| /** |
| * 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); |
| } |
| } |