コード例 #1
0
  @Test
  public void testCreateNormalParDoFn() throws Exception {
    String stringState = "some state";
    long longState = 42L;

    TestDoFn fn = new TestDoFn(stringState, longState);

    String serializedFn =
        StringUtils.byteArrayToJsonString(
            SerializableUtils.serializeToByteArray(
                new DoFnInfo(fn, WindowingStrategy.globalDefault())));

    CloudObject cloudUserFn = CloudObject.forClassName("DoFn");
    addString(cloudUserFn, "serialized_fn", serializedFn);

    String tag = "output";
    MultiOutputInfo multiOutputInfo = new MultiOutputInfo();
    multiOutputInfo.setTag(tag);
    List<MultiOutputInfo> multiOutputInfos = Arrays.asList(multiOutputInfo);

    PipelineOptions options = PipelineOptionsFactory.create();
    DataflowExecutionContext context = BatchModeExecutionContext.fromOptions(options);
    CounterSet counters = new CounterSet();
    StateSampler stateSampler = new StateSampler("test", counters.getAddCounterMutator());
    ParDoFn parDoFn =
        factory.create(
            options,
            cloudUserFn,
            "name",
            "transformName",
            null,
            multiOutputInfos,
            1,
            context,
            counters.getAddCounterMutator(),
            stateSampler);

    // Test that the factory created the correct class
    assertThat(parDoFn, instanceOf(NormalParDoFn.class));

    // Test that the DoFnInfo reflects the one passed in
    NormalParDoFn normalParDoFn = (NormalParDoFn) parDoFn;
    DoFnInfo doFnInfo = normalParDoFn.getDoFnInfo();
    DoFn actualDoFn = doFnInfo.getDoFn();
    assertThat(actualDoFn, instanceOf(TestDoFn.class));
    assertThat(doFnInfo.getWindowingStrategy().getWindowFn(), instanceOf(GlobalWindows.class));
    assertThat(
        doFnInfo.getWindowingStrategy().getTrigger().getSpec(), instanceOf(DefaultTrigger.class));

    // Test that the deserialized user DoFn is as expected
    TestDoFn actualTestDoFn = (TestDoFn) actualDoFn;
    assertEquals(stringState, actualTestDoFn.stringState);
    assertEquals(longState, actualTestDoFn.longState);
    assertEquals(context, normalParDoFn.getExecutionContext());
  }
コード例 #2
0
  private static void writeToHadoop(
      Pipeline pipeline,
      PCollection<GATKRead> reads,
      final SAMFileHeader header,
      final String destPath,
      final boolean parquet) {
    if (destPath.equals("/dev/null")) {
      return;
    }

    String headerString =
        Base64.getEncoder().encodeToString(SerializableUtils.serializeToByteArray(header));

    @SuppressWarnings("unchecked")
    Class<? extends FileOutputFormat<NullWritable, SAMRecordWritable>> outputFormatClass =
        (Class<? extends FileOutputFormat<NullWritable, SAMRecordWritable>>)
            (Class<?>) TemplatedKeyIgnoringBAMOutputFormat.class;
    @SuppressWarnings("unchecked")
    HadoopIO.Write.Bound<NullWritable, SAMRecordWritable> write =
        HadoopIO.Write.to(destPath, outputFormatClass, NullWritable.class, SAMRecordWritable.class)
            .withConfigurationProperty(
                TemplatedKeyIgnoringBAMOutputFormat.SAM_HEADER_PROPERTY_NAME, headerString);

    PCollection<KV<NullWritable, SAMRecordWritable>> samReads =
        reads
            .apply(
                ParDo.of(
                    new DoFn<GATKRead, KV<NullWritable, SAMRecordWritable>>() {
                      private static final long serialVersionUID = 1L;

                      @Override
                      public void processElement(ProcessContext c) throws Exception {
                        SAMRecord samRecord = c.element().convertToSAMRecord(header);
                        SAMRecordWritable samRecordWritable = new SAMRecordWritable();
                        samRecordWritable.set(samRecord);
                        c.output(KV.of(NullWritable.get(), samRecordWritable));
                      }
                    }))
            .setCoder(
                KvCoder.of(
                    WritableCoder.of(NullWritable.class),
                    WritableCoder.of(SAMRecordWritable.class)));

    // write as a single (unsharded) file
    samReads.apply(write.withoutSharding());
  }