| /** |
| * 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.crunch; |
| |
| import static org.apache.crunch.types.avro.Avros.*; |
| |
| import org.apache.crunch.impl.mr.MRPipeline; |
| import org.apache.crunch.materialize.MaterializableIterable; |
| import org.apache.crunch.test.TemporaryPath; |
| import org.apache.crunch.test.TemporaryPaths; |
| import org.junit.Rule; |
| import org.junit.Test; |
| |
| import java.util.Locale; |
| |
| /** |
| * Verifies that complex plans execute dependent jobs in the correct sequence. |
| */ |
| public class LongPipelinePlannerIT { |
| |
| @Rule |
| public TemporaryPath tmpDir = TemporaryPaths.create(); |
| |
| @Test |
| public void testMR() throws Exception { |
| run(new MRPipeline(LongPipelinePlannerIT.class, tmpDir.getDefaultConfiguration()), |
| tmpDir.copyResourceFileName("shakes.txt"), |
| tmpDir.getFileName("output")); |
| } |
| |
| public static void run(Pipeline p, String input, String output) { |
| PCollection<String> in = p.readTextFile(input); |
| PCollection<String> toLower = in.parallelDo("tolower", new DoFn<String, String>() { |
| @Override |
| public void process(String input, Emitter<String> emitter) { |
| emitter.emit(input.toLowerCase(Locale.ENGLISH)); |
| } |
| }, strings()); |
| |
| PTable<Integer, String> keyedLower = toLower.parallelDo("keyed", new MapFn<String, Pair<Integer, String>>() { |
| @Override |
| public Pair<Integer, String> map(String input) { |
| return Pair.of(input.length(), input); |
| } |
| }, tableOf(ints(), strings())).groupByKey().ungroup(); |
| |
| PCollection<String> iso = keyedLower.groupByKey().parallelDo("iso", new DoFn<Pair<Integer, Iterable<String>>, String>() { |
| @Override |
| public void process(Pair<Integer, Iterable<String>> input, Emitter<String> emitter) { |
| for (String s : input.second()) { |
| emitter.emit(s); |
| } |
| } |
| }, strings()); |
| |
| ReadableData<String> isoRD = iso.asReadable(true); |
| ParallelDoOptions.Builder builder = ParallelDoOptions.builder().sourceTargets(isoRD.getSourceTargets()); |
| |
| PTable<Integer, String> splitMap = keyedLower.parallelDo("split-map", |
| new MapFn<Pair<Integer, String>, Pair<Integer, String>>() { |
| @Override |
| public Pair<Integer, String> map(Pair<Integer, String> input) { |
| return input; |
| } |
| }, tableOf(ints(), strings()), builder.build()); |
| |
| PTable<Integer, String> splitReduce = splitMap.groupByKey().parallelDo("split-reduce", |
| new DoFn<Pair<Integer, Iterable<String>>, Pair<Integer, String>>() { |
| @Override |
| public void process(Pair<Integer, Iterable<String>> input, |
| Emitter<Pair<Integer, String>> emitter) { |
| emitter.emit(Pair.of(input.first(), input.second().iterator().next())); |
| } |
| }, tableOf(ints(), strings())); |
| |
| PTable<Integer, String> splitReduceResetKeys = splitReduce.parallelDo("reset", |
| new MapFn<Pair<Integer, String>, Pair<Integer, String>>() { |
| @Override |
| public Pair<Integer, String> map(Pair<Integer, String> input) { |
| return Pair.of(input.first() - 1, input.second()); |
| } |
| }, tableOf(ints(), strings())); |
| PTable<Integer, String> intersections = splitReduceResetKeys.groupByKey().ungroup(); |
| |
| PCollection<String> merged = intersections.values(); |
| PCollection<String> upper = merged.parallelDo("toupper", new MapFn<String, String>() { |
| @Override |
| public String map(String input) { |
| return input.toUpperCase(Locale.ENGLISH); |
| } |
| }, strings()); |
| |
| p.writeTextFile(upper, output); |
| p.done(); |
| } |
| } |