org.apache.hadoop.hive.ql.exec.tez.TezProcessor Maven / Gradle / Ivy
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* 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.hive.ql.exec.tez;
import java.io.IOException;
import java.text.NumberFormat;
import java.util.List;
import java.util.Map;
import org.apache.commons.logging.Log;
import org.apache.commons.logging.LogFactory;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.hive.ql.log.PerfLogger;
import org.apache.hadoop.mapred.JobConf;
import org.apache.hadoop.mapred.OutputCollector;
import org.apache.hadoop.util.StringUtils;
import org.apache.tez.common.TezUtils;
import org.apache.tez.mapreduce.processor.MRTaskReporter;
import org.apache.tez.runtime.api.AbstractLogicalIOProcessor;
import org.apache.tez.runtime.api.Event;
import org.apache.tez.runtime.api.LogicalInput;
import org.apache.tez.runtime.api.LogicalOutput;
import org.apache.tez.runtime.api.ProcessorContext;
import org.apache.tez.runtime.library.api.KeyValueWriter;
/**
* Hive processor for Tez that forms the vertices in Tez and processes the data.
* Does what ExecMapper and ExecReducer does for hive in MR framework.
*/
public class TezProcessor extends AbstractLogicalIOProcessor {
private static final Log LOG = LogFactory.getLog(TezProcessor.class);
protected boolean isMap = false;
protected RecordProcessor rproc = null;
protected JobConf jobConf;
private static final String CLASS_NAME = TezProcessor.class.getName();
private final PerfLogger perfLogger = PerfLogger.getPerfLogger();
protected ProcessorContext processorContext;
protected static final NumberFormat taskIdFormat = NumberFormat.getInstance();
protected static final NumberFormat jobIdFormat = NumberFormat.getInstance();
static {
taskIdFormat.setGroupingUsed(false);
taskIdFormat.setMinimumIntegerDigits(6);
jobIdFormat.setGroupingUsed(false);
jobIdFormat.setMinimumIntegerDigits(4);
}
public TezProcessor(ProcessorContext context) {
super(context);
ObjectCache.setupObjectRegistry(context.getObjectRegistry());
}
@Override
public void close() throws IOException {
// we have to close in the processor's run method, because tez closes inputs
// before calling close (TEZ-955) and we might need to read inputs
// when we flush the pipeline.
}
@Override
public void handleEvents(List arg0) {
//this is not called by tez, so nothing to be done here
}
@Override
public void initialize() throws IOException {
perfLogger.PerfLogBegin(CLASS_NAME, PerfLogger.TEZ_INITIALIZE_PROCESSOR);
Configuration conf = TezUtils.createConfFromUserPayload(getContext().getUserPayload());
this.jobConf = new JobConf(conf);
this.processorContext = getContext();
setupMRLegacyConfigs(processorContext);
perfLogger.PerfLogEnd(CLASS_NAME, PerfLogger.TEZ_INITIALIZE_PROCESSOR);
}
private void setupMRLegacyConfigs(ProcessorContext processorContext) {
// Hive "insert overwrite local directory" uses task id as dir name
// Setting the id in jobconf helps to have the similar dir name as MR
StringBuilder taskAttemptIdBuilder = new StringBuilder("attempt_");
taskAttemptIdBuilder.append(processorContext.getApplicationId().getClusterTimestamp())
.append("_")
.append(jobIdFormat.format(processorContext.getApplicationId().getId()))
.append("_");
if (isMap) {
taskAttemptIdBuilder.append("m_");
} else {
taskAttemptIdBuilder.append("r_");
}
taskAttemptIdBuilder.append(taskIdFormat.format(processorContext.getTaskIndex()))
.append("_")
.append(processorContext.getTaskAttemptNumber());
// In MR, mapreduce.task.attempt.id is same as mapred.task.id. Go figure.
String taskAttemptIdStr = taskAttemptIdBuilder.toString();
this.jobConf.set("mapred.task.id", taskAttemptIdStr);
this.jobConf.set("mapreduce.task.attempt.id", taskAttemptIdStr);
this.jobConf.setInt("mapred.task.partition",processorContext.getTaskIndex());
}
@Override
public void run(Map inputs, Map outputs)
throws Exception {
perfLogger.PerfLogBegin(CLASS_NAME, PerfLogger.TEZ_RUN_PROCESSOR);
// in case of broadcast-join read the broadcast edge inputs
// (possibly asynchronously)
LOG.info("Running task: " + getContext().getUniqueIdentifier());
if (isMap) {
rproc = new MapRecordProcessor(jobConf, getContext());
} else {
rproc = new ReduceRecordProcessor(jobConf, getContext());
}
initializeAndRunProcessor(inputs, outputs);
}
protected void initializeAndRunProcessor(Map inputs,
Map outputs)
throws Exception {
Throwable originalThrowable = null;
try {
MRTaskReporter mrReporter = new MRTaskReporter(getContext());
rproc.init(mrReporter, inputs, outputs);
rproc.run();
//done - output does not need to be committed as hive does not use outputcommitter
perfLogger.PerfLogEnd(CLASS_NAME, PerfLogger.TEZ_RUN_PROCESSOR);
} catch (Throwable t) {
originalThrowable = t;
} finally {
if (originalThrowable != null && originalThrowable instanceof Error) {
LOG.error(StringUtils.stringifyException(originalThrowable));
throw new RuntimeException(originalThrowable);
}
try {
if (rproc != null) {
rproc.close();
}
} catch (Throwable t) {
if (originalThrowable == null) {
originalThrowable = t;
}
}
if (originalThrowable != null) {
LOG.error(StringUtils.stringifyException(originalThrowable));
throw new RuntimeException(originalThrowable);
}
}
}
/**
* KVOutputCollector. OutputCollector that writes using KVWriter.
* Must be initialized before it is used.
*
*/
@SuppressWarnings("rawtypes")
static class TezKVOutputCollector implements OutputCollector {
private KeyValueWriter writer;
private final LogicalOutput output;
TezKVOutputCollector(LogicalOutput logicalOutput) {
this.output = logicalOutput;
}
void initialize() throws Exception {
this.writer = (KeyValueWriter) output.getWriter();
}
@Override
public void collect(Object key, Object value) throws IOException {
writer.write(key, value);
}
}
}