blob: 026dd1593f4a7eefbf4c42a9d981116c1bda4d6f [file] [log] [blame]
/**
* 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
* <p/>
* http://www.apache.org/licenses/LICENSE-2.0
* <p/>
* 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.tez.analyzer.plugins;
import com.google.common.collect.Lists;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.util.ToolRunner;
import org.apache.tez.analyzer.Analyzer;
import org.apache.tez.analyzer.CSVResult;
import org.apache.tez.common.counters.TaskCounter;
import org.apache.tez.common.counters.TezCounter;
import org.apache.tez.dag.api.TezException;
import org.apache.tez.history.parser.datamodel.DagInfo;
import org.apache.tez.history.parser.datamodel.TaskAttemptInfo;
import org.apache.tez.history.parser.datamodel.VertexInfo;
import org.apache.tez.runtime.library.api.TezRuntimeConfiguration;
import java.util.List;
import java.util.Map;
/**
* Find out tasks which have more than 1 spill (ADDITIONAL_SPILL_COUNT).
* <p/>
* Accompany this with OUTPUT_BYTES (> 1 GB data written)
*/
public class SpillAnalyzerImpl extends TezAnalyzerBase implements Analyzer {
private static final String[] headers = { "vertexName", "taskAttemptId",
"Node", "counterGroupName",
"spillCount", "taskDuration",
"OUTPUT_BYTES", "OUTPUT_RECORDS",
"SPILLED_RECORDS", "Recommendation" };
private final CSVResult csvResult;
/**
* Minimum output bytes that should be chunrned out by a task
*/
private static final String OUTPUT_BYTES_THRESHOLD = "tez.spill-analyzer.min.output.bytes"
+ ".threshold";
private static long OUTPUT_BYTES_THRESHOLD_DEFAULT = 1 * 1024 * 1024 * 1024l;
private final long minOutputBytesPerTask;
public SpillAnalyzerImpl(Configuration config) {
super(config);
minOutputBytesPerTask = Math.max(0, config.getLong(OUTPUT_BYTES_THRESHOLD,
OUTPUT_BYTES_THRESHOLD_DEFAULT));
this.csvResult = new CSVResult(headers);
}
@Override
public void analyze(DagInfo dagInfo) throws TezException {
for (VertexInfo vertexInfo : dagInfo.getVertices()) {
String vertexName = vertexInfo.getVertexName();
for (TaskAttemptInfo attemptInfo : vertexInfo.getTaskAttempts()) {
//Get ADDITIONAL_SPILL_COUNT, OUTPUT_BYTES for every source
Map<String, TezCounter> spillCountMap =
attemptInfo.getCounter(TaskCounter.ADDITIONAL_SPILL_COUNT.name());
Map<String, TezCounter> spilledRecordsMap =
attemptInfo.getCounter(TaskCounter.SPILLED_RECORDS.name());
Map<String, TezCounter> outputRecordsMap =
attemptInfo.getCounter(TaskCounter.OUTPUT_RECORDS.name());
Map<String, TezCounter> outputBytesMap =
attemptInfo.getCounter(TaskCounter.OUTPUT_BYTES.name());
for (Map.Entry<String, TezCounter> entry : spillCountMap.entrySet()) {
String source = entry.getKey();
long spillCount = entry.getValue().getValue();
long outBytes = outputBytesMap.get(source).getValue();
long outputRecords = outputRecordsMap.get(source).getValue();
long spilledRecords = spilledRecordsMap.get(source).getValue();
if (spillCount > 1 && outBytes > minOutputBytesPerTask) {
List<String> recorList = Lists.newLinkedList();
recorList.add(vertexName);
recorList.add(attemptInfo.getTaskAttemptId());
recorList.add(attemptInfo.getNodeId());
recorList.add(source);
recorList.add(spillCount + "");
recorList.add(attemptInfo.getTimeTaken() + "");
recorList.add(outBytes + "");
recorList.add(outputRecords + "");
recorList.add(spilledRecords + "");
recorList.add("Consider increasing " + TezRuntimeConfiguration.TEZ_RUNTIME_IO_SORT_MB
+ ". Try increasing container size.");
csvResult.addRecord(recorList.toArray(new String[recorList.size()]));
}
}
}
}
}
@Override
public CSVResult getResult() throws TezException {
return csvResult;
}
@Override
public String getName() {
return "SpillAnalyzer";
}
@Override
public String getDescription() {
return "Analyze spill details in the task";
}
public static void main(String[] args) throws Exception {
Configuration config = new Configuration();
SpillAnalyzerImpl analyzer = new SpillAnalyzerImpl(config);
int res = ToolRunner.run(config, analyzer, args);
analyzer.printResults();
System.exit(res);
}
}