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May 24, 2018 11:31
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public class WordCount { | |
static class ExtractWordsFn extends DoFn<String, String> { | |
private final Counter emptyLines = Metrics.counter(ExtractWordsFn.class, "emptyLines"); | |
private final Distribution lineLenDist = Metrics.distribution( | |
ExtractWordsFn.class, "lineLenDistro"); | |
@ProcessElement | |
public void processElement(ProcessContext c) { | |
lineLenDist.update(c.element().length()); | |
if (c.element().trim().isEmpty()) { | |
emptyLines.inc(); | |
} | |
String[] words = c.element().split(ExampleUtils.TOKENIZER_PATTERN); | |
for (String word : words) { | |
if (!word.isEmpty()) { | |
c.output(word); | |
} | |
} | |
} | |
} | |
public static class FormatAsTextFn extends SimpleFunction<KV<String, Long>, String> { | |
@Override | |
public String apply(KV<String, Long> input) { | |
return input.getKey() + ": " + input.getValue(); | |
} | |
} | |
public static class CountWords extends PTransform<PCollection<String>, | |
PCollection<KV<String, Long>>> { | |
@Override | |
public PCollection<KV<String, Long>> expand(PCollection<String> lines) { | |
PCollection<String> words = lines.apply( | |
ParDo.of(new ExtractWordsFn())); | |
PCollection<KV<String, Long>> wordCounts = words.apply(Count.perElement()); | |
return wordCounts; | |
} | |
} | |
public interface WordCountOptions extends PipelineOptions { | |
@Description("Path of the file to read from") | |
@Default.String("gs://apache-beam-samples/shakespeare/kinglear.txt") | |
String getInputFile(); | |
void setInputFile(String value); | |
@Description("Path of the file to write to") | |
@Required | |
String getOutput(); | |
void setOutput(String value); | |
} | |
static void runWordCount(WordCountOptions options) { | |
Pipeline p = Pipeline.create(options); | |
p.apply("ReadLines", TextIO.read().from(options.getInputFile())) | |
.apply(new CountWords()) | |
.apply(MapElements.via(new FormatAsTextFn())) | |
.apply("WriteCounts", TextIO.write().to(options.getOutput())); | |
p.run().waitUntilFinish(); | |
} | |
public static void main(String[] args) { | |
WordCountOptions options = PipelineOptionsFactory.fromArgs(args).withValidation() | |
.as(WordCountOptions.class); | |
runWordCount(options); | |
} | |
} |
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