| /* |
| * 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.nemo.examples.beam; |
| |
| import org.apache.beam.sdk.Pipeline; |
| import org.apache.beam.sdk.options.PipelineOptions; |
| import org.apache.beam.sdk.transforms.*; |
| import org.apache.beam.sdk.values.*; |
| |
| import java.util.Arrays; |
| |
| /** |
| * Partition words by length example. |
| */ |
| public final class PartitionWordsByLength { |
| /** |
| * Private Constructor. |
| */ |
| private PartitionWordsByLength() { |
| } |
| |
| /** |
| * Main function for the MR BEAM program. |
| * |
| * @param args arguments. |
| */ |
| public static void main(final String[] args) { |
| final String inputFilePath = args[0]; |
| final String outputFilePath = args[1]; |
| final PipelineOptions options = NemoPipelineOptionsFactory.create(); |
| options.setJobName("PartitionWordsByLength"); |
| |
| // {} here is required for preserving type information. |
| // Please see https://stackoverflow.com/a/48431397 for details. |
| final TupleTag<KV<Integer, String>> shortWordsTag = new TupleTag<KV<Integer, String>>("short") { |
| }; |
| final TupleTag<KV<Integer, String>> longWordsTag = new TupleTag<KV<Integer, String>>("long") { |
| }; |
| final TupleTag<String> veryLongWordsTag = new TupleTag<String>("very long") { |
| }; |
| final TupleTag<String> veryVeryLongWordsTag = new TupleTag<String>("very very long") { |
| }; |
| |
| final Pipeline p = Pipeline.create(options); |
| final PCollection<String> lines = GenericSourceSink.read(p, inputFilePath); |
| |
| PCollectionTuple results = lines |
| .apply(FlatMapElements |
| .into(TypeDescriptors.strings()) |
| .via(line -> Arrays.asList(line.split(" ")))) |
| .apply(ParDo.of(new DoFn<String, String>() { |
| // processElement with Beam OutputReceiver. |
| @ProcessElement |
| public void processElement(final ProcessContext c) { |
| final String word = c.element(); |
| if (word.length() < 6) { |
| c.output(shortWordsTag, KV.of(word.length(), word)); |
| } else if (word.length() < 11) { |
| c.output(longWordsTag, KV.of(word.length(), word)); |
| } else if (word.length() > 12) { |
| c.output(veryVeryLongWordsTag, word); |
| } else { |
| c.output(word); |
| } |
| } |
| }).withOutputTags(veryLongWordsTag, TupleTagList |
| .of(shortWordsTag).and(longWordsTag).and(veryVeryLongWordsTag))); |
| |
| PCollection<String> shortWords = results.get(shortWordsTag) |
| .apply(GroupByKey.create()) |
| .apply(MapElements.via(new FormatLines())); |
| PCollection<String> longWords = results.get(longWordsTag) |
| .apply(GroupByKey.create()) |
| .apply(MapElements.via(new FormatLines())); |
| PCollection<String> veryLongWords = results.get(veryLongWordsTag); |
| PCollection<String> veryVeryLongWords = results.get(veryVeryLongWordsTag); |
| |
| GenericSourceSink.write(shortWords, outputFilePath + "_short"); |
| GenericSourceSink.write(longWords, outputFilePath + "_long"); |
| GenericSourceSink.write(veryLongWords, outputFilePath + "_very_long"); |
| GenericSourceSink.write(veryVeryLongWords, outputFilePath + "_very_very_long"); |
| p.run(); |
| } |
| |
| /** |
| * Formats a key-value pair to a string. |
| */ |
| static class FormatLines extends SimpleFunction<KV<Integer, Iterable<String>>, String> { |
| @Override |
| public String apply(final KV<Integer, Iterable<String>> input) { |
| final int length = input.getKey(); |
| final StringBuilder sb = new StringBuilder(); |
| for (final String word : input.getValue()) { |
| sb.append(length).append(": ").append(word).append('\n'); |
| } |
| |
| return sb.toString(); |
| } |
| } |
| } |