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Example 1 with PartitionMetadata

use of org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata in project beam by apache.

the class QueryChangeStreamAction method run.

/**
 * This method will dispatch a change stream query for the given partition, it delegate the
 * processing of the records to one of the corresponding action classes registered and it will
 * keep the state of the partition up to date in the Connector's metadata table.
 *
 * <p>The algorithm is as follows:
 *
 * <ol>
 *   <li>A change stream query for the partition is performed.
 *   <li>For each record, we check the type of the record and dispatch the processing to one of
 *       the actions registered.
 *   <li>If an {@link Optional} with a {@link ProcessContinuation#stop()} is returned from the
 *       actions, we stop processing and return.
 *   <li>Before returning we register a bundle finalizer callback to update the watermark of the
 *       partition in the metadata tables to the latest processed timestamp.
 *   <li>When a change stream query finishes successfully (no more records) we update the
 *       partition state to FINISHED.
 * </ol>
 *
 * There might be cases where due to a split at the exact end timestamp of a partition's change
 * stream query, this function could process a residual with an invalid timestamp. In this case,
 * the error is ignored and no work is done for the residual.
 *
 * @param partition the current partition being processed
 * @param tracker the restriction tracker of the {@link
 *     org.apache.beam.sdk.io.gcp.spanner.changestreams.dofn.ReadChangeStreamPartitionDoFn} SDF
 * @param receiver the output receiver of the {@link
 *     org.apache.beam.sdk.io.gcp.spanner.changestreams.dofn.ReadChangeStreamPartitionDoFn} SDF
 * @param watermarkEstimator the watermark estimator of the {@link
 *     org.apache.beam.sdk.io.gcp.spanner.changestreams.dofn.ReadChangeStreamPartitionDoFn} SDF
 * @param bundleFinalizer the bundle finalizer for {@link
 *     org.apache.beam.sdk.io.gcp.spanner.changestreams.dofn.ReadChangeStreamPartitionDoFn} SDF
 *     bundles
 * @return a {@link ProcessContinuation#stop()} if a record timestamp could not be claimed or if
 *     the partition processing has finished
 */
@SuppressWarnings("nullness")
@VisibleForTesting
public ProcessContinuation run(PartitionMetadata partition, RestrictionTracker<OffsetRange, Long> tracker, OutputReceiver<DataChangeRecord> receiver, ManualWatermarkEstimator<Instant> watermarkEstimator, BundleFinalizer bundleFinalizer) {
    final String token = partition.getPartitionToken();
    final Timestamp endTimestamp = partition.getEndTimestamp();
    /*
     * FIXME(b/202802422): Workaround until the backend is fixed.
     * The change stream API returns invalid argument if we try to use a child partition start
     * timestamp for a previously returned query. If we split at that exact time, we won't be able
     * to obtain the child partition on the residual restriction, since it will start at the child
     * partition start time.
     * To circumvent this, we always start querying one microsecond before the restriction start
     * time, and ignore any records that are before the restriction start time. This way the child
     * partition should be returned within the query.
     */
    final Timestamp restrictionStartTimestamp = Timestamp.ofTimeMicroseconds(tracker.currentRestriction().getFrom());
    final Timestamp previousStartTimestamp = Timestamp.ofTimeMicroseconds(TimestampConverter.timestampToMicros(restrictionStartTimestamp) - 1);
    final boolean isFirstRun = restrictionStartTimestamp.compareTo(partition.getStartTimestamp()) == 0;
    final Timestamp startTimestamp = isFirstRun ? restrictionStartTimestamp : previousStartTimestamp;
    try (Scope scope = TRACER.spanBuilder("QueryChangeStreamAction").setRecordEvents(true).startScopedSpan()) {
        TRACER.getCurrentSpan().putAttribute(PARTITION_ID_ATTRIBUTE_LABEL, AttributeValue.stringAttributeValue(token));
        // TODO: Potentially we can avoid this fetch, by enriching the runningAt timestamp when the
        // ReadChangeStreamPartitionDoFn#processElement is called
        final PartitionMetadata updatedPartition = Optional.ofNullable(partitionMetadataDao.getPartition(token)).map(partitionMetadataMapper::from).orElseThrow(() -> new IllegalStateException("Partition " + token + " not found in metadata table"));
        try (ChangeStreamResultSet resultSet = changeStreamDao.changeStreamQuery(token, startTimestamp, endTimestamp, partition.getHeartbeatMillis())) {
            while (resultSet.next()) {
                final List<ChangeStreamRecord> records = changeStreamRecordMapper.toChangeStreamRecords(updatedPartition, resultSet.getCurrentRowAsStruct(), resultSet.getMetadata());
                Optional<ProcessContinuation> maybeContinuation;
                for (final ChangeStreamRecord record : records) {
                    if (record.getRecordTimestamp().compareTo(restrictionStartTimestamp) < 0) {
                        continue;
                    }
                    if (record instanceof DataChangeRecord) {
                        maybeContinuation = dataChangeRecordAction.run(updatedPartition, (DataChangeRecord) record, tracker, receiver, watermarkEstimator);
                    } else if (record instanceof HeartbeatRecord) {
                        maybeContinuation = heartbeatRecordAction.run(updatedPartition, (HeartbeatRecord) record, tracker, watermarkEstimator);
                    } else if (record instanceof ChildPartitionsRecord) {
                        maybeContinuation = childPartitionsRecordAction.run(updatedPartition, (ChildPartitionsRecord) record, tracker, watermarkEstimator);
                    } else {
                        LOG.error("[" + token + "] Unknown record type " + record.getClass());
                        throw new IllegalArgumentException("Unknown record type " + record.getClass());
                    }
                    if (maybeContinuation.isPresent()) {
                        LOG.debug("[" + token + "] Continuation present, returning " + maybeContinuation);
                        bundleFinalizer.afterBundleCommit(Instant.now().plus(BUNDLE_FINALIZER_TIMEOUT), updateWatermarkCallback(token, watermarkEstimator));
                        return maybeContinuation.get();
                    }
                }
            }
            bundleFinalizer.afterBundleCommit(Instant.now().plus(BUNDLE_FINALIZER_TIMEOUT), updateWatermarkCallback(token, watermarkEstimator));
        } catch (SpannerException e) {
            if (isTimestampOutOfRange(e)) {
                LOG.debug("[" + token + "] query change stream is out of range for " + startTimestamp + " to " + endTimestamp + ", finishing stream");
            } else {
                throw e;
            }
        }
    }
    final long endMicros = TimestampConverter.timestampToMicros(endTimestamp);
    LOG.debug("[" + token + "] change stream completed successfully");
    if (tracker.tryClaim(endMicros)) {
        LOG.debug("[" + token + "] Finishing partition");
        partitionMetadataDao.updateToFinished(token);
        LOG.info("[" + token + "] Partition finished");
    }
    return ProcessContinuation.stop();
}
Also used : DataChangeRecord(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.DataChangeRecord) HeartbeatRecord(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.HeartbeatRecord) Timestamp(com.google.cloud.Timestamp) ProcessContinuation(org.apache.beam.sdk.transforms.DoFn.ProcessContinuation) ChangeStreamResultSet(org.apache.beam.sdk.io.gcp.spanner.changestreams.dao.ChangeStreamResultSet) Scope(io.opencensus.common.Scope) PartitionMetadata(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata) ChildPartitionsRecord(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.ChildPartitionsRecord) SpannerException(com.google.cloud.spanner.SpannerException) ChangeStreamRecord(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.ChangeStreamRecord) VisibleForTesting(org.apache.beam.vendor.guava.v26_0_jre.com.google.common.annotations.VisibleForTesting)

Example 2 with PartitionMetadata

use of org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata in project beam by apache.

the class ChildPartitionsRecordAction method processChildPartition.

// Unboxing of runInTransaction result will not produce a null value, we can ignore it
@SuppressWarnings("nullness")
private void processChildPartition(PartitionMetadata partition, ChildPartitionsRecord record, ChildPartition childPartition) {
    try (Scope scope = TRACER.spanBuilder("ChildPartitionsRecordAction.processChildPartition").setRecordEvents(true).startScopedSpan()) {
        TRACER.getCurrentSpan().putAttribute(PARTITION_ID_ATTRIBUTE_LABEL, AttributeValue.stringAttributeValue(partition.getPartitionToken()));
        final String partitionToken = partition.getPartitionToken();
        final String childPartitionToken = childPartition.getToken();
        final boolean isSplit = isSplit(childPartition);
        LOG.debug("[" + partitionToken + "] Processing child partition" + (isSplit ? " split" : " merge") + " event");
        final PartitionMetadata row = toPartitionMetadata(record.getStartTimestamp(), partition.getEndTimestamp(), partition.getHeartbeatMillis(), childPartition);
        LOG.debug("[" + partitionToken + "] Inserting child partition token " + childPartitionToken);
        final Boolean insertedRow = partitionMetadataDao.runInTransaction(transaction -> {
            if (transaction.getPartition(childPartitionToken) == null) {
                transaction.insert(row);
                return true;
            } else {
                return false;
            }
        }).getResult();
        if (insertedRow && isSplit) {
            metrics.incPartitionRecordSplitCount();
        } else if (insertedRow) {
            metrics.incPartitionRecordMergeCount();
        } else {
            LOG.debug("[" + partitionToken + "] Child token " + childPartitionToken + " already exists, skipping...");
        }
    }
}
Also used : Tracer(io.opencensus.trace.Tracer) Logger(org.slf4j.Logger) AttributeValue(io.opencensus.trace.AttributeValue) ChangeStreamMetrics(org.apache.beam.sdk.io.gcp.spanner.changestreams.ChangeStreamMetrics) ChildPartition(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.ChildPartition) PartitionMetadataDao(org.apache.beam.sdk.io.gcp.spanner.changestreams.dao.PartitionMetadataDao) Scope(io.opencensus.common.Scope) LoggerFactory(org.slf4j.LoggerFactory) ProcessContinuation(org.apache.beam.sdk.transforms.DoFn.ProcessContinuation) PARTITION_ID_ATTRIBUTE_LABEL(org.apache.beam.sdk.io.gcp.spanner.changestreams.ChangeStreamMetrics.PARTITION_ID_ATTRIBUTE_LABEL) Timestamp(com.google.cloud.Timestamp) TimestampConverter(org.apache.beam.sdk.io.gcp.spanner.changestreams.TimestampConverter) ManualWatermarkEstimator(org.apache.beam.sdk.transforms.splittabledofn.ManualWatermarkEstimator) PartitionMetadata(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata) ChildPartitionsRecord(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.ChildPartitionsRecord) VisibleForTesting(org.apache.beam.vendor.guava.v26_0_jre.com.google.common.annotations.VisibleForTesting) CREATED(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata.State.CREATED) Instant(org.joda.time.Instant) Optional(java.util.Optional) Tracing(io.opencensus.trace.Tracing) OffsetRange(org.apache.beam.sdk.io.range.OffsetRange) RestrictionTracker(org.apache.beam.sdk.transforms.splittabledofn.RestrictionTracker) Nullable(javax.annotation.Nullable) Scope(io.opencensus.common.Scope) PartitionMetadata(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata)

Example 3 with PartitionMetadata

use of org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata in project beam by apache.

the class DetectNewPartitionsAction method processPartitions.

private ProcessContinuation processPartitions(RestrictionTracker<OffsetRange, Long> tracker, OutputReceiver<PartitionMetadata> receiver, ManualWatermarkEstimator<Instant> watermarkEstimator, Timestamp minWatermark, Timestamp readTimestamp) {
    // Updates watermark to the min watermark found
    watermarkEstimator.setWatermark(new Instant(minWatermark.toSqlTimestamp()));
    final List<PartitionMetadata> partitions = getAllPartitionsCreatedAfter(readTimestamp);
    final TreeMap<Timestamp, List<PartitionMetadata>> batches = batchByCreatedAt(partitions);
    return schedulePartitions(tracker, receiver, minWatermark, batches);
}
Also used : Instant(org.joda.time.Instant) PartitionMetadata(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata) ArrayList(java.util.ArrayList) List(java.util.List) Timestamp(com.google.cloud.Timestamp)

Example 4 with PartitionMetadata

use of org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata in project beam by apache.

the class DetectNewPartitionsAction method getAllPartitionsCreatedAfter.

private List<PartitionMetadata> getAllPartitionsCreatedAfter(Timestamp readTimestamp) {
    final List<PartitionMetadata> partitions = new ArrayList<>();
    try (ResultSet resultSet = dao.getAllPartitionsCreatedAfter(readTimestamp)) {
        while (resultSet.next()) {
            final PartitionMetadata partition = mapper.from(resultSet.getCurrentRowAsStruct());
            partitions.add(partition);
        }
    }
    LOG.info("Found " + partitions.size() + " to be scheduled (readTimestamp = " + readTimestamp + ")");
    return partitions;
}
Also used : ArrayList(java.util.ArrayList) ResultSet(com.google.cloud.spanner.ResultSet) PartitionMetadata(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata)

Example 5 with PartitionMetadata

use of org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata in project beam by apache.

the class InitializeDoFn method processElement.

@ProcessElement
public void processElement(OutputReceiver<PartitionMetadata> receiver) {
    PartitionMetadataDao partitionMetadataDao = daoFactory.getPartitionMetadataDao();
    if (!partitionMetadataDao.tableExists()) {
        daoFactory.getPartitionMetadataAdminDao().createPartitionMetadataTable();
        createFakeParentPartition();
    }
    final PartitionMetadata initialPartition = Optional.ofNullable(partitionMetadataDao.getPartition(InitialPartition.PARTITION_TOKEN)).map(mapperFactory.partitionMetadataMapper()::from).orElseThrow(() -> new IllegalStateException("Initial partition not found in metadata table."));
    receiver.output(initialPartition);
}
Also used : PartitionMetadataDao(org.apache.beam.sdk.io.gcp.spanner.changestreams.dao.PartitionMetadataDao) PartitionMetadata(org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata)

Aggregations

PartitionMetadata (org.apache.beam.sdk.io.gcp.spanner.changestreams.model.PartitionMetadata)19 Timestamp (com.google.cloud.Timestamp)11 Test (org.junit.Test)10 ChildPartitionsRecord (org.apache.beam.sdk.io.gcp.spanner.changestreams.model.ChildPartitionsRecord)8 Instant (org.joda.time.Instant)8 ChildPartition (org.apache.beam.sdk.io.gcp.spanner.changestreams.model.ChildPartition)7 ProcessContinuation (org.apache.beam.sdk.transforms.DoFn.ProcessContinuation)7 Struct (com.google.cloud.spanner.Struct)5 OffsetRange (org.apache.beam.sdk.io.range.OffsetRange)4 Scope (io.opencensus.common.Scope)3 ArrayList (java.util.ArrayList)3 PartitionMetadataDao (org.apache.beam.sdk.io.gcp.spanner.changestreams.dao.PartitionMetadataDao)3 AttributeValue (io.opencensus.trace.AttributeValue)2 Tracer (io.opencensus.trace.Tracer)2 Tracing (io.opencensus.trace.Tracing)2 List (java.util.List)2 Optional (java.util.Optional)2 ChangeStreamMetrics (org.apache.beam.sdk.io.gcp.spanner.changestreams.ChangeStreamMetrics)2 PARTITION_ID_ATTRIBUTE_LABEL (org.apache.beam.sdk.io.gcp.spanner.changestreams.ChangeStreamMetrics.PARTITION_ID_ATTRIBUTE_LABEL)2 TimestampConverter (org.apache.beam.sdk.io.gcp.spanner.changestreams.TimestampConverter)2