| /* |
| * 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. |
| */ |
| |
| // beam-playground: |
| // name: splittable-dofn |
| // description: Splittable DoFn example. |
| // multifile: false |
| // context_line: 48 |
| // categories: |
| // - Quickstart |
| // complexity: ADVANCED |
| // tags: |
| // - hellobeam |
| |
| import org.apache.beam.sdk.Pipeline; |
| import org.apache.beam.sdk.coders.Coder; |
| import org.apache.beam.sdk.io.range.OffsetRange; |
| import org.apache.beam.sdk.options.PipelineOptions; |
| import org.apache.beam.sdk.options.PipelineOptionsFactory; |
| import org.apache.beam.sdk.transforms.Create; |
| import org.apache.beam.sdk.transforms.DoFn; |
| import org.apache.beam.sdk.transforms.ParDo; |
| import org.apache.beam.sdk.transforms.splittabledofn.RestrictionTracker; |
| import org.apache.beam.sdk.values.KV; |
| import org.apache.beam.sdk.values.PCollection; |
| import org.slf4j.Logger; |
| import org.slf4j.LoggerFactory; |
| |
| |
| public class Task { |
| |
| |
| public static void main(String[] args) { |
| PipelineOptions options = PipelineOptionsFactory.fromArgs(args).create(); |
| |
| Pipeline pipeline = Pipeline.create(options); |
| |
| PCollection<String> input = pipeline.apply(Create.of("Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standard dummy text ever since the 1500s, when an unknown printer took a galley of type and scrambled it to make a type specimen book. It has survived not only five centuries, but also the leap into electronic typesetting, remaining essentially unchanged. It was popularised in the 1960s with the release of Letraset sheets containing Lorem Ipsum passages, and more recently with desktop publishing software like Aldus PageMaker including versions of Lorem Ipsum.")); |
| |
| |
| input |
| .apply(ParDo.of(new SplitLinesFn())) |
| .apply(ParDo.of(new LogOutput<>())); |
| |
| |
| pipeline.run().waitUntilFinish(); |
| } |
| |
| |
| static class SplitLinesFn extends DoFn<String, KV<Long, String>> { |
| private static final Integer batchSize = 5; |
| |
| @ProcessElement |
| public void process(ProcessContext c, RestrictionTracker<OffsetRange, Long> tracker) { |
| String[] words = c.element().split(" "); |
| for (long i = tracker.currentRestriction().getFrom(); tracker.tryClaim(i); ++i) { |
| c.output(KV.of(i, words[(int) i])); |
| } |
| } |
| |
| @GetInitialRestriction |
| public OffsetRange getInitialRestriction(@Element String e) { |
| return new OffsetRange(0, e.split(" ").length); |
| } |
| |
| @GetRestrictionCoder |
| public Coder<OffsetRange> getRestrictionCoder() { |
| return OffsetRange.Coder.of(); |
| } |
| |
| @SplitRestriction |
| public void splitRestriction(@Element String input, @Restriction OffsetRange restriction, OutputReceiver<OffsetRange> receiver) throws Exception { |
| long start = restriction.getFrom(); |
| long size = restriction.getTo(); |
| long splitSizeBytes = size / batchSize; |
| |
| while (start < size) { |
| long splitEnd = start + splitSizeBytes; |
| if (splitEnd >= size) { |
| splitEnd = size; |
| } |
| receiver.output(new OffsetRange(start, splitEnd)); |
| start = splitEnd; |
| } |
| } |
| } |
| |
| static class LogOutput<T> extends DoFn<T, T> { |
| |
| private static final Logger LOG = LoggerFactory.getLogger(Task.class); |
| |
| private final String prefix; |
| |
| LogOutput() { |
| this.prefix = "Processing element"; |
| } |
| |
| LogOutput(String prefix) { |
| this.prefix = prefix; |
| } |
| |
| @ProcessElement |
| public void processElement(ProcessContext c) throws Exception { |
| LOG.info(prefix + ": {}", c.element()); |
| } |
| } |
| } |