Java CoGbkResult類代碼示例

import com.google.cloud.dataflow.sdk.transforms.join.CoGbkResult; //導入依賴的package包/類
private static PCollection<KV<Long, CoGbkResult>> group(String name,
                                                        PCollection<KV<Long, MusicBrainzDataObject>> first,
                                                        PCollection<KV<Long, MusicBrainzDataObject>> second,
                                                        TupleTag<MusicBrainzDataObject> firstTag,
                                                        TupleTag<MusicBrainzDataObject> secondTag
) {
  final CoGroupByKey<Long> grouper = CoGroupByKey.create();
  PCollection<KV<Long, CoGbkResult>> joinedResult;
  try {
    joinedResult = KeyedPCollectionTuple.of(firstTag, first)
        .and(secondTag, second)
        .apply(name, grouper);
  } catch (Exception e) {
    logger.error("exception grouping.", e);
    return null;
  }
  return joinedResult;
}
 

import com.google.cloud.dataflow.sdk.transforms.join.CoGbkResult; //導入依賴的package包/類
public static PCollection<KV<GATKRead, Iterable<Variant>>> addBackReads(PCollection<KV<GATKRead, Variant>> readVariants, PCollection<KV<UUID, Iterable<Variant>>> matchedVariants) {
    // And now, we do the same song and dance to get the Reads back in.
    final TupleTag<GATKRead> justReadTag = new TupleTag<>();
    final TupleTag<Iterable<Variant>> iterableVariant = new TupleTag<>();

    PCollection<KV<UUID, GATKRead>> kReads = readVariants.apply(Keys.<GATKRead>create()).apply(new KeyReadsByUUID());
    PCollection<KV<UUID, CoGbkResult>> coGbkLast = KeyedPCollectionTuple
            .of(justReadTag, kReads)
            .and(iterableVariant, matchedVariants).apply(CoGroupByKey.<UUID>create());

    return coGbkLast.apply(ParDo.of(new DoFn<KV<UUID, CoGbkResult>, KV<GATKRead, Iterable<Variant>>>() {
        private static final long serialVersionUID = 1L;
        @Override
        public void processElement(ProcessContext c) throws Exception {
            Iterable<GATKRead> iReads = c.element().getValue().getAll(justReadTag);
            // We only care about the first read (the rest are the same.
            Iterable<Iterable<Variant>> variants = c.element().getValue().getAll(iterableVariant);
            List<GATKRead> reads = Lists.newArrayList();
            for (GATKRead r : iReads) {
                reads.add(r);
            }
            if (reads.isEmpty()) {
                throw new GATKException("no reads found");
            }

            for (Iterable<Variant> v : variants) {
                c.output(KV.of(reads.get(0), v));
            }
        }
    })).setName("RemoveDuplicatePairedReadVariants_addBackReads");
}
 

import com.google.cloud.dataflow.sdk.transforms.join.CoGbkResult; //導入依賴的package包/類
public static PCollection<KV<GATKRead, Variant>> pair(PCollection<GATKRead> pRead, PCollection<Variant> pVariant) {

        PCollection<KV<VariantShard, GATKRead>> vkReads = pRead.apply(new KeyReadsByOverlappingVariantShard());
        PCollection<KV<VariantShard, Variant>> vkVariants =
                pVariant.apply(new KeyVariantByOverlappingVariantShard());

        // GroupBy VariantShard
        final TupleTag<Variant> variantTag = new TupleTag<>();
        final TupleTag<GATKRead> readTag = new TupleTag<>();
        PCollection<KV<VariantShard, CoGbkResult>> coGbkInput = KeyedPCollectionTuple
                .of(variantTag, vkVariants)
                .and(readTag, vkReads).apply(CoGroupByKey.<VariantShard>create());

        // GroupBy Read
        return coGbkInput.apply(ParDo.of(
                new DoFn<KV<VariantShard, CoGbkResult>, KV<GATKRead, Variant>>() {
                    private static final long serialVersionUID = 1L;
                    @Override
                    public void processElement(ProcessContext c) throws Exception {
                        Iterable<Variant> kVariants = c.element().getValue().getAll(variantTag);
                        Iterable<GATKRead> kReads = c.element().getValue().getAll(readTag);
                        // Compute overlap.
                        for (GATKRead r : kReads) {
                            SimpleInterval readInterval = new SimpleInterval(r);
                            for (Variant v : kVariants) {
                                if (readInterval.overlaps(v)) {
                                    c.output(KV.of(r, v));
                                }
                            }
                        }
                    }
                })).setName("PairReadsAndVariants_GroupByRead");

    }