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 org.apache.avro.mapred; import java.io.IOException; import java.util.StringTokenizer; import junit.framework.Assert; import org.apache.hadoop.fs.FileStatus; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.NullWritable; import org.apache.hadoop.mapred.FileSplit; import org.apache.hadoop.mapred.JobClient; import org.apache.hadoop.mapred.JobConf; import org.apache.hadoop.mapred.FileInputFormat; import org.apache.hadoop.mapred.FileOutputFormat; import org.apache.hadoop.mapred.Reporter; import org.apache.avro.Schema; import org.apache.avro.util.Utf8; import org.junit.Test; public class TestWordCount { public static class MapImpl extends AvroMapper<Utf8, Pair<Utf8, Long>> { @Override public void map(Utf8 text, AvroCollector<Pair<Utf8, Long>> collector, Reporter reporter) throws IOException { StringTokenizer tokens = new StringTokenizer(text.toString()); while (tokens.hasMoreTokens()) collector.collect(new Pair<Utf8, Long>(new Utf8(tokens.nextToken()), 1L)); } } public static class ReduceImpl extends AvroReducer<Utf8, Long, Pair<Utf8, Long>> { @Override public void reduce(Utf8 word, Iterable<Long> counts, AvroCollector<Pair<Utf8, Long>> collector, Reporter reporter) throws IOException { long sum = 0; for (long count : counts) sum += count; collector.collect(new Pair<Utf8, Long>(word, sum)); } } @Test public void runTestsInOrder() throws Exception { testJob(); testProjection(); } @SuppressWarnings("deprecation") public void testJob() throws Exception { JobConf job = new JobConf(); String dir = System.getProperty("test.dir", ".") + "/mapred"; Path outputPath = new Path(dir + "/out"); outputPath.getFileSystem(job).delete(outputPath); WordCountUtil.writeLinesFile(); job.setJobName("wordcount"); AvroJob.setInputSchema(job, Schema.create(Schema.Type.STRING)); AvroJob.setOutputSchema(job, new Pair<Utf8, Long>(new Utf8(""), 0L).getSchema()); AvroJob.setMapperClass(job, MapImpl.class); AvroJob.setCombinerClass(job, ReduceImpl.class); AvroJob.setReducerClass(job, ReduceImpl.class); FileInputFormat.setInputPaths(job, new Path(dir + "/in")); FileOutputFormat.setOutputPath(job, outputPath); FileOutputFormat.setCompressOutput(job, true); WordCountUtil.setMeta(job); JobClient.runJob(job); WordCountUtil.validateCountsFile(); } @SuppressWarnings("deprecation") public void testProjection() throws Exception { JobConf job = new JobConf(); Integer defaultRank = new Integer(-1); String jsonSchema = "{\"type\":\"record\"," + "\"name\":\"org.apache.avro.mapred.Pair\"," + "\"fields\": [ " + "{\"name\":\"rank\", \"type\":\"int\", \"default\": -1}," + "{\"name\":\"value\", \"type\":\"long\"}" + "]}"; Schema readerSchema = Schema.parse(jsonSchema); AvroJob.setInputSchema(job, readerSchema); String dir = System.getProperty("test.dir", ".") + "/mapred"; Path inputPath = new Path(dir + "/out" + "/part-00000" + AvroOutputFormat.EXT); FileStatus fileStatus = FileSystem.get(job).getFileStatus(inputPath); FileSplit fileSplit = new FileSplit(inputPath, 0, fileStatus.getLen(), job); AvroRecordReader<Pair<Integer, Long>> recordReader = new AvroRecordReader<Pair<Integer, Long>>(job, fileSplit); AvroWrapper<Pair<Integer, Long>> inputPair = new AvroWrapper<Pair<Integer, Long>>(null); NullWritable ignore = NullWritable.get(); long sumOfCounts = 0; long numOfCounts = 0; while (recordReader.next(inputPair, ignore)) { Assert.assertEquals((Integer) inputPair.datum().get(0), defaultRank); sumOfCounts += (Long) inputPair.datum().get(1); numOfCounts++; } Assert.assertEquals(numOfCounts, WordCountUtil.COUNTS.size()); long actualSumOfCounts = 0; for (Long count : WordCountUtil.COUNTS.values()) { actualSumOfCounts += count; } Assert.assertEquals(sumOfCounts, actualSumOfCounts); } }