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Original file line number Diff line number Diff line change
Expand Up @@ -253,6 +253,9 @@ public Expression getFilter() {
@Pure
public abstract @Nullable List<String> getDropFields();

@Pure
public abstract @Nullable Duration getMaxSnapshotDiscoveryDelay();

@Pure
public abstract List<String> getMetadataColumns();

Expand Down Expand Up @@ -342,6 +345,8 @@ public Builder setTableIdentifier(String... names) {

public abstract Builder setDropFields(@Nullable List<String> fields);

public abstract Builder setMaxSnapshotDiscoveryDelay(@Nullable Duration delay);

public abstract Builder setMetadataColumns(List<String> metadataColumns);

public abstract IcebergScanConfig build();
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Expand Up @@ -161,10 +161,11 @@ public static CloseableIterable<Record> createReader(
// incremental append scan can only be configured with an *exclusive* starting snapshot,
// so we need to provide this snapshot's parent id.
if (fromSnapshot != null) {
fromSnapshot = table.snapshot(fromSnapshot).parentId();
Snapshot snapshot = table.snapshot(fromSnapshot);
fromSnapshot = snapshot != null ? snapshot.parentId() : null;

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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

}

// 4. if snapshot is still null, the scan will default to the oldest snapshot, i.e. EARLIEST
// if snapshot is still null, the scan will default to the oldest snapshot, i.e. EARLIEST
return fromSnapshot;
}

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Original file line number Diff line number Diff line change
Expand Up @@ -22,6 +22,7 @@
import java.util.concurrent.Callable;
import java.util.concurrent.ExecutionException;
import java.util.concurrent.TimeUnit;
import org.apache.beam.sdk.annotations.Internal;
import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.annotations.VisibleForTesting;
import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.cache.Cache;
import org.apache.beam.vendor.guava.v32_1_2_jre.com.google.common.cache.CacheBuilder;
Expand All @@ -40,6 +41,7 @@
* refreshed after a caller started its request, the caller reuses that refresh instead of making
* another catalog call.
*/
@Internal
public class TableCache {
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static final Duration DEFAULT_REFRESH_INTERVAL = Duration.ofMinutes(2);

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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;

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;

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;

private final IcebergScanConfig scanConfig;
private final Duration pollInterval;

WatchForSnapshotsSdf(IcebergScanConfig scanConfig) {
this.scanConfig = scanConfig;
this.pollInterval =
MoreObjects.firstNonNull(scanConfig.getPollInterval(), DEFAULT_POLL_INTERVAL);
}

@GetInitialRestriction
public OffsetRange initialRestriction() {
Table table =
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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));

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;
}

@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();

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));
}

@NewTracker
public RestrictionTracker<OffsetRange, Long> newTracker(@Restriction OffsetRange restriction) {
if (restriction.getTo() == POLL_FOREVER) {
return new GrowableOffsetRangeTracker(
restriction.getFrom(), this::estimateCurrentRangeEndExclusive);
}

return new OffsetRangeTracker(restriction);
}

private long estimateCurrentRangeEndExclusive() {
Table table =
TableCache.getAndRefreshIfStale(
scanConfig.getCatalogConfig(), scanConfig.getTableIdentifier());

@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;
}
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@GetRestrictionCoder
public Coder<OffsetRange> restrictionCoder() {
return new OffsetRange.Coder();
}

@GetInitialWatermarkEstimatorState
public Instant initialWatermarkState() {
return BoundedWindow.TIMESTAMP_MIN_VALUE;
}

@NewWatermarkEstimator
public ManualWatermarkEstimator<Instant> newWatermarkEstimator(
@WatermarkEstimatorState Instant state) {
return new Manual(state);
}

@ProcessElement
public ProcessContinuation process(
RestrictionTracker<OffsetRange, Long> tracker,
ManualWatermarkEstimator<Instant> watermark,
OutputReceiver<Long> out) {
Table table =
TableCache.getRefreshed(scanConfig.getCatalogConfig(), scanConfig.getTableIdentifier());

@Nullable Long userToSnapshotId = ReadUtils.getToSnapshot(table, scanConfig);
boolean bounded = userToSnapshotId != null;

@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);
}

// 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();
}

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);
}

// Collect snapshots in [nextSeqInclusive, toSnapshotSeq] chronologically
String tableId = scanConfig.getTableIdentifier();
List<SnapshotInfo> fresh = snapshotsAfter(table, tableId, nextSeqInclusive, toSnapshotId);
LOG.info("Collected snapshots: {}", fresh);

for (SnapshotInfo snap : fresh) {
if (!tracker.tryClaim(snap.getSequenceNumber())) {
return ProcessContinuation.stop();
}
Instant ts = Instant.ofEpochMilli(snap.getTimestampMillis());
out.outputWithTimestamp(snap.getSnapshotId(), ts);

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);
}

return pauseOrStop(watermark, bounded);
}

/**
* 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);
}

/**
* 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) {

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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