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[Iceberg CDC] Add watch for snapshots source #38834
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1e37713
add watch for snapshots source
ahmedabu98 5115aa3
Merge branch 'master' of https://github.com/ahmedabu98/beam into iceb…
ahmedabu98 9c8e798
sync
ahmedabu98 68ad418
add check for table version
ahmedabu98 b5908e6
add internal annotation
ahmedabu98 6190ff2
Merge branch 'master' of https://github.com/ahmedabu98/beam into iceb…
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298 changes: 298 additions & 0 deletions
298
...ava/io/iceberg/src/main/java/org/apache/beam/sdk/io/iceberg/cdc/WatchForSnapshotsSdf.java
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,298 @@ | ||
| /* | ||
| * 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. | ||
| */ | ||
| package org.apache.beam.sdk.io.iceberg.cdc; | ||
|
|
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| import static org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.base.Preconditions.checkArgument; | ||
|
|
||
| import java.util.ArrayList; | ||
| import java.util.Collections; | ||
| import java.util.List; | ||
| import java.util.concurrent.TimeUnit; | ||
| import org.apache.beam.sdk.coders.Coder; | ||
| import org.apache.beam.sdk.io.iceberg.IcebergScanConfig; | ||
| import org.apache.beam.sdk.io.iceberg.ReadUtils; | ||
| import org.apache.beam.sdk.io.iceberg.SnapshotInfo; | ||
| import org.apache.beam.sdk.io.iceberg.TableCache; | ||
| import org.apache.beam.sdk.io.range.OffsetRange; | ||
| import org.apache.beam.sdk.metrics.Counter; | ||
| import org.apache.beam.sdk.metrics.Gauge; | ||
| import org.apache.beam.sdk.metrics.Metrics; | ||
| import org.apache.beam.sdk.transforms.DoFn; | ||
| import org.apache.beam.sdk.transforms.splittabledofn.GrowableOffsetRangeTracker; | ||
| import org.apache.beam.sdk.transforms.splittabledofn.ManualWatermarkEstimator; | ||
| import org.apache.beam.sdk.transforms.splittabledofn.OffsetRangeTracker; | ||
| import org.apache.beam.sdk.transforms.splittabledofn.RestrictionTracker; | ||
| import org.apache.beam.sdk.transforms.splittabledofn.WatermarkEstimators.Manual; | ||
| import org.apache.beam.sdk.transforms.windowing.BoundedWindow; | ||
| import org.apache.beam.sdk.util.Preconditions; | ||
| import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.base.MoreObjects; | ||
| import org.apache.iceberg.Snapshot; | ||
| import org.apache.iceberg.Table; | ||
| import org.apache.iceberg.TableUtil; | ||
| import org.apache.iceberg.util.SnapshotUtil; | ||
| import org.checkerframework.checker.nullness.qual.Nullable; | ||
| import org.joda.time.Duration; | ||
| import org.joda.time.Instant; | ||
| import org.slf4j.Logger; | ||
| import org.slf4j.LoggerFactory; | ||
|
|
||
| /** | ||
| * SplittableDoFn that watches an Iceberg table for new {@link Snapshot}s and emits them one at a | ||
| * time, advancing the watermark per snapshot. Each snapshot is later processed by {@link | ||
| * ChangelogScanner}. | ||
| * | ||
| * <p>The restriction tracks Snapshots via their <b>sequence numbers</b>, which are monotonic, | ||
| * unlike snapshot IDs. The initial range starts at the sequence number of the user-configured | ||
| * starting snapshot (or one if none configured) and runs to {@link Long#MAX_VALUE}. Each call to | ||
| * {@code @ProcessElement} claims the sequence numbers of newly discovered snapshots in | ||
| * chronological order. | ||
| * | ||
| * <p>Uses a {@link Manual} watermark estimator. After emitting a snapshot, the watermark is set to | ||
| * that snapshot's commit time. On empty polls, the watermark is bumped to {@code now() - | ||
| * MAX_SNAPSHOT_DISCOVERY_DELAY} to prevent downstream windows from stalling indefinitely during | ||
| * quiet periods. | ||
| */ | ||
| @DoFn.UnboundedPerElement | ||
| class WatchForSnapshotsSdf extends DoFn<String, Long> { | ||
| private static final Logger LOG = LoggerFactory.getLogger(WatchForSnapshotsSdf.class); | ||
| private static final Duration DEFAULT_POLL_INTERVAL = Duration.standardSeconds(60); | ||
| private static final long DEFAULT_STARTING_SEQ = 1L; | ||
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| private static final Counter snapshotsEmitted = | ||
| Metrics.counter(WatchForSnapshotsSdf.class, "snapshotsEmitted"); | ||
| private static final Gauge latestEmittedSnapshotId = | ||
| Metrics.gauge(WatchForSnapshotsSdf.class, "latestEmittedSnapshotId"); | ||
| // TODO(ahmedabu98): consider exposing this as a config option | ||
| private static final Duration MAX_SNAPSHOT_DISCOVERY_DELAY = Duration.standardMinutes(5); | ||
| private static final Long POLL_FOREVER = Long.MAX_VALUE; | ||
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| private final IcebergScanConfig scanConfig; | ||
| private final Duration pollInterval; | ||
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| WatchForSnapshotsSdf(IcebergScanConfig scanConfig) { | ||
| this.scanConfig = scanConfig; | ||
| this.pollInterval = | ||
| MoreObjects.firstNonNull(scanConfig.getPollInterval(), DEFAULT_POLL_INTERVAL); | ||
| } | ||
|
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||
| @GetInitialRestriction | ||
| public OffsetRange initialRestriction() { | ||
| Table table = | ||
|
ahmedabu98 marked this conversation as resolved.
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| TableCache.getRefreshed(scanConfig.getCatalogConfig(), scanConfig.getTableIdentifier()); | ||
| checkArgument( | ||
| TableUtil.formatVersion(table) >= 2, | ||
| "Reading CDC records from an Iceberg table requires a table version > 2, " | ||
| + "but table %s has version %s", | ||
| scanConfig.getTableIdentifier(), | ||
| TableUtil.formatVersion(table)); | ||
|
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||
| long toSnapshotExclusiveSeq = POLL_FOREVER; | ||
| @Nullable Long toSnapshotId = ReadUtils.getToSnapshot(table, scanConfig); | ||
| if (toSnapshotId != null) { | ||
| toSnapshotExclusiveSeq = | ||
| Preconditions.checkStateNotNull( | ||
| table.snapshot(toSnapshotId), | ||
| "Configured end snapshot %s does not exist", | ||
| toSnapshotId) | ||
| .sequenceNumber() | ||
| + 1; | ||
| } | ||
|
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||
| @Nullable Long fromSnapshotInclusiveId = ReadUtils.getFromSnapshotInclusive(table, scanConfig); | ||
| long fromSnapshotInclusiveSeq; | ||
| if (fromSnapshotInclusiveId == null) { | ||
| fromSnapshotInclusiveSeq = DEFAULT_STARTING_SEQ; // sequence numbers start at 1 | ||
| } else { | ||
| Snapshot fromSnapshotInclusive = | ||
| Preconditions.checkArgumentNotNull( | ||
| table.snapshot(fromSnapshotInclusiveId), | ||
| "The specified starting snapshot %s does not exist", | ||
| fromSnapshotInclusiveId); | ||
| fromSnapshotInclusiveSeq = fromSnapshotInclusive.sequenceNumber(); | ||
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| boolean sameLineage = | ||
| toSnapshotId == null | ||
| ? SnapshotUtil.isAncestorOf(table, fromSnapshotInclusiveId) | ||
| : SnapshotUtil.isAncestorOf(table, toSnapshotId, fromSnapshotInclusiveId); | ||
| checkArgument( | ||
| sameLineage, | ||
| "Configured starting snapshot %s is not an ancestor of %s", | ||
| fromSnapshotInclusiveId, | ||
| toSnapshotId == null ? "the current table" : "end snapshot " + toSnapshotId); | ||
| } | ||
|
|
||
| return new OffsetRange( | ||
| fromSnapshotInclusiveSeq, Math.max(fromSnapshotInclusiveSeq, toSnapshotExclusiveSeq)); | ||
| } | ||
|
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| @NewTracker | ||
| public RestrictionTracker<OffsetRange, Long> newTracker(@Restriction OffsetRange restriction) { | ||
| if (restriction.getTo() == POLL_FOREVER) { | ||
| return new GrowableOffsetRangeTracker( | ||
| restriction.getFrom(), this::estimateCurrentRangeEndExclusive); | ||
| } | ||
|
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| return new OffsetRangeTracker(restriction); | ||
| } | ||
|
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| private long estimateCurrentRangeEndExclusive() { | ||
| Table table = | ||
| TableCache.getAndRefreshIfStale( | ||
| scanConfig.getCatalogConfig(), scanConfig.getTableIdentifier()); | ||
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| @Nullable Long toSnapshotId = ReadUtils.getToSnapshot(table, scanConfig); | ||
| if (toSnapshotId != null) { | ||
| @Nullable Snapshot toSnapshot = table.snapshot(toSnapshotId); | ||
| return toSnapshot == null ? DEFAULT_STARTING_SEQ : toSnapshot.sequenceNumber() + 1; | ||
| } | ||
|
|
||
| @Nullable Snapshot current = table.currentSnapshot(); | ||
| return current == null ? DEFAULT_STARTING_SEQ : current.sequenceNumber() + 1; | ||
| } | ||
|
ahmedabu98 marked this conversation as resolved.
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| @GetRestrictionCoder | ||
| public Coder<OffsetRange> restrictionCoder() { | ||
| return new OffsetRange.Coder(); | ||
| } | ||
|
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| @GetInitialWatermarkEstimatorState | ||
| public Instant initialWatermarkState() { | ||
| return BoundedWindow.TIMESTAMP_MIN_VALUE; | ||
| } | ||
|
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| @NewWatermarkEstimator | ||
| public ManualWatermarkEstimator<Instant> newWatermarkEstimator( | ||
| @WatermarkEstimatorState Instant state) { | ||
| return new Manual(state); | ||
| } | ||
|
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| @ProcessElement | ||
| public ProcessContinuation process( | ||
| RestrictionTracker<OffsetRange, Long> tracker, | ||
| ManualWatermarkEstimator<Instant> watermark, | ||
| OutputReceiver<Long> out) { | ||
| Table table = | ||
| TableCache.getRefreshed(scanConfig.getCatalogConfig(), scanConfig.getTableIdentifier()); | ||
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| @Nullable Long userToSnapshotId = ReadUtils.getToSnapshot(table, scanConfig); | ||
| boolean bounded = userToSnapshotId != null; | ||
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| @Nullable Snapshot current = table.currentSnapshot(); | ||
| if (current == null) { | ||
| // no snapshots yet. | ||
| LOG.info("Skipping scan: table is empty with no snapshots yet"); | ||
| return pauseOrStop(watermark, bounded); | ||
| } | ||
|
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| // Resolve the upper bound: user-specified bounded mode, or "current" for unbounded. | ||
| long toSnapshotId; | ||
| long toSnapshotSeq; | ||
| if (userToSnapshotId != null) { | ||
| toSnapshotId = userToSnapshotId; | ||
| toSnapshotSeq = | ||
| Preconditions.checkStateNotNull( | ||
| table.snapshot(userToSnapshotId), | ||
| "Configured toSnapshotId %s does not exist", | ||
| userToSnapshotId) | ||
| .sequenceNumber(); | ||
| } else { | ||
| toSnapshotId = current.snapshotId(); | ||
| toSnapshotSeq = current.sequenceNumber(); | ||
| } | ||
|
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| long nextSeqInclusive = tracker.currentRestriction().getFrom(); | ||
| if (toSnapshotSeq < nextSeqInclusive) { | ||
| // Nothing new since last poll. | ||
| LOG.info("Skipping scan: nothing new since last poll."); | ||
| return pauseOrStop(watermark, bounded); | ||
| } | ||
|
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| // Collect snapshots in [nextSeqInclusive, toSnapshotSeq] chronologically | ||
| String tableId = scanConfig.getTableIdentifier(); | ||
| List<SnapshotInfo> fresh = snapshotsAfter(table, tableId, nextSeqInclusive, toSnapshotId); | ||
| LOG.info("Collected snapshots: {}", fresh); | ||
|
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| for (SnapshotInfo snap : fresh) { | ||
| if (!tracker.tryClaim(snap.getSequenceNumber())) { | ||
| return ProcessContinuation.stop(); | ||
| } | ||
| Instant ts = Instant.ofEpochMilli(snap.getTimestampMillis()); | ||
| out.outputWithTimestamp(snap.getSnapshotId(), ts); | ||
|
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| if (watermark.currentWatermark().isBefore(ts)) { | ||
| watermark.setWatermark(ts); | ||
| } | ||
| snapshotsEmitted.inc(); | ||
| latestEmittedSnapshotId.set(snap.getSnapshotId()); | ||
| LOG.info( | ||
| "Emitted snapshot {} (sequence id: {}, commit ts: {})", | ||
| snap.getSnapshotId(), | ||
| snap.getSequenceNumber(), | ||
| ts); | ||
| } | ||
|
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| return pauseOrStop(watermark, bounded); | ||
| } | ||
|
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| /** | ||
| * On an empty poll, bump the watermark to {@code now() - MAX_SNAPSHOT_DISCOVERY_DELAY} so | ||
| * downstream windows can still fire. Returns {@code stop()} when end snapshot has been reached, | ||
| * otherwise {@code resume()} after the poll interval. | ||
| */ | ||
| private ProcessContinuation pauseOrStop( | ||
| ManualWatermarkEstimator<Instant> watermark, boolean bounded) { | ||
| Duration delay = | ||
| MoreObjects.firstNonNull( | ||
| scanConfig.getMaxSnapshotDiscoveryDelay(), MAX_SNAPSHOT_DISCOVERY_DELAY); | ||
| Instant idleWatermark = Instant.now().minus(delay); | ||
| if (watermark.currentWatermark().isBefore(idleWatermark)) { | ||
| LOG.info( | ||
| "Sitting idle for {} seconds. Bumping watermark to {}", | ||
| TimeUnit.MILLISECONDS.toSeconds( | ||
| Instant.now().getMillis() - watermark.currentWatermark().getMillis()), | ||
| idleWatermark); | ||
| watermark.setWatermark(idleWatermark); | ||
| } | ||
| return bounded | ||
| ? ProcessContinuation.stop() | ||
| : ProcessContinuation.resume().withResumeDelay(pollInterval); | ||
| } | ||
|
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| /** | ||
| * Returns snapshots with sequence number in {@code [nextSeqInclusive, toSnapshotSeq]}, keyed off | ||
| * the lineage ending at {@code toSnapshotId}. | ||
| */ | ||
| @SuppressWarnings("return") // ancestorsOf accepts null returns as a "stop" signal | ||
| static List<SnapshotInfo> snapshotsAfter( | ||
| Table table, String tableIdentifier, long nextSeqInclusive, long toSnapshotId) { | ||
|
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| List<SnapshotInfo> snapshots = new ArrayList<>(); | ||
| // ancestorsOf returns an iterable of snapshots looking backwards. | ||
| // we'll need to reverse it to process snapshots chronologically. | ||
| for (Snapshot snapshot : | ||
| SnapshotUtil.ancestorsOf( | ||
| toSnapshotId, snapshotId -> snapshotId != null ? table.snapshot(snapshotId) : null)) { | ||
| if (snapshot.sequenceNumber() < nextSeqInclusive) { | ||
| break; | ||
| } | ||
| snapshots.add(SnapshotInfo.fromSnapshot(snapshot, tableIdentifier)); | ||
| } | ||
| Collections.reverse(snapshots); | ||
| return snapshots; | ||
| } | ||
| } | ||
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What happen if A user's from_snapshot is expired by table maintenance before a pipeline restart IncrementalScanSource ? I believe the existing WatchForSnapshots silently reprocess the entire table history, it will emit mass duplicates with no warning.
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This PR's watch transform keeps track of the snapshot sequence number (stateful), so on restart it should skip everything up to the last processed snapshot