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Posted to commits@druid.apache.org by cw...@apache.org on 2019/03/15 07:22:50 UTC
[incubator-druid] branch master updated: Logic adjustments to
SeekableStreamIndexTaskRunner. (#7267)
This is an automated email from the ASF dual-hosted git repository.
cwylie pushed a commit to branch master
in repository https://gitbox.apache.org/repos/asf/incubator-druid.git
The following commit(s) were added to refs/heads/master by this push:
new a8c7132 Logic adjustments to SeekableStreamIndexTaskRunner. (#7267)
a8c7132 is described below
commit a8c7132482358e9d8113632b38e284a84b66c6db
Author: Gian Merlino <gi...@gmail.com>
AuthorDate: Fri Mar 15 03:22:43 2019 -0400
Logic adjustments to SeekableStreamIndexTaskRunner. (#7267)
* Logic adjustments to SeekableStreamIndexTaskRunner.
A mix of simplifications and bug fixes. They are intermingled because
some of the bugs were made difficult to fix, and also more likely to
happen in the first place, by how the code was structured. I tried to
keep restructuring to a minimum. The changes are:
- Remove "initialOffsetsSnapshot", which was used to determine when to
skip start offsets. Replace it with "lastReadOffsets", which I hope
is more intuitive. (There is a connection: start offsets must be
skipped if and only if they have already been read, either by a
previous task or by a previous sequence in the same task, post-restoring.)
- Remove "isStartingSequenceOffsetsExclusive", because it should always
be the opposite of isEndOffsetExclusive. The reason is that starts are
exclusive exactly when the prior ends are inclusive: they must match
up in that way for adjacent reads to link up properly.
- Don't call "seekToStartingSequence" after the initial seek. There is
no reason to, since we expect to read continuous message streams
throughout the task. And calling it makes offset-tracking logic
trickier, so better to avoid the need for trickiness. I believe the
call being here was causing a bug in Kinesis ingestion where a
message might get double-read.
- Remove the "continue" calls in the main read loop. They are bad
because they prevent keeping currOffsets and lastReadOffsets up to
date, and prevent us from detecting that we have finished reading.
- Rework "verifyInitialRecordAndSkipExclusivePartition" into
"verifyRecordInRange". It no longer has side effects. It does a sanity
check on the message offset and also makes sure that it is not past
the endOffsets.
- Rework "assignPartitions" to replace inline comparisons with
"isRecordAlreadyRead" and "isMoreToReadBeforeReadingRecord" calls. I
believe this fixes an off-by-one error with Kinesis where the last
record would not get read. It also makes the logic easier to read.
- When doing the final publish, only adjust end offsets of the final
sequence, rather than potentially adjusting any unpublished sequence.
Adjusting sequences other than the last one is a mistake since it
will extend their endOffsets beyond what they actually read. (I'm not
sure if this was an issue in practice, since I'm not sure if real
world situations would have more than one unpublished sequence.)
- Rename "isEndSequenceOffsetsExclusive" to "isEndOffsetExclusive". It's
shorter and more clear, I think.
- Add equals/hashCode/toString methods to OrderedSequenceNumber.
Kafka test changes:
- Added a Kafka "testRestoreAtEndOffset" test to verify that restores at
the very end of the task lifecycle still work properly.
Kinesis test changes:
- Renamed "testRunOnNothing" to "testRunOnSingletonRange". I think that
given Kinesis semantics, the right behavior when start offset equals
end offset (and there aren't exclusive partitions set) is to read that
single offset. This is because they are both meant to be treated as
inclusive.
- Adjusted "testRestoreAfterPersistingSequences" to expect one more
message read. I believe the old test was wrong; it expected the task
not to read message number 5.
- Adjusted "testRunContextSequenceAheadOfStartingOffsets" to use a
checkpoint starting from 1 rather than 2. I believe the old test was
wrong here too; it was expecting the task to start reading from the
checkpointed offset, but it actually should have started reading from
one past the checkpointed offset.
- Adjusted "testIncrementalHandOffReadsThroughEndOffsets" to expect
11 messages read instead of 12. It's starting at message 0 and reading
up to 10, which should be 11 messages.
* Changes from code review.
---
.../IncrementalPublishingKafkaIndexTaskRunner.java | 10 +-
.../indexing/kafka/LegacyKafkaIndexTaskRunner.java | 13 +-
.../indexing/kinesis/KinesisIndexTaskRunner.java | 10 +-
.../indexing/kinesis/KinesisIndexTaskTest.java | 80 +++---
.../SeekableStreamIndexTaskRunner.java | 311 +++++++++++++--------
.../seekablestream/SeekableStreamPartitions.java | 6 +-
.../indexing/seekablestream/SequenceMetadata.java | 15 +-
.../common/OrderedSequenceNumber.java | 30 ++
8 files changed, 276 insertions(+), 199 deletions(-)
diff --git a/extensions-core/kafka-indexing-service/src/main/java/org/apache/druid/indexing/kafka/IncrementalPublishingKafkaIndexTaskRunner.java b/extensions-core/kafka-indexing-service/src/main/java/org/apache/druid/indexing/kafka/IncrementalPublishingKafkaIndexTaskRunner.java
index ae092d5..9e38a97 100644
--- a/extensions-core/kafka-indexing-service/src/main/java/org/apache/druid/indexing/kafka/IncrementalPublishingKafkaIndexTaskRunner.java
+++ b/extensions-core/kafka-indexing-service/src/main/java/org/apache/druid/indexing/kafka/IncrementalPublishingKafkaIndexTaskRunner.java
@@ -84,7 +84,7 @@ public class IncrementalPublishingKafkaIndexTaskRunner extends SeekableStreamInd
}
@Override
- protected Long getSequenceNumberToStoreAfterRead(@NotNull Long sequenceNumber)
+ protected Long getNextStartOffset(@NotNull Long sequenceNumber)
{
return sequenceNumber + 1;
}
@@ -209,18 +209,12 @@ public class IncrementalPublishingKafkaIndexTaskRunner extends SeekableStreamInd
}
@Override
- protected boolean isEndSequenceOffsetsExclusive()
+ protected boolean isEndOffsetExclusive()
{
return true;
}
@Override
- protected boolean isStartingSequenceOffsetsExclusive()
- {
- return false;
- }
-
- @Override
protected boolean isEndOfShard(Long seqNum)
{
return false;
diff --git a/extensions-core/kafka-indexing-service/src/main/java/org/apache/druid/indexing/kafka/LegacyKafkaIndexTaskRunner.java b/extensions-core/kafka-indexing-service/src/main/java/org/apache/druid/indexing/kafka/LegacyKafkaIndexTaskRunner.java
index b4fa5cc..911a64a 100644
--- a/extensions-core/kafka-indexing-service/src/main/java/org/apache/druid/indexing/kafka/LegacyKafkaIndexTaskRunner.java
+++ b/extensions-core/kafka-indexing-service/src/main/java/org/apache/druid/indexing/kafka/LegacyKafkaIndexTaskRunner.java
@@ -706,19 +706,12 @@ public class LegacyKafkaIndexTaskRunner extends SeekableStreamIndexTaskRunner<In
}
@Override
- protected boolean isEndSequenceOffsetsExclusive()
+ protected boolean isEndOffsetExclusive()
{
- return false;
+ return true;
}
@Override
- protected boolean isStartingSequenceOffsetsExclusive()
- {
- return false;
- }
-
-
- @Override
protected SeekableStreamPartitions<Integer, Long> deserializePartitionsFromMetadata(
ObjectMapper mapper,
Object object
@@ -805,7 +798,7 @@ public class LegacyKafkaIndexTaskRunner extends SeekableStreamIndexTaskRunner<In
}
@Override
- protected Long getSequenceNumberToStoreAfterRead(Long sequenceNumber)
+ protected Long getNextStartOffset(Long sequenceNumber)
{
throw new UnsupportedOperationException();
}
diff --git a/extensions-core/kinesis-indexing-service/src/main/java/org/apache/druid/indexing/kinesis/KinesisIndexTaskRunner.java b/extensions-core/kinesis-indexing-service/src/main/java/org/apache/druid/indexing/kinesis/KinesisIndexTaskRunner.java
index 50326f7..247f6d7 100644
--- a/extensions-core/kinesis-indexing-service/src/main/java/org/apache/druid/indexing/kinesis/KinesisIndexTaskRunner.java
+++ b/extensions-core/kinesis-indexing-service/src/main/java/org/apache/druid/indexing/kinesis/KinesisIndexTaskRunner.java
@@ -78,7 +78,7 @@ public class KinesisIndexTaskRunner extends SeekableStreamIndexTaskRunner<String
@Override
- protected String getSequenceNumberToStoreAfterRead(String sequenceNumber)
+ protected String getNextStartOffset(String sequenceNumber)
{
return sequenceNumber;
}
@@ -160,18 +160,12 @@ public class KinesisIndexTaskRunner extends SeekableStreamIndexTaskRunner<String
}
@Override
- protected boolean isEndSequenceOffsetsExclusive()
+ protected boolean isEndOffsetExclusive()
{
return false;
}
@Override
- protected boolean isStartingSequenceOffsetsExclusive()
- {
- return true;
- }
-
- @Override
protected boolean isEndOfShard(String seqNum)
{
return KinesisSequenceNumber.END_OF_SHARD_MARKER.equals(seqNum);
diff --git a/extensions-core/kinesis-indexing-service/src/test/java/org/apache/druid/indexing/kinesis/KinesisIndexTaskTest.java b/extensions-core/kinesis-indexing-service/src/test/java/org/apache/druid/indexing/kinesis/KinesisIndexTaskTest.java
index 1685d8a..439584f 100644
--- a/extensions-core/kinesis-indexing-service/src/test/java/org/apache/druid/indexing/kinesis/KinesisIndexTaskTest.java
+++ b/extensions-core/kinesis-indexing-service/src/test/java/org/apache/druid/indexing/kinesis/KinesisIndexTaskTest.java
@@ -83,6 +83,7 @@ import org.apache.druid.indexing.overlord.supervisor.SupervisorManager;
import org.apache.druid.indexing.seekablestream.SeekableStreamIndexTaskRunner;
import org.apache.druid.indexing.seekablestream.SeekableStreamPartitions;
import org.apache.druid.indexing.seekablestream.common.OrderedPartitionableRecord;
+import org.apache.druid.indexing.seekablestream.common.StreamPartition;
import org.apache.druid.indexing.seekablestream.supervisor.SeekableStreamSupervisor;
import org.apache.druid.indexing.test.TestDataSegmentAnnouncer;
import org.apache.druid.indexing.test.TestDataSegmentKiller;
@@ -1079,7 +1080,7 @@ public class KinesisIndexTaskTest extends EasyMockSupport
@Test(timeout = 120_000L)
- public void testRunOnNothing() throws Exception
+ public void testRunOnSingletonRange() throws Exception
{
recordSupplier.assign(anyObject());
expectLastCall().anyTimes();
@@ -1089,11 +1090,15 @@ public class KinesisIndexTaskTest extends EasyMockSupport
recordSupplier.seek(anyObject(), anyString());
expectLastCall().anyTimes();
+ expect(recordSupplier.poll(anyLong())).andReturn(records.subList(2, 3)).once();
+
recordSupplier.close();
expectLastCall().once();
replayAll();
+ // When start and end offsets are the same, it means we need to read one message (since in Kinesis, end offsets
+ // are inclusive).
final KinesisIndexTask task = createTask(
null,
new KinesisIndexTaskIOConfig(
@@ -1128,12 +1133,12 @@ public class KinesisIndexTaskTest extends EasyMockSupport
verifyAll();
// Check metrics
- Assert.assertEquals(0, task.getRunner().getRowIngestionMeters().getProcessed());
+ Assert.assertEquals(1, task.getRunner().getRowIngestionMeters().getProcessed());
Assert.assertEquals(0, task.getRunner().getRowIngestionMeters().getUnparseable());
Assert.assertEquals(0, task.getRunner().getRowIngestionMeters().getThrownAway());
// Check published metadata
- Assert.assertEquals(ImmutableSet.of(), publishedDescriptors());
+ Assert.assertEquals(ImmutableSet.of(sd(task, "2010/P1D", 0)), publishedDescriptors());
}
@@ -2099,14 +2104,11 @@ public class KinesisIndexTaskTest extends EasyMockSupport
@Test(timeout = 120_000L)
public void testRestore() throws Exception
{
- recordSupplier.assign(anyObject());
- expectLastCall().anyTimes();
-
- expect(recordSupplier.getEarliestSequenceNumber(anyObject())).andReturn("0").anyTimes();
-
- recordSupplier.seek(anyObject(), anyString());
- expectLastCall().anyTimes();
-
+ final StreamPartition<String> streamPartition = StreamPartition.of(stream, shardId1);
+ recordSupplier.assign(ImmutableSet.of(streamPartition));
+ expectLastCall();
+ recordSupplier.seek(streamPartition, "2");
+ expectLastCall();
expect(recordSupplier.poll(anyLong())).andReturn(records.subList(2, 4))
.once()
.andReturn(Collections.emptyList())
@@ -2157,16 +2159,13 @@ public class KinesisIndexTaskTest extends EasyMockSupport
verifyAll();
reset(recordSupplier);
- recordSupplier.assign(anyObject());
- expectLastCall().anyTimes();
-
- expect(recordSupplier.getEarliestSequenceNumber(anyObject())).andReturn("0").anyTimes();
-
- recordSupplier.seek(anyObject(), anyString());
- expectLastCall().anyTimes();
-
+ recordSupplier.assign(ImmutableSet.of(streamPartition));
+ expectLastCall();
+ recordSupplier.seek(streamPartition, "3");
+ expectLastCall();
expect(recordSupplier.poll(anyLong())).andReturn(records.subList(3, 6)).once();
-
+ recordSupplier.assign(ImmutableSet.of());
+ expectLastCall();
recordSupplier.close();
expectLastCall();
@@ -2248,8 +2247,6 @@ public class KinesisIndexTaskTest extends EasyMockSupport
recordSupplier.assign(anyObject());
expectLastCall().anyTimes();
- expect(recordSupplier.getEarliestSequenceNumber(anyObject())).andReturn("0").anyTimes();
-
recordSupplier.seek(anyObject(), anyString());
expectLastCall().anyTimes();
@@ -2321,9 +2318,6 @@ public class KinesisIndexTaskTest extends EasyMockSupport
recordSupplier.assign(anyObject());
expectLastCall().anyTimes();
- expect(recordSupplier.getEarliestSequenceNumber(anyObject())).andReturn("0").anyTimes();
-
-
recordSupplier.seek(anyObject(), anyString());
expectLastCall().anyTimes();
@@ -2377,7 +2371,7 @@ public class KinesisIndexTaskTest extends EasyMockSupport
Assert.assertEquals(5, task1.getRunner().getRowIngestionMeters().getProcessed());
Assert.assertEquals(0, task1.getRunner().getRowIngestionMeters().getUnparseable());
Assert.assertEquals(0, task1.getRunner().getRowIngestionMeters().getThrownAway());
- Assert.assertEquals(1, task2.getRunner().getRowIngestionMeters().getProcessed());
+ Assert.assertEquals(2, task2.getRunner().getRowIngestionMeters().getProcessed());
Assert.assertEquals(0, task2.getRunner().getRowIngestionMeters().getUnparseable());
Assert.assertEquals(0, task2.getRunner().getRowIngestionMeters().getThrownAway());
@@ -2386,8 +2380,9 @@ public class KinesisIndexTaskTest extends EasyMockSupport
SegmentDescriptor desc2 = sd(task1, "2009/P1D", 0);
SegmentDescriptor desc3 = sd(task1, "2010/P1D", 0);
SegmentDescriptor desc4 = sd(task1, "2011/P1D", 0);
- SegmentDescriptor desc5 = sd(task1, "2013/P1D", 0);
- Assert.assertEquals(ImmutableSet.of(desc1, desc2, desc3, desc4, desc5), publishedDescriptors());
+ SegmentDescriptor desc5 = sd(task1, "2012/P1D", 0);
+ SegmentDescriptor desc6 = sd(task1, "2013/P1D", 0);
+ Assert.assertEquals(ImmutableSet.of(desc1, desc2, desc3, desc4, desc5, desc6), publishedDescriptors());
Assert.assertEquals(
new KinesisDataSourceMetadata(
new SeekableStreamPartitions<>(stream, ImmutableMap.of(
@@ -2401,14 +2396,11 @@ public class KinesisIndexTaskTest extends EasyMockSupport
@Test(timeout = 120_000L)
public void testRunWithPauseAndResume() throws Exception
{
- recordSupplier.assign(anyObject());
- expectLastCall().anyTimes();
-
- expect(recordSupplier.getEarliestSequenceNumber(anyObject())).andReturn("0").anyTimes();
-
- recordSupplier.seek(anyObject(), anyString());
- expectLastCall().anyTimes();
-
+ final StreamPartition<String> streamPartition = StreamPartition.of(stream, shardId1);
+ recordSupplier.assign(ImmutableSet.of(streamPartition));
+ expectLastCall();
+ recordSupplier.seek(streamPartition, "2");
+ expectLastCall();
expect(recordSupplier.poll(anyLong())).andReturn(records.subList(2, 5))
.once()
.andReturn(Collections.emptyList())
@@ -2475,14 +2467,8 @@ public class KinesisIndexTaskTest extends EasyMockSupport
reset(recordSupplier);
- recordSupplier.assign(anyObject());
- expectLastCall().anyTimes();
-
- expect(recordSupplier.getEarliestSequenceNumber(anyObject())).andReturn("0").anyTimes();
-
- recordSupplier.seek(anyObject(), anyString());
- expectLastCall().anyTimes();
-
+ recordSupplier.assign(ImmutableSet.of());
+ expectLastCall();
recordSupplier.close();
expectLastCall().once();
@@ -2546,8 +2532,8 @@ public class KinesisIndexTaskTest extends EasyMockSupport
final TreeMap<Integer, Map<String, String>> sequences = new TreeMap<>();
// Here the sequence number is 1 meaning that one incremental handoff was done by the failed task
- // and this task should start reading from stream 2 for partition 0
- sequences.put(1, ImmutableMap.of(shardId1, "2"));
+ // and this task should start reading from offset 2 for partition 0 (not offset 1, because end is inclusive)
+ sequences.put(1, ImmutableMap.of(shardId1, "1"));
final Map<String, Object> context = new HashMap<>();
context.put("checkpoints", objectMapper.writerWithType(new TypeReference<TreeMap<Integer, Map<String, String>>>()
{
@@ -2784,7 +2770,7 @@ public class KinesisIndexTaskTest extends EasyMockSupport
throw new ISE("Task is not ready");
}
}
- catch (Exception e) {
+ catch (Throwable e) {
log.warn(e, "Task failed");
return TaskStatus.failure(task.getId(), Throwables.getStackTraceAsString(e));
}
diff --git a/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SeekableStreamIndexTaskRunner.java b/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SeekableStreamIndexTaskRunner.java
index 4fc7640..ee9a7e2 100644
--- a/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SeekableStreamIndexTaskRunner.java
+++ b/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SeekableStreamIndexTaskRunner.java
@@ -142,6 +142,12 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
static final String METADATA_PUBLISH_PARTITIONS = "publishPartitions";
private final Map<PartitionIdType, SequenceOffsetType> endOffsets;
+
+ // lastReadOffsets are the last offsets that were read and processed.
+ private final Map<PartitionIdType, SequenceOffsetType> lastReadOffsets = new HashMap<>();
+
+ // currOffsets are what should become the start offsets of the next reader, if we stopped reading now. They are
+ // initialized to the start offsets when the task begins.
private final ConcurrentMap<PartitionIdType, SequenceOffsetType> currOffsets = new ConcurrentHashMap<>();
private final ConcurrentMap<PartitionIdType, SequenceOffsetType> lastPersistedOffsets = new ConcurrentHashMap<>();
@@ -192,8 +198,6 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
private final Set<String> publishingSequences = Sets.newConcurrentHashSet();
private final List<ListenableFuture<SegmentsAndMetadata>> publishWaitList = new ArrayList<>();
private final List<ListenableFuture<SegmentsAndMetadata>> handOffWaitList = new ArrayList<>();
- private final Set<PartitionIdType> initialOffsetsSnapshot = new HashSet<>();
- private final Set<PartitionIdType> exclusiveStartingPartitions = new HashSet<>();
private volatile DateTime startTime;
private volatile Status status = Status.NOT_STARTED; // this is only ever set by the task runner thread (runThread)
@@ -272,7 +276,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
Map.Entry<Integer, Map<PartitionIdType, SequenceOffsetType>> previous = sequenceOffsets.next();
while (sequenceOffsets.hasNext()) {
Map.Entry<Integer, Map<PartitionIdType, SequenceOffsetType>> current = sequenceOffsets.next();
- sequences.add(new SequenceMetadata<>(
+ addSequence(new SequenceMetadata<>(
previous.getKey(),
StringUtils.format("%s_%s", ioConfig.getBaseSequenceName(), previous.getKey()),
previous.getValue(),
@@ -283,7 +287,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
previous = current;
exclusive = true;
}
- sequences.add(new SequenceMetadata<>(
+ addSequence(new SequenceMetadata<>(
previous.getKey(),
StringUtils.format("%s_%s", ioConfig.getBaseSequenceName(), previous.getKey()),
previous.getValue(),
@@ -292,7 +296,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
exclusive ? previous.getValue().keySet() : null
));
} else {
- sequences.add(new SequenceMetadata<>(
+ addSequence(new SequenceMetadata<>(
0,
StringUtils.format("%s_%s", ioConfig.getBaseSequenceName(), 0),
ioConfig.getStartPartitions().getPartitionSequenceNumberMap(),
@@ -408,6 +412,21 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
);
}
+ // Initialize lastReadOffsets immediately after restoring currOffsets. This is only done when end offsets are
+ // inclusive, because the point of initializing lastReadOffsets here is so we know when to skip the start record.
+ // When end offsets are exclusive, we never skip the start record.
+ if (!isEndOffsetExclusive()) {
+ for (Map.Entry<PartitionIdType, SequenceOffsetType> entry : currOffsets.entrySet()) {
+ final boolean isAtStart = entry.getValue().equals(
+ ioConfig.getStartPartitions().getPartitionSequenceNumberMap().get(entry.getKey())
+ );
+
+ if (!isAtStart || ioConfig.getExclusiveStartSequenceNumberPartitions().contains(entry.getKey())) {
+ lastReadOffsets.put(entry.getKey(), entry.getValue());
+ }
+ }
+ }
+
// Set up committer.
final Supplier<Committer> committerSupplier = () -> {
final Map<PartitionIdType, SequenceOffsetType> snapshot = ImmutableMap.copyOf(currOffsets);
@@ -450,17 +469,14 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
status = Status.READING;
Throwable caughtExceptionInner = null;
- initialOffsetsSnapshot.addAll(currOffsets.keySet());
- exclusiveStartingPartitions.addAll(ioConfig.getExclusiveStartSequenceNumberPartitions());
-
try {
while (stillReading) {
if (possiblyPause()) {
// The partition assignments may have changed while paused by a call to setEndOffsets() so reassign
- // partitions upon resuming. This is safe even if the end sequences have not been modified.
+ // partitions upon resuming. Don't call "seekToStartingSequence" after "assignPartitions", because there's
+ // no need to re-seek here. All we're going to be doing is dropping partitions.
assignment = assignPartitions(recordSupplier);
possiblyResetDataSourceMetadata(toolbox, recordSupplier, assignment, currOffsets);
- seekToStartingSequence(recordSupplier, assignment);
if (assignment.isEmpty()) {
log.info("All partitions have been fully read");
@@ -498,34 +514,17 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
SequenceMetadata sequenceToCheckpoint = null;
for (OrderedPartitionableRecord<PartitionIdType, SequenceOffsetType> record : records) {
-
-
- // for Kafka, the end offsets are exclusive, so skip it
- if (isEndSequenceOffsetsExclusive() &&
- createSequenceNumber(record.getSequenceNumber()).compareTo(
- createSequenceNumber(endOffsets.get(record.getPartitionId()))) >= 0) {
- continue;
- }
-
- // for the first message we receive, check that we were given a message with a sequenceNumber that matches
- // our expected starting sequenceNumber
- if (!verifyInitialRecordAndSkipExclusivePartition(record)) {
- continue;
- }
+ final boolean shouldProcess = verifyRecordInRange(record.getPartitionId(), record.getSequenceNumber());
log.trace(
- "Got stream[%s] partition[%s] sequence[%s].",
+ "Got stream[%s] partition[%s] sequenceNumber[%s], shouldProcess[%s].",
record.getStream(),
record.getPartitionId(),
- record.getSequenceNumber()
+ record.getSequenceNumber(),
+ shouldProcess
);
- if (isEndOfShard(record.getSequenceNumber())) {
- // shard is closed, applies to Kinesis only
- currOffsets.put(record.getPartitionId(), record.getSequenceNumber());
- } else if (createSequenceNumber(record.getSequenceNumber()).compareTo(
- createSequenceNumber(endOffsets.get(record.getPartitionId()))) <= 0) {
-
+ if (shouldProcess) {
try {
final List<byte[]> valueBytess = record.getData();
final List<InputRow> rows;
@@ -547,7 +546,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
if (sequenceToUse == null) {
throw new ISE(
- "WTH?! cannot find any valid sequence for record with partition [%d] and sequence [%d]. Current sequences: %s",
+ "WTH?! cannot find any valid sequence for record with partition [%s] and sequenceNumber [%s]. Current sequences: %s",
record.getPartitionId(),
record.getSequenceNumber(),
sequences
@@ -617,12 +616,18 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
// in kafka, we can easily get the next offset by adding 1, but for kinesis, there's no way
// to get the next sequence number without having to make an expensive api call. So the behavior
// here for kafka is to +1 while for kinesis we simply save the current sequence number
- currOffsets.put(record.getPartitionId(), getSequenceNumberToStoreAfterRead(record.getSequenceNumber()));
+ lastReadOffsets.put(record.getPartitionId(), record.getSequenceNumber());
+ currOffsets.put(record.getPartitionId(), getNextStartOffset(record.getSequenceNumber()));
}
- if ((currOffsets.get(record.getPartitionId()).equals(endOffsets.get(record.getPartitionId()))
- || isEndOfShard(currOffsets.get(record.getPartitionId())))
- && assignment.remove(record.getStreamPartition())) {
+ // Use record.getSequenceNumber() in the moreToRead check, since currOffsets might not have been
+ // updated if we were skipping records for being beyond the end.
+ final boolean moreToReadAfterThisRecord = isMoreToReadAfterReadingRecord(
+ record.getSequenceNumber(),
+ endOffsets.get(record.getPartitionId())
+ );
+
+ if (!moreToReadAfterThisRecord && assignment.remove(record.getStreamPartition())) {
log.info("Finished reading stream[%s], partition[%s].", record.getStream(), record.getPartitionId());
recordSupplier.assign(assignment);
stillReading = !assignment.isEmpty();
@@ -688,11 +693,18 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
status = Status.PUBLISHING;
}
- for (SequenceMetadata<PartitionIdType, SequenceOffsetType> sequenceMetadata : sequences) {
+ for (int i = 0; i < sequences.size(); i++) {
+ final SequenceMetadata<PartitionIdType, SequenceOffsetType> sequenceMetadata = sequences.get(i);
if (!publishingSequences.contains(sequenceMetadata.getSequenceName())) {
- // this is done to prevent checks in sequence specific commit supplier from failing
- sequenceMetadata.setEndOffsets(currOffsets);
- sequenceMetadata.updateAssignments(this, currOffsets);
+ final boolean isLast = i == (sequences.size() - 1);
+ if (isLast) {
+ // Shorten endOffsets of the last sequence to match currOffsets.
+ sequenceMetadata.setEndOffsets(currOffsets);
+ }
+
+ // Update assignments of the sequence, which should clear them. (This will be checked later, when the
+ // Committer is built.)
+ sequenceMetadata.updateAssignments(currOffsets, this::isMoreToReadAfterReadingRecord);
publishingSequences.add(sequenceMetadata.getSequenceName());
// persist already done in finally, so directly add to publishQueue
publishAndRegisterHandoff(sequenceMetadata);
@@ -795,7 +807,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
toolbox.getDruidNodeAnnouncer().unannounce(discoveryDruidNode);
toolbox.getDataSegmentServerAnnouncer().unannounce();
}
- catch (Exception e) {
+ catch (Throwable e) {
if (caughtExceptionOuter != null) {
caughtExceptionOuter.addSuppressed(e);
} else {
@@ -912,7 +924,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
@Override
public void onFailure(Throwable t)
{
- log.error(t, "Error while publishing segments for sequence[%s]", sequenceMetadata);
+ log.error(t, "Error while publishing segments for sequenceNumber[%s]", sequenceMetadata);
handoffFuture.setException(t);
}
}
@@ -990,7 +1002,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
throws InterruptedException
{
for (SequenceMetadata<PartitionIdType, SequenceOffsetType> sequenceMetadata : sequences) {
- sequenceMetadata.updateAssignments(this, currOffsets);
+ sequenceMetadata.updateAssignments(currOffsets, this::isMoreToReadBeforeReadingRecord);
if (!sequenceMetadata.isOpen() && !publishingSequences.contains(sequenceMetadata.getSequenceName())) {
publishingSequences.add(sequenceMetadata.getSequenceName());
try {
@@ -1016,19 +1028,21 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
{
final Set<StreamPartition<PartitionIdType>> assignment = new HashSet<>();
for (Map.Entry<PartitionIdType, SequenceOffsetType> entry : currOffsets.entrySet()) {
- final SequenceOffsetType endOffset = endOffsets.get(entry.getKey());
- if (isEndOfShard(endOffset)
- || SeekableStreamPartitions.NO_END_SEQUENCE_NUMBER.equals(endOffset)
- || createSequenceNumber(entry.getValue()).compareTo(createSequenceNumber(endOffset)) < 0) {
- assignment.add(StreamPartition.of(stream, entry.getKey()));
- } else if (entry.getValue().equals(endOffset)) {
- log.info("Finished reading partition[%s].", entry.getKey());
- } else {
- throw new ISE(
- "WTF?! Cannot start from sequence[%,d] > endOffset[%,d]",
- entry.getValue(),
+ final PartitionIdType partition = entry.getKey();
+ final SequenceOffsetType currOffset = entry.getValue();
+ final SequenceOffsetType endOffset = endOffsets.get(partition);
+
+ if (!isRecordAlreadyRead(partition, endOffset) && isMoreToReadBeforeReadingRecord(currOffset, endOffset)) {
+ log.info(
+ "Adding partition[%s], start[%s] -> end[%s] to assignment.",
+ partition,
+ currOffset,
endOffset
);
+
+ assignment.add(StreamPartition.of(stream, partition));
+ } else {
+ log.info("Finished reading partition[%s].", partition);
}
}
@@ -1037,6 +1051,77 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
return assignment;
}
+ private void addSequence(final SequenceMetadata<PartitionIdType, SequenceOffsetType> sequenceMetadata)
+ {
+ // Sanity check that the start of the new sequence matches up with the end of the prior sequence.
+ for (Map.Entry<PartitionIdType, SequenceOffsetType> entry : sequenceMetadata.getStartOffsets().entrySet()) {
+ final PartitionIdType partition = entry.getKey();
+ final SequenceOffsetType startOffset = entry.getValue();
+
+ if (!sequences.isEmpty()) {
+ final SequenceOffsetType priorOffset = sequences.get(sequences.size() - 1).endOffsets.get(partition);
+
+ if (!startOffset.equals(priorOffset)) {
+ throw new ISE(
+ "New sequence startOffset[%s] does not equal expected prior offset[%s]",
+ startOffset,
+ priorOffset
+ );
+ }
+ }
+ }
+
+ // Actually do the add.
+ sequences.add(sequenceMetadata);
+ }
+
+ /**
+ * Returns true if the given record has already been read, based on lastReadOffsets.
+ */
+ private boolean isRecordAlreadyRead(
+ final PartitionIdType recordPartition,
+ final SequenceOffsetType recordSequenceNumber
+ )
+ {
+ final SequenceOffsetType lastReadOffset = lastReadOffsets.get(recordPartition);
+
+ if (lastReadOffset == null) {
+ return false;
+ } else {
+ return createSequenceNumber(recordSequenceNumber).compareTo(createSequenceNumber(lastReadOffset)) <= 0;
+ }
+ }
+
+ /**
+ * Returns true if, given that we want to start reading from recordSequenceNumber and end at endSequenceNumber, there
+ * is more left to read. Used in pre-read checks to determine if there is anything left to read.
+ */
+ private boolean isMoreToReadBeforeReadingRecord(
+ final SequenceOffsetType recordSequenceNumber,
+ final SequenceOffsetType endSequenceNumber
+ )
+ {
+ final int compareToEnd = createSequenceNumber(recordSequenceNumber)
+ .compareTo(createSequenceNumber(endSequenceNumber));
+
+ return isEndOffsetExclusive() ? compareToEnd < 0 : compareToEnd <= 0;
+ }
+
+ /**
+ * Returns true if, given that recordSequenceNumber has already been read and we want to end at endSequenceNumber,
+ * there is more left to read. Used in post-read checks to determine if there is anything left to read.
+ */
+ private boolean isMoreToReadAfterReadingRecord(
+ final SequenceOffsetType recordSequenceNumber,
+ final SequenceOffsetType endSequenceNumber
+ )
+ {
+ final int compareNextToEnd = createSequenceNumber(getNextStartOffset(recordSequenceNumber))
+ .compareTo(createSequenceNumber(endSequenceNumber));
+
+ // Unlike isMoreToReadBeforeReadingRecord, we don't care if the end is exclusive or not. If we read it, we're done.
+ return compareNextToEnd < 0;
+ }
private void seekToStartingSequence(
RecordSupplier<PartitionIdType, SequenceOffsetType> recordSupplier,
@@ -1045,7 +1130,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
{
for (final StreamPartition<PartitionIdType> partition : partitions) {
final SequenceOffsetType sequence = currOffsets.get(partition.getPartitionId());
- log.info("Seeking partition[%s] to sequence[%s].", partition.getPartitionId(), sequence);
+ log.info("Seeking partition[%s] to sequenceNumber[%s].", partition.getPartitionId(), sequence);
recordSupplier.seek(partition, sequence);
}
}
@@ -1104,7 +1189,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
if (tuningConfig.isLogParseExceptions()) {
log.error(
pe,
- "Encountered parse exception on row from partition[%s] sequence[%s]",
+ "Encountered parse exception on row from partition[%s] sequenceNumber[%s]",
record.getPartitionId(),
record.getSequenceNumber()
);
@@ -1366,17 +1451,20 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
Preconditions.checkState(sequenceNumbers.size() > 0, "WTH?! No Sequences found to set end sequences");
final SequenceMetadata<PartitionIdType, SequenceOffsetType> latestSequence = sequences.get(sequences.size() - 1);
- // if a partition has not been read yet (contained in initialOffsetsSnapshot), then
- // do not mark the starting sequence number as exclusive
- Set<PartitionIdType> exclusivePartitions = sequenceNumbers.keySet()
- .stream()
- .filter(x -> !initialOffsetsSnapshot.contains(x)
- || ioConfig.getExclusiveStartSequenceNumberPartitions()
- .contains(x))
- .collect(Collectors.toSet());
+ final Set<PartitionIdType> exclusiveStartPartitions;
+
+ if (isEndOffsetExclusive()) {
+ // When end offsets are exclusive, there's no need for marking the next sequence as having any
+ // exclusive-start partitions. It should always start from the end offsets of the prior sequence.
+ exclusiveStartPartitions = Collections.emptySet();
+ } else {
+ // When end offsets are inclusive, we must mark all partitions as exclusive-start, to avoid reading
+ // their final messages (which have already been read).
+ exclusiveStartPartitions = sequenceNumbers.keySet();
+ }
if ((latestSequence.getStartOffsets().equals(sequenceNumbers)
- && latestSequence.getExclusiveStartPartitions().equals(exclusivePartitions)
+ && latestSequence.getExclusiveStartPartitions().equals(exclusiveStartPartitions)
&& !finish)
|| (latestSequence.getEndOffsets().equals(sequenceNumbers) && finish)) {
log.warn("Ignoring duplicate request, end sequences already set for sequences [%s]", sequenceNumbers);
@@ -1416,19 +1504,17 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
log.info("Updating endOffsets from [%s] to [%s]", endOffsets, sequenceNumbers);
endOffsets.putAll(sequenceNumbers);
} else {
- exclusiveStartingPartitions.addAll(exclusivePartitions);
-
// create new sequence
+ log.info("Creating new sequence with startOffsets [%s] and endOffsets [%s]", sequenceNumbers, endOffsets);
final SequenceMetadata<PartitionIdType, SequenceOffsetType> newSequence = new SequenceMetadata<>(
latestSequence.getSequenceId() + 1,
StringUtils.format("%s_%d", ioConfig.getBaseSequenceName(), latestSequence.getSequenceId() + 1),
sequenceNumbers,
endOffsets,
false,
- exclusivePartitions
+ exclusiveStartPartitions
);
- sequences.add(newSequence);
- initialOffsetsSnapshot.addAll(sequenceNumbers.keySet());
+ addSequence(newSequence);
}
persistSequences();
}
@@ -1582,45 +1668,47 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
return startTime;
}
- private boolean verifyInitialRecordAndSkipExclusivePartition(
- final OrderedPartitionableRecord<PartitionIdType, SequenceOffsetType> record
+ /**
+ * This method does two things:
+ *
+ * 1) Verifies that the sequence numbers we read are at least as high as those read previously, and throws an
+ * exception if not.
+ * 2) Returns false if we should skip this record because it's either (a) the first record in a partition that we are
+ * needing to be exclusive on; (b) too late to read, past the endOffsets.
+ */
+ private boolean verifyRecordInRange(
+ final PartitionIdType partition,
+ final SequenceOffsetType recordOffset
)
{
- // Check only for the first record among the record batch.
- if (initialOffsetsSnapshot.contains(record.getPartitionId())) {
- final SequenceOffsetType currOffset = Preconditions.checkNotNull(
- currOffsets.get(record.getPartitionId()),
- "Current offset is null for sequenceNumber[%s] and partitionId[%s]",
- record.getSequenceNumber(),
- record.getPartitionId()
- );
- final OrderedSequenceNumber<SequenceOffsetType> recordSequenceNumber = createSequenceNumber(
- record.getSequenceNumber()
- );
- final OrderedSequenceNumber<SequenceOffsetType> currentSequenceNumber = createSequenceNumber(
- currOffset
- );
- if (recordSequenceNumber.compareTo(currentSequenceNumber) < 0) {
- throw new ISE(
- "sequenceNumber of the start record[%s] is smaller than current sequenceNumber[%s] for partition[%s]",
- record.getSequenceNumber(),
- currOffset,
- record.getPartitionId()
- );
- }
+ // Verify that the record is at least as high as its currOffset.
+ final SequenceOffsetType currOffset = Preconditions.checkNotNull(
+ currOffsets.get(partition),
+ "Current offset is null for sequenceNumber[%s] and partition[%s]",
+ recordOffset,
+ partition
+ );
- // Remove the mark to notify that this partition has been read.
- initialOffsetsSnapshot.remove(record.getPartitionId());
+ final OrderedSequenceNumber<SequenceOffsetType> recordSequenceNumber = createSequenceNumber(recordOffset);
+ final OrderedSequenceNumber<SequenceOffsetType> currentSequenceNumber = createSequenceNumber(currOffset);
- // check exclusive starting sequence
- if (isStartingSequenceOffsetsExclusive() && exclusiveStartingPartitions.contains(record.getPartitionId())) {
- log.info("Skipping starting sequenceNumber for partition[%s] marked exclusive", record.getPartitionId());
+ final int comparisonToCurrent = recordSequenceNumber.compareTo(currentSequenceNumber);
+ if (comparisonToCurrent < 0) {
+ throw new ISE(
+ "Record sequenceNumber[%s] is smaller than current sequenceNumber[%s] for partition[%s]",
+ recordOffset,
+ currOffset,
+ partition
+ );
+ }
- return false;
- }
+ // Check if the record has already been read.
+ if (isRecordAlreadyRead(partition, recordOffset)) {
+ return false;
}
- return true;
+ // Finally, check if this record comes before the endOffsets for this partition.
+ return isMoreToReadBeforeReadingRecord(recordSequenceNumber.get(), endOffsets.get(partition));
}
/**
@@ -1645,16 +1733,14 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
) throws IOException;
/**
- * Calculates the sequence number used to update `currentOffsets` after finished reading a record.
- * In Kafka this returns sequenceNumeber + 1 since that's the next expected offset
- * In Kinesis this simply returns sequenceNumber, since the sequence numbers in Kinesis are not
- * contiguous and finding the next sequence number requires an expensive API call
+ * Calculates the sequence number used to update currOffsets after finished reading a record.
+ * This is what would become the start offsets of the next reader, if we stopped reading now.
*
* @param sequenceNumber the sequence number that has already been processed
*
* @return next sequence number to be stored
*/
- protected abstract SequenceOffsetType getSequenceNumberToStoreAfterRead(SequenceOffsetType sequenceNumber);
+ protected abstract SequenceOffsetType getNextStartOffset(SequenceOffsetType sequenceNumber);
/**
* deserializes stored metadata into SeekableStreamPartitions
@@ -1726,14 +1812,7 @@ public abstract class SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOff
* In Kafka, the endOffsets are exclusive, so skip it.
* In Kinesis the endOffsets are inclusive
*/
- protected abstract boolean isEndSequenceOffsetsExclusive();
-
- /**
- * In Kafka, the startingOffsets are inclusive.
- * In Kinesis, the startingOffsets are exclusive, except for the first
- * partition we read from stream
- */
- protected abstract boolean isStartingSequenceOffsetsExclusive();
+ protected abstract boolean isEndOffsetExclusive();
protected abstract TypeReference<List<SequenceMetadata<PartitionIdType, SequenceOffsetType>>> getSequenceMetadataTypeReference();
}
diff --git a/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SeekableStreamPartitions.java b/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SeekableStreamPartitions.java
index 28f5dde..dc3ff87 100644
--- a/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SeekableStreamPartitions.java
+++ b/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SeekableStreamPartitions.java
@@ -143,9 +143,9 @@ public class SeekableStreamPartitions<PartitionIdType, SequenceOffsetType>
@Override
public String toString()
{
- return "SeekableStreamPartitions{" +
- "stream/topic='" + stream + '\'' +
- ", partitionSequenceNumberMap/partitionOffsetMap=" + partitionIdToSequenceNumberMap +
+ return getClass().getSimpleName() + "{" +
+ "stream='" + stream + '\'' +
+ ", partitionSequenceNumberMap=" + partitionIdToSequenceNumberMap +
'}';
}
}
diff --git a/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SequenceMetadata.java b/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SequenceMetadata.java
index 7fbc800..61bb35a 100644
--- a/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SequenceMetadata.java
+++ b/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SequenceMetadata.java
@@ -38,6 +38,7 @@ import java.util.HashSet;
import java.util.Map;
import java.util.Set;
import java.util.concurrent.locks.ReentrantLock;
+import java.util.function.BiFunction;
public class SequenceMetadata<PartitionIdType, SequenceOffsetType>
{
@@ -148,17 +149,16 @@ public class SequenceMetadata<PartitionIdType, SequenceOffsetType>
}
void updateAssignments(
- SeekableStreamIndexTaskRunner<PartitionIdType, SequenceOffsetType> runner,
- Map<PartitionIdType, SequenceOffsetType> nextPartitionOffset
+ Map<PartitionIdType, SequenceOffsetType> currOffsets,
+ BiFunction<SequenceOffsetType, SequenceOffsetType, Boolean> moreToReadFn
)
{
lock.lock();
try {
assignments.clear();
- nextPartitionOffset.forEach((key, value) -> {
+ currOffsets.forEach((key, value) -> {
SequenceOffsetType endOffset = endOffsets.get(key);
- if (SeekableStreamPartitions.NO_END_SEQUENCE_NUMBER.equals(endOffset)
- || runner.createSequenceNumber(endOffset).compareTo(runner.createSequenceNumber(nextPartitionOffset.get(key))) > 0) {
+ if (moreToReadFn.apply(value, endOffset)) {
assignments.add(key);
}
});
@@ -188,14 +188,15 @@ public class SequenceMetadata<PartitionIdType, SequenceOffsetType>
return false;
}
boolean ret;
- if (runner.isStartingSequenceOffsetsExclusive()) {
+ if (!runner.isEndOffsetExclusive()) {
+ // Inclusive endOffsets mean that we must skip the first record of any partition that has been read before.
ret = recordOffset.compareTo(partitionStartOffset)
>= (getExclusiveStartPartitions().contains(record.getPartitionId()) ? 1 : 0);
} else {
ret = recordOffset.compareTo(partitionStartOffset) >= 0;
}
- if (runner.isEndSequenceOffsetsExclusive()) {
+ if (runner.isEndOffsetExclusive()) {
ret &= recordOffset.compareTo(partitionEndOffset) < 0;
} else {
ret &= recordOffset.compareTo(partitionEndOffset) <= 0;
diff --git a/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/common/OrderedSequenceNumber.java b/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/common/OrderedSequenceNumber.java
index f193488..74fd08d 100644
--- a/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/common/OrderedSequenceNumber.java
+++ b/indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/common/OrderedSequenceNumber.java
@@ -19,6 +19,7 @@
package org.apache.druid.indexing.seekablestream.common;
+import java.util.Objects;
/**
* Represents a Kafka/Kinesis stream sequence number. Mainly used to do
@@ -51,4 +52,33 @@ public abstract class OrderedSequenceNumber<SequenceOffsetType>
{
return isExclusive;
}
+
+ @Override
+ public boolean equals(Object o)
+ {
+ if (this == o) {
+ return true;
+ }
+ if (o == null || getClass() != o.getClass()) {
+ return false;
+ }
+ OrderedSequenceNumber<?> that = (OrderedSequenceNumber<?>) o;
+ return isExclusive == that.isExclusive &&
+ Objects.equals(sequenceNumber, that.sequenceNumber);
+ }
+
+ @Override
+ public int hashCode()
+ {
+ return Objects.hash(sequenceNumber, isExclusive);
+ }
+
+ @Override
+ public String toString()
+ {
+ return getClass().getSimpleName() + "{" +
+ "sequenceNumber=" + sequenceNumber +
+ ", isExclusive=" + isExclusive +
+ '}';
+ }
}
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