Java tutorial
/* * 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 com.tdunning.plume.local.lazy; import static com.tdunning.plume.Plume.integers; import static com.tdunning.plume.Plume.strings; import static com.tdunning.plume.Plume.tableOf; import static org.junit.Assert.assertEquals; import java.io.File; import java.io.IOException; import java.util.List; import java.util.Map; import java.util.StringTokenizer; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.Text; import org.junit.Test; import com.google.common.base.Charsets; import com.google.common.collect.Maps; import com.google.common.io.Files; import com.google.common.io.Resources; import com.tdunning.plume.CombinerFn; import com.tdunning.plume.DoFn; import com.tdunning.plume.EmitFn; import com.tdunning.plume.PCollection; import com.tdunning.plume.Pair; import com.tdunning.plume.types.PCollectionType; import com.tdunning.plume.types.StringType; import static com.tdunning.plume.Plume.*; /** * This test asserts that {@link MapRedExecutor} behaves well under the famous WordCount test */ public class MapRedWordCountTest extends BaseTestClass { /** * The WordCount Workflow */ @SuppressWarnings({ "unchecked", "rawtypes" }) public static class WordCountWorkflow extends PlumeWorkflow { public WordCountWorkflow() { } @Override public void build() { init(); LazyPlume plume = new LazyPlume(); PCollection input; try { // Read input input = plume.readFile("/tmp/input-wordcount.txt", collectionOf(strings())); // Add it as workflow's input addInput(input); } catch (IOException e) { throw new RuntimeException(); } // Define the wordcount map DoFn wordCountMap = new DoFn() { @Override public void process(Object v, EmitFn emitter) { StringTokenizer itr = new StringTokenizer(v.toString()); while (itr.hasMoreTokens()) { emitter.emit(Pair.create(new Text(itr.nextToken()), new IntWritable(1))); } } }; // Define the wordcount output PCollection output = input.map(wordCountMap, tableOf(strings(), integers())).groupByKey() .combine(countCombiner).map(countReduceToText, tableOf(strings(), strings())); // Add wordcount's output as workflow's output addOutput(output); } } /** * The wordcount example to test with local hadoop * * @throws IOException * @throws ClassNotFoundException * @throws InterruptedException */ @Test public void testWordCount() throws IOException, InterruptedException, ClassNotFoundException { String inputPath = "/tmp/input-wordcount.txt"; String outputPath = "/tmp/output-plume-wordcount"; // Prepare input for test FileSystem system = FileSystem.getLocal(new Configuration()); system.copyFromLocalFile(new Path(Resources.getResource("simple-text.txt").getPath()), new Path(inputPath)); // Prepare output for test system.delete(new Path(outputPath), true); // Prepare workflow WordCountWorkflow workFlow = new WordCountWorkflow(); // Execute it MapRedExecutor executor = new MapRedExecutor(); executor.execute(workFlow, outputPath); List<String> str = Files.readLines(new File(outputPath + "/1_1/1-r-00000"), Charsets.UTF_8); Map<String, String> m = Maps.newHashMap(); for (String line : str) { m.put(line.split("\t")[0], line.split("\t")[1]); // not super-optimal, but less code } assertEquals(3 + "", m.get("is")); assertEquals(3 + "", m.get("some")); assertEquals(3 + "", m.get("simple")); assertEquals(1 + "", m.get("examples")); assertEquals(2 + "", m.get("text")); } }