| /* |
| * 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.flink.test.hadoopcompatibility.mapred; |
| |
| import org.apache.flink.api.common.functions.MapFunction; |
| import org.apache.flink.api.java.DataSet; |
| import org.apache.flink.api.java.ExecutionEnvironment; |
| import org.apache.flink.api.java.tuple.Tuple2; |
| import org.apache.flink.hadoopcompatibility.mapred.HadoopReduceCombineFunction; |
| import org.apache.flink.hadoopcompatibility.mapred.HadoopReduceFunction; |
| import org.apache.flink.test.util.MultipleProgramsTestBase; |
| import org.apache.flink.testutils.junit.extensions.parameterized.ParameterizedTestExtension; |
| |
| import org.apache.hadoop.io.IntWritable; |
| import org.apache.hadoop.io.Text; |
| import org.apache.hadoop.mapred.JobConf; |
| import org.apache.hadoop.mapred.OutputCollector; |
| import org.apache.hadoop.mapred.Reducer; |
| import org.apache.hadoop.mapred.Reporter; |
| import org.junit.jupiter.api.TestTemplate; |
| import org.junit.jupiter.api.extension.ExtendWith; |
| import org.junit.jupiter.api.io.TempDir; |
| |
| import java.io.IOException; |
| import java.nio.file.Path; |
| import java.util.Iterator; |
| |
| import static org.apache.flink.test.util.TestBaseUtils.compareResultsByLinesInMemory; |
| import static org.assertj.core.api.Assumptions.assumeThat; |
| |
| /** IT case for the {@link HadoopReduceCombineFunction}. */ |
| @ExtendWith(ParameterizedTestExtension.class) |
| class HadoopReduceCombineFunctionITCase extends MultipleProgramsTestBase { |
| |
| @TestTemplate |
| void testStandardCountingWithCombiner(@TempDir Path tempFolder) throws Exception { |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| |
| DataSet<Tuple2<IntWritable, IntWritable>> ds = |
| HadoopTestData.getKVPairDataSet(env).map(new Mapper1()); |
| |
| DataSet<Tuple2<IntWritable, IntWritable>> counts = |
| ds.groupBy(0) |
| .reduceGroup( |
| new HadoopReduceCombineFunction< |
| IntWritable, IntWritable, IntWritable, IntWritable>( |
| new SumReducer(), new SumReducer())); |
| |
| String resultPath = tempFolder.toUri().toString(); |
| |
| counts.writeAsText(resultPath); |
| env.execute(); |
| |
| String expected = "(0,5)\n" + "(1,6)\n" + "(2,6)\n" + "(3,4)\n"; |
| |
| compareResultsByLinesInMemory(expected, resultPath); |
| } |
| |
| @TestTemplate |
| void testUngroupedHadoopReducer(@TempDir Path tempFolder) throws Exception { |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| |
| DataSet<Tuple2<IntWritable, IntWritable>> ds = |
| HadoopTestData.getKVPairDataSet(env).map(new Mapper2()); |
| |
| DataSet<Tuple2<IntWritable, IntWritable>> sum = |
| ds.reduceGroup( |
| new HadoopReduceCombineFunction< |
| IntWritable, IntWritable, IntWritable, IntWritable>( |
| new SumReducer(), new SumReducer())); |
| |
| String resultPath = tempFolder.toUri().toString(); |
| |
| sum.writeAsText(resultPath); |
| env.execute(); |
| |
| String expected = "(0,231)\n"; |
| |
| compareResultsByLinesInMemory(expected, resultPath); |
| } |
| |
| @TestTemplate |
| void testCombiner(@TempDir Path tempFolder) throws Exception { |
| assumeThat(mode).isEqualTo(TestExecutionMode.CLUSTER); |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| |
| DataSet<Tuple2<IntWritable, IntWritable>> ds = |
| HadoopTestData.getKVPairDataSet(env).map(new Mapper3()); |
| |
| DataSet<Tuple2<IntWritable, IntWritable>> counts = |
| ds.groupBy(0) |
| .reduceGroup( |
| new HadoopReduceCombineFunction< |
| IntWritable, IntWritable, IntWritable, IntWritable>( |
| new SumReducer(), new KeyChangingReducer())); |
| |
| String resultPath = tempFolder.toUri().toString(); |
| |
| counts.writeAsText(resultPath); |
| env.execute(); |
| |
| String expected = "(0,5)\n" + "(1,6)\n" + "(2,5)\n" + "(3,5)\n"; |
| |
| compareResultsByLinesInMemory(expected, resultPath); |
| } |
| |
| @TestTemplate |
| void testConfigurationViaJobConf(@TempDir Path tempFolder) throws Exception { |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| |
| JobConf conf = new JobConf(); |
| conf.set("my.cntPrefix", "Hello"); |
| |
| DataSet<Tuple2<IntWritable, Text>> ds = |
| HadoopTestData.getKVPairDataSet(env).map(new Mapper4()); |
| |
| DataSet<Tuple2<IntWritable, IntWritable>> hellos = |
| ds.groupBy(0) |
| .reduceGroup( |
| new HadoopReduceFunction< |
| IntWritable, Text, IntWritable, IntWritable>( |
| new ConfigurableCntReducer(), conf)); |
| |
| String resultPath = tempFolder.toUri().toString(); |
| |
| hellos.writeAsText(resultPath); |
| env.execute(); |
| |
| // return expected result |
| String expected = "(0,0)\n" + "(1,0)\n" + "(2,1)\n" + "(3,1)\n" + "(4,1)\n"; |
| |
| compareResultsByLinesInMemory(expected, resultPath); |
| } |
| |
| /** A {@link Reducer} to sum counts. */ |
| public static class SumReducer |
| implements Reducer<IntWritable, IntWritable, IntWritable, IntWritable> { |
| |
| @Override |
| public void reduce( |
| IntWritable k, |
| Iterator<IntWritable> v, |
| OutputCollector<IntWritable, IntWritable> out, |
| Reporter r) |
| throws IOException { |
| |
| int sum = 0; |
| while (v.hasNext()) { |
| sum += v.next().get(); |
| } |
| out.collect(k, new IntWritable(sum)); |
| } |
| |
| @Override |
| public void configure(JobConf arg0) {} |
| |
| @Override |
| public void close() throws IOException {} |
| } |
| |
| /** A {@link Reducer} to sum counts that modifies the key. */ |
| public static class KeyChangingReducer |
| implements Reducer<IntWritable, IntWritable, IntWritable, IntWritable> { |
| |
| @Override |
| public void reduce( |
| IntWritable k, |
| Iterator<IntWritable> v, |
| OutputCollector<IntWritable, IntWritable> out, |
| Reporter r) |
| throws IOException { |
| while (v.hasNext()) { |
| out.collect(new IntWritable(k.get() % 4), v.next()); |
| } |
| } |
| |
| @Override |
| public void configure(JobConf arg0) {} |
| |
| @Override |
| public void close() throws IOException {} |
| } |
| |
| /** A {@link Reducer} to sum counts for a specific prefix. */ |
| public static class ConfigurableCntReducer |
| implements Reducer<IntWritable, Text, IntWritable, IntWritable> { |
| private String countPrefix; |
| |
| @Override |
| public void reduce( |
| IntWritable k, |
| Iterator<Text> vs, |
| OutputCollector<IntWritable, IntWritable> out, |
| Reporter r) |
| throws IOException { |
| int commentCnt = 0; |
| while (vs.hasNext()) { |
| String v = vs.next().toString(); |
| if (v.startsWith(this.countPrefix)) { |
| commentCnt++; |
| } |
| } |
| out.collect(k, new IntWritable(commentCnt)); |
| } |
| |
| @Override |
| public void configure(final JobConf c) { |
| this.countPrefix = c.get("my.cntPrefix"); |
| } |
| |
| @Override |
| public void close() throws IOException {} |
| } |
| |
| /** Test mapper. */ |
| public static class Mapper1 |
| implements MapFunction<Tuple2<IntWritable, Text>, Tuple2<IntWritable, IntWritable>> { |
| private static final long serialVersionUID = 1L; |
| Tuple2<IntWritable, IntWritable> outT = new Tuple2<IntWritable, IntWritable>(); |
| |
| @Override |
| public Tuple2<IntWritable, IntWritable> map(Tuple2<IntWritable, Text> v) throws Exception { |
| outT.f0 = new IntWritable(v.f0.get() / 6); |
| outT.f1 = new IntWritable(1); |
| return outT; |
| } |
| } |
| |
| /** Test mapper. */ |
| public static class Mapper2 |
| implements MapFunction<Tuple2<IntWritable, Text>, Tuple2<IntWritable, IntWritable>> { |
| private static final long serialVersionUID = 1L; |
| Tuple2<IntWritable, IntWritable> outT = new Tuple2<IntWritable, IntWritable>(); |
| |
| @Override |
| public Tuple2<IntWritable, IntWritable> map(Tuple2<IntWritable, Text> v) throws Exception { |
| outT.f0 = new IntWritable(0); |
| outT.f1 = v.f0; |
| return outT; |
| } |
| } |
| |
| /** Test mapper. */ |
| public static class Mapper3 |
| implements MapFunction<Tuple2<IntWritable, Text>, Tuple2<IntWritable, IntWritable>> { |
| private static final long serialVersionUID = 1L; |
| Tuple2<IntWritable, IntWritable> outT = new Tuple2<IntWritable, IntWritable>(); |
| |
| @Override |
| public Tuple2<IntWritable, IntWritable> map(Tuple2<IntWritable, Text> v) throws Exception { |
| outT.f0 = v.f0; |
| outT.f1 = new IntWritable(1); |
| return outT; |
| } |
| } |
| |
| /** Test mapper. */ |
| public static class Mapper4 |
| implements MapFunction<Tuple2<IntWritable, Text>, Tuple2<IntWritable, Text>> { |
| private static final long serialVersionUID = 1L; |
| |
| @Override |
| public Tuple2<IntWritable, Text> map(Tuple2<IntWritable, Text> v) throws Exception { |
| v.f0 = new IntWritable(v.f0.get() % 5); |
| return v; |
| } |
| } |
| } |