/** * 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.tez.examples; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import org.apache.hadoop.util.ToolRunner; import org.apache.tez.client.TezClient; import org.apache.tez.dag.api.DAG; import org.apache.tez.dag.api.PreWarmVertex; import org.apache.tez.dag.api.TezConfiguration; /** * Simple example that shows how Tez session mode can be used to run multiple DAGs in the same * session for efficiency and performance. Tez session mode enables the execution environment to * hold onto execution resources so that they can be reused to across multiple DAGs. Typical use * cases for this would be drill-down queries from a user shell or maintaining a pool of resources * to provide low latency execution of DAGs for an application. * In this example we will be submitting multiple OrderedWordCount DAGs on different inputs to the * same session. */ public class SimpleSessionExample extends TezExampleBase { private static final Logger LOG = LoggerFactory.getLogger(SimpleSessionExample.class); private static final String enablePrewarmConfig = "simplesessionexample.prewarm"; @Override protected void printUsage() { System.err.println("Usage: " + " simplesessionexample" + " <in1,in2> <out1, out2> [numPartitions]"); } @Override protected int validateArgs(String[] otherArgs) { if (otherArgs.length < 2 || otherArgs.length > 3) { return 2; } return 0; } @Override protected int runJob(String[] args, TezConfiguration tezConf, TezClient tezClient) throws Exception { System.out.println("Running SimpleSessionExample"); String[] inputPaths = args[0].split(","); String[] outputPaths = args[1].split(","); if (inputPaths.length != outputPaths.length) { System.err.println("Inputs and outputs must be equal in number"); return 3; } int numPartitions = args.length == 3 ? Integer.parseInt(args[2]) : 1; // Session pre-warming allows the user to hide initial startup, resource acquisition latency etc. // by pre-allocating execution resources in the Tez session. They can run initialization logic // in these pre-allocated resources (containers) to pre-warm the containers. // In between DAG executions, the session can hold on to a minimum number of containers. // Ideally, this would be enough to provide desired balance of efficiency for the application // and sharing of resources with other applications. Typically, the number of containers to be // pre-warmed equals the number of containers to be held between DAGs. if (tezConf.getBoolean(enablePrewarmConfig, false)) { // the above parameter is not a Tez parameter. Its only for this example. // In this example we are pre-warming enough containers to run all the sum tasks in parallel. // This means pre-warming numPartitions number of containers. // We are making the pre-warm and held containers to be the same and using the helper API to // set up pre-warming. They can be made different and also custom initialization logic can be // specified using other API's. We know that the OrderedWordCount dag uses default files and // resources. Otherwise we would have to specify matching parameters in the preWarm API too. tezConf.setInt(TezConfiguration.TEZ_AM_SESSION_MIN_HELD_CONTAINERS, numPartitions); tezClient.preWarm(PreWarmVertex.createConfigBuilder(tezConf).build()); } for (int i = 0; i < inputPaths.length; ++i) { DAG dag = OrderedWordCount.createDAG(tezConf, inputPaths[i], outputPaths[i], numPartitions, isDisableSplitGrouping(), isGenerateSplitInClient(), ("DAG-Iteration-" + i)); // the names of the DAGs must be unique in a session LOG.info("Running dag number " + i); if(runDag(dag, isCountersLog(), LOG) != 0) { return -1; } } return 0; } public static void main(String[] args) throws Exception { TezConfiguration tezConf = new TezConfiguration(); tezConf.setBoolean(TezConfiguration.TEZ_AM_SESSION_MODE, true); int res = ToolRunner.run(tezConf, new SimpleSessionExample(), args); System.exit(res); } }