location) specified", ES_RESOURCE));
// Need to discover the ESVersion before checking if index exists.
InitializationUtils.discoverClusterInfo(settings, log);
InitializationUtils.checkIdForOperation(settings);
InitializationUtils.checkIndexExistence(settings);
if (HadoopCfgUtils.getReduceTasks(cfg) != null) {
if (HadoopCfgUtils.getSpeculativeReduce(cfg)) {
log.warn("Speculative execution enabled for reducer - consider disabling it to prevent data corruption");
}
}
else {
if (HadoopCfgUtils.getSpeculativeMap(cfg)) {
log.warn("Speculative execution enabled for mapper - consider disabling it to prevent data corruption");
}
}
//log.info(String.format("Starting to write/index to [%s][%s]", settings.getTargetUri(), settings.getTargetResource()));
}
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