| /* |
| * 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.operators; |
| |
| import org.apache.flink.api.common.functions.CombineFunction; |
| import org.apache.flink.api.common.functions.GroupCombineFunction; |
| import org.apache.flink.api.common.functions.GroupReduceFunction; |
| import org.apache.flink.api.java.DataSet; |
| import org.apache.flink.api.java.ExecutionEnvironment; |
| import org.apache.flink.api.java.functions.KeySelector; |
| import org.apache.flink.api.java.operators.UnsortedGrouping; |
| import org.apache.flink.api.java.tuple.Tuple2; |
| import org.apache.flink.api.java.tuple.Tuple3; |
| import org.apache.flink.test.util.MultipleProgramsTestBase; |
| import org.apache.flink.util.Collector; |
| |
| import org.junit.Test; |
| import org.junit.runner.RunWith; |
| import org.junit.runners.Parameterized; |
| |
| import java.util.Arrays; |
| import java.util.List; |
| |
| /** Integration tests for {@link GroupCombineFunction}. */ |
| @SuppressWarnings("serial") |
| @RunWith(Parameterized.class) |
| public class ReduceWithCombinerITCase extends MultipleProgramsTestBase { |
| |
| public ReduceWithCombinerITCase(TestExecutionMode mode) { |
| super(TestExecutionMode.CLUSTER); |
| } |
| |
| @Test |
| public void testReduceOnNonKeyedDataset() throws Exception { |
| |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| env.setParallelism(4); |
| |
| // creates the input data and distributes them evenly among the available downstream tasks |
| DataSet<Tuple2<Integer, Boolean>> input = createNonKeyedInput(env); |
| List<Tuple2<Integer, Boolean>> actual = |
| input.reduceGroup(new NonKeyedCombReducer()).collect(); |
| String expected = "10,true\n"; |
| |
| compareResultAsTuples(actual, expected); |
| } |
| |
| @Test |
| public void testForkingReduceOnNonKeyedDataset() throws Exception { |
| |
| // set up the execution environment |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| env.setParallelism(4); |
| |
| // creates the input data and distributes them evenly among the available downstream tasks |
| DataSet<Tuple2<Integer, Boolean>> input = createNonKeyedInput(env); |
| |
| DataSet<Tuple2<Integer, Boolean>> r1 = input.reduceGroup(new NonKeyedCombReducer()); |
| DataSet<Tuple2<Integer, Boolean>> r2 = input.reduceGroup(new NonKeyedGroupCombReducer()); |
| |
| List<Tuple2<Integer, Boolean>> actual = r1.union(r2).collect(); |
| String expected = "10,true\n10,true\n"; |
| compareResultAsTuples(actual, expected); |
| } |
| |
| @Test |
| public void testReduceOnKeyedDataset() throws Exception { |
| |
| // set up the execution environment |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| env.setParallelism(4); |
| |
| // creates the input data and distributes them evenly among the available downstream tasks |
| DataSet<Tuple3<String, Integer, Boolean>> input = createKeyedInput(env); |
| List<Tuple3<String, Integer, Boolean>> actual = |
| input.groupBy(0).reduceGroup(new KeyedCombReducer()).collect(); |
| String expected = "k1,6,true\nk2,4,true\n"; |
| |
| compareResultAsTuples(actual, expected); |
| } |
| |
| @Test |
| public void testReduceOnKeyedDatasetWithSelector() throws Exception { |
| |
| // set up the execution environment |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| env.setParallelism(4); |
| |
| // creates the input data and distributes them evenly among the available downstream tasks |
| DataSet<Tuple3<String, Integer, Boolean>> input = createKeyedInput(env); |
| |
| List<Tuple3<String, Integer, Boolean>> actual = |
| input.groupBy(new KeySelectorX()).reduceGroup(new KeyedCombReducer()).collect(); |
| String expected = "k1,6,true\nk2,4,true\n"; |
| |
| compareResultAsTuples(actual, expected); |
| } |
| |
| @Test |
| public void testForkingReduceOnKeyedDataset() throws Exception { |
| |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| env.setParallelism(4); |
| |
| // creates the input data and distributes them evenly among the available downstream tasks |
| DataSet<Tuple3<String, Integer, Boolean>> input = createKeyedInput(env); |
| |
| UnsortedGrouping<Tuple3<String, Integer, Boolean>> counts = input.groupBy(0); |
| |
| DataSet<Tuple3<String, Integer, Boolean>> r1 = counts.reduceGroup(new KeyedCombReducer()); |
| DataSet<Tuple3<String, Integer, Boolean>> r2 = |
| counts.reduceGroup(new KeyedGroupCombReducer()); |
| |
| List<Tuple3<String, Integer, Boolean>> actual = r1.union(r2).collect(); |
| String expected = "k1,6,true\n" + "k2,4,true\n" + "k1,6,true\n" + "k2,4,true\n"; |
| compareResultAsTuples(actual, expected); |
| } |
| |
| @Test |
| public void testForkingReduceOnKeyedDatasetWithSelection() throws Exception { |
| |
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); |
| env.setParallelism(4); |
| |
| // creates the input data and distributes them evenly among the available downstream tasks |
| DataSet<Tuple3<String, Integer, Boolean>> input = createKeyedInput(env); |
| |
| UnsortedGrouping<Tuple3<String, Integer, Boolean>> counts = |
| input.groupBy(new KeySelectorX()); |
| |
| DataSet<Tuple3<String, Integer, Boolean>> r1 = counts.reduceGroup(new KeyedCombReducer()); |
| DataSet<Tuple3<String, Integer, Boolean>> r2 = |
| counts.reduceGroup(new KeyedGroupCombReducer()); |
| |
| List<Tuple3<String, Integer, Boolean>> actual = r1.union(r2).collect(); |
| String expected = "k1,6,true\n" + "k2,4,true\n" + "k1,6,true\n" + "k2,4,true\n"; |
| |
| compareResultAsTuples(actual, expected); |
| } |
| |
| private DataSet<Tuple2<Integer, Boolean>> createNonKeyedInput(ExecutionEnvironment env) { |
| return env.fromCollection( |
| Arrays.asList( |
| new Tuple2<>(1, false), |
| new Tuple2<>(1, false), |
| new Tuple2<>(1, false), |
| new Tuple2<>(1, false), |
| new Tuple2<>(1, false), |
| new Tuple2<>(1, false), |
| new Tuple2<>(1, false), |
| new Tuple2<>(1, false), |
| new Tuple2<>(1, false), |
| new Tuple2<>(1, false))) |
| .rebalance(); |
| } |
| |
| private static class NonKeyedCombReducer |
| implements CombineFunction<Tuple2<Integer, Boolean>, Tuple2<Integer, Boolean>>, |
| GroupReduceFunction<Tuple2<Integer, Boolean>, Tuple2<Integer, Boolean>> { |
| |
| @Override |
| public Tuple2<Integer, Boolean> combine(Iterable<Tuple2<Integer, Boolean>> values) |
| throws Exception { |
| int sum = 0; |
| boolean flag = true; |
| |
| for (Tuple2<Integer, Boolean> tuple : values) { |
| sum += tuple.f0; |
| flag &= !tuple.f1; |
| } |
| return new Tuple2<>(sum, flag); |
| } |
| |
| @Override |
| public void reduce( |
| Iterable<Tuple2<Integer, Boolean>> values, Collector<Tuple2<Integer, Boolean>> out) |
| throws Exception { |
| int sum = 0; |
| boolean flag = true; |
| for (Tuple2<Integer, Boolean> tuple : values) { |
| sum += tuple.f0; |
| flag &= tuple.f1; |
| } |
| out.collect(new Tuple2<>(sum, flag)); |
| } |
| } |
| |
| private static class NonKeyedGroupCombReducer |
| implements GroupCombineFunction<Tuple2<Integer, Boolean>, Tuple2<Integer, Boolean>>, |
| GroupReduceFunction<Tuple2<Integer, Boolean>, Tuple2<Integer, Boolean>> { |
| |
| @Override |
| public void reduce( |
| Iterable<Tuple2<Integer, Boolean>> values, Collector<Tuple2<Integer, Boolean>> out) |
| throws Exception { |
| int sum = 0; |
| boolean flag = true; |
| for (Tuple2<Integer, Boolean> tuple : values) { |
| sum += tuple.f0; |
| flag &= tuple.f1; |
| } |
| out.collect(new Tuple2<>(sum, flag)); |
| } |
| |
| @Override |
| public void combine( |
| Iterable<Tuple2<Integer, Boolean>> values, Collector<Tuple2<Integer, Boolean>> out) |
| throws Exception { |
| int sum = 0; |
| boolean flag = true; |
| for (Tuple2<Integer, Boolean> tuple : values) { |
| sum += tuple.f0; |
| flag &= !tuple.f1; |
| } |
| out.collect(new Tuple2<>(sum, flag)); |
| } |
| } |
| |
| private DataSet<Tuple3<String, Integer, Boolean>> createKeyedInput(ExecutionEnvironment env) { |
| return env.fromCollection( |
| Arrays.asList( |
| new Tuple3<>("k1", 1, false), |
| new Tuple3<>("k1", 1, false), |
| new Tuple3<>("k1", 1, false), |
| new Tuple3<>("k2", 1, false), |
| new Tuple3<>("k1", 1, false), |
| new Tuple3<>("k1", 1, false), |
| new Tuple3<>("k2", 1, false), |
| new Tuple3<>("k2", 1, false), |
| new Tuple3<>("k1", 1, false), |
| new Tuple3<>("k2", 1, false))) |
| .rebalance(); |
| } |
| |
| private static class KeySelectorX |
| implements KeySelector<Tuple3<String, Integer, Boolean>, String> { |
| private static final long serialVersionUID = 1L; |
| |
| @Override |
| public String getKey(Tuple3<String, Integer, Boolean> in) { |
| return in.f0; |
| } |
| } |
| |
| private class KeyedCombReducer |
| implements CombineFunction< |
| Tuple3<String, Integer, Boolean>, Tuple3<String, Integer, Boolean>>, |
| GroupReduceFunction< |
| Tuple3<String, Integer, Boolean>, Tuple3<String, Integer, Boolean>> { |
| |
| @Override |
| public Tuple3<String, Integer, Boolean> combine( |
| Iterable<Tuple3<String, Integer, Boolean>> values) throws Exception { |
| String key = null; |
| int sum = 0; |
| boolean flag = true; |
| |
| for (Tuple3<String, Integer, Boolean> tuple : values) { |
| key = (key == null) ? tuple.f0 : key; |
| sum += tuple.f1; |
| flag &= !tuple.f2; |
| } |
| return new Tuple3<>(key, sum, flag); |
| } |
| |
| @Override |
| public void reduce( |
| Iterable<Tuple3<String, Integer, Boolean>> values, |
| Collector<Tuple3<String, Integer, Boolean>> out) |
| throws Exception { |
| String key = null; |
| int sum = 0; |
| boolean flag = true; |
| |
| for (Tuple3<String, Integer, Boolean> tuple : values) { |
| key = (key == null) ? tuple.f0 : key; |
| sum += tuple.f1; |
| flag &= tuple.f2; |
| } |
| out.collect(new Tuple3<>(key, sum, flag)); |
| } |
| } |
| |
| private class KeyedGroupCombReducer |
| implements GroupCombineFunction< |
| Tuple3<String, Integer, Boolean>, Tuple3<String, Integer, Boolean>>, |
| GroupReduceFunction< |
| Tuple3<String, Integer, Boolean>, Tuple3<String, Integer, Boolean>> { |
| |
| @Override |
| public void combine( |
| Iterable<Tuple3<String, Integer, Boolean>> values, |
| Collector<Tuple3<String, Integer, Boolean>> out) |
| throws Exception { |
| String key = null; |
| int sum = 0; |
| boolean flag = true; |
| |
| for (Tuple3<String, Integer, Boolean> tuple : values) { |
| key = (key == null) ? tuple.f0 : key; |
| sum += tuple.f1; |
| flag &= !tuple.f2; |
| } |
| out.collect(new Tuple3<>(key, sum, flag)); |
| } |
| |
| @Override |
| public void reduce( |
| Iterable<Tuple3<String, Integer, Boolean>> values, |
| Collector<Tuple3<String, Integer, Boolean>> out) |
| throws Exception { |
| String key = null; |
| int sum = 0; |
| boolean flag = true; |
| |
| for (Tuple3<String, Integer, Boolean> tuple : values) { |
| key = (key == null) ? tuple.f0 : key; |
| sum += tuple.f1; |
| flag &= tuple.f2; |
| } |
| out.collect(new Tuple3<>(key, sum, flag)); |
| } |
| } |
| } |