satishd commented on code in PR #13040: URL: https://github.com/apache/kafka/pull/13040#discussion_r1101431448
########## storage/src/main/java/org/apache/kafka/server/log/internals/ProducerStateManager.java: ########## @@ -0,0 +1,671 @@ +/* + * 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.kafka.server.log.internals; + +import org.apache.kafka.common.TopicPartition; +import org.apache.kafka.common.protocol.types.ArrayOf; +import org.apache.kafka.common.protocol.types.Field; +import org.apache.kafka.common.protocol.types.Schema; +import org.apache.kafka.common.protocol.types.SchemaException; +import org.apache.kafka.common.protocol.types.Struct; +import org.apache.kafka.common.protocol.types.Type; +import org.apache.kafka.common.record.RecordBatch; +import org.apache.kafka.common.utils.ByteUtils; +import org.apache.kafka.common.utils.Crc32C; +import org.apache.kafka.common.utils.Time; +import org.slf4j.Logger; +import org.slf4j.LoggerFactory; + +import java.io.File; +import java.io.IOException; +import java.nio.ByteBuffer; +import java.nio.channels.FileChannel; +import java.nio.file.Files; +import java.nio.file.NoSuchFileException; +import java.nio.file.Path; +import java.nio.file.StandardOpenOption; +import java.text.NumberFormat; +import java.util.ArrayList; +import java.util.Collection; +import java.util.Collections; +import java.util.HashMap; +import java.util.HashSet; +import java.util.Iterator; +import java.util.List; +import java.util.Map; +import java.util.Optional; +import java.util.OptionalLong; +import java.util.Set; +import java.util.TreeMap; +import java.util.concurrent.ConcurrentSkipListMap; +import java.util.stream.Collectors; +import java.util.stream.Stream; + +/** + * Maintains a mapping from ProducerIds to metadata about the last appended entries (e.g. + * epoch, sequence number, last offset, etc.) + * <p> + * The sequence number is the last number successfully appended to the partition for the given identifier. + * The epoch is used for fencing against zombie writers. The offset is the one of the last successful message + * appended to the partition. + * <p> + * As long as a producer id is contained in the map, the corresponding producer can continue to write data. + * However, producer ids can be expired due to lack of recent use or if the last written entry has been deleted from + * the log (e.g. if the retention policy is "delete"). For compacted topics, the log cleaner will ensure + * that the most recent entry from a given producer id is retained in the log provided it hasn't expired due to + * age. This ensures that producer ids will not be expired until either the max expiration time has been reached, + * or if the topic also is configured for deletion, the segment containing the last written offset has + * been deleted. + */ +public class ProducerStateManager { + private static final Logger log = LoggerFactory.getLogger(ProducerStateManager.class.getName()); + + // Remove these once UnifiedLog moves to storage module. + public static final String DELETED_FILE_SUFFIX = ".deleted"; + public static final String PRODUCER_SNAPSHOT_FILE_SUFFIX = ".snapshot"; + + public static final long LATE_TRANSACTION_BUFFER_MS = 5 * 60 * 1000; + + private static final short PRODUCER_SNAPSHOT_VERSION = 1; + private static final String VERSION_FIELD = "version"; + private static final String CRC_FIELD = "crc"; + private static final String PRODUCER_ID_FIELD = "producer_id"; + private static final String LAST_SEQUENCE_FIELD = "last_sequence"; + private static final String PRODUCER_EPOCH_FIELD = "epoch"; + private static final String LAST_OFFSET_FIELD = "last_offset"; + private static final String OFFSET_DELTA_FIELD = "offset_delta"; + private static final String TIMESTAMP_FIELD = "timestamp"; + private static final String PRODUCER_ENTRIES_FIELD = "producer_entries"; + private static final String COORDINATOR_EPOCH_FIELD = "coordinator_epoch"; + private static final String CURRENT_TXN_FIRST_OFFSET_FIELD = "current_txn_first_offset"; + + private static final int VERSION_OFFSET = 0; + private static final int CRC_OFFSET = VERSION_OFFSET + 2; + private static final int PRODUCER_ENTRIES_OFFSET = CRC_OFFSET + 4; + + private static final Schema PRODUCER_SNAPSHOT_ENTRY_SCHEMA = new Schema(new Field(PRODUCER_ID_FIELD, Type.INT64, "The producer ID"), new Field(PRODUCER_EPOCH_FIELD, Type.INT16, "Current epoch of the producer"), new Field(LAST_SEQUENCE_FIELD, Type.INT32, "Last written sequence of the producer"), new Field(LAST_OFFSET_FIELD, Type.INT64, "Last written offset of the producer"), new Field(OFFSET_DELTA_FIELD, Type.INT32, "The difference of the last sequence and first sequence in the last written batch"), new Field(TIMESTAMP_FIELD, Type.INT64, "Max timestamp from the last written entry"), new Field(COORDINATOR_EPOCH_FIELD, Type.INT32, "The epoch of the last transaction coordinator to send an end transaction marker"), new Field(CURRENT_TXN_FIRST_OFFSET_FIELD, Type.INT64, "The first offset of the on-going transaction (-1 if there is none)")); + private static final Schema PID_SNAPSHOT_MAP_SCHEMA = new Schema(new Field(VERSION_FIELD, Type.INT16, "Version of the snapshot file"), new Field(CRC_FIELD, Type.UNSIGNED_INT32, "CRC of the snapshot data"), new Field(PRODUCER_ENTRIES_FIELD, new ArrayOf(PRODUCER_SNAPSHOT_ENTRY_SCHEMA), "The entries in the producer table")); + private final TopicPartition topicPartition; + private volatile File logDir; + private final int maxTransactionTimeoutMs; + private final ProducerStateManagerConfig producerStateManagerConfig; + private final Time time; + + private ConcurrentSkipListMap<Long, SnapshotFile> snapshots; + + private final Map<Long, ProducerStateEntry> producers = new HashMap<>(); + private long lastMapOffset = 0L; + private long lastSnapOffset = 0L; + + // Keep track of the last timestamp from the oldest transaction. This is used + // to detect (approximately) when a transaction has been left hanging on a partition. + // We make the field volatile so that it can be safely accessed without a lock. + private volatile long oldestTxnLastTimestamp = -1L; + + // ongoing transactions sorted by the first offset of the transaction + private final TreeMap<Long, TxnMetadata> ongoingTxns = new TreeMap<>(); + + // completed transactions whose markers are at offsets above the high watermark + private final TreeMap<Long, TxnMetadata> unreplicatedTxns = new TreeMap<>(); + + public ProducerStateManager(TopicPartition topicPartition, File logDir, int maxTransactionTimeoutMs, ProducerStateManagerConfig producerStateManagerConfig, Time time) throws IOException { + this.topicPartition = topicPartition; + this.logDir = logDir; + this.maxTransactionTimeoutMs = maxTransactionTimeoutMs; + this.producerStateManagerConfig = producerStateManagerConfig; + this.time = time; + snapshots = loadSnapshots(); + } + + public int maxTransactionTimeoutMs() { + return maxTransactionTimeoutMs; + } + + public ProducerStateManagerConfig producerStateManagerConfig() { + return producerStateManagerConfig; + } + + public boolean hasLateTransaction(long currentTimeMs) { + long lastTimestamp = oldestTxnLastTimestamp; + return lastTimestamp > 0 && (currentTimeMs - lastTimestamp) > maxTransactionTimeoutMs + ProducerStateManager.LATE_TRANSACTION_BUFFER_MS; + } + + public void truncateFullyAndReloadSnapshots() throws IOException { + log.info("Reloading the producer state snapshots"); + truncateFullyAndStartAt(0L); + snapshots = loadSnapshots(); + } + + + /** + * Load producer state snapshots by scanning the _logDir. + */ + private ConcurrentSkipListMap<Long, SnapshotFile> loadSnapshots() throws IOException { + ConcurrentSkipListMap<Long, SnapshotFile> offsetToSnapshots = new ConcurrentSkipListMap<>(); + List<SnapshotFile> snapshotFiles = listSnapshotFiles(logDir); + for (SnapshotFile snapshotFile : snapshotFiles) { + offsetToSnapshots.put(snapshotFile.offset, snapshotFile); + } + return offsetToSnapshots; + } + + /** + * Scans the log directory, gathering all producer state snapshot files. Snapshot files which do not have an offset + * corresponding to one of the provided offsets in segmentBaseOffsets will be removed, except in the case that there + * is a snapshot file at a higher offset than any offset in segmentBaseOffsets. + * <p> + * The goal here is to remove any snapshot files which do not have an associated segment file, but not to remove the + * largest stray snapshot file which was emitted during clean shutdown. + */ + public void removeStraySnapshots(Collection<Long> segmentBaseOffsets) throws IOException { + OptionalLong maxSegmentBaseOffset = segmentBaseOffsets.isEmpty() ? OptionalLong.empty() : OptionalLong.of(segmentBaseOffsets.stream().max(Long::compare).get()); + + HashSet<Long> baseOffsets = new HashSet<>(segmentBaseOffsets); + Optional<SnapshotFile> latestStraySnapshot = Optional.empty(); + + ConcurrentSkipListMap<Long, SnapshotFile> snapshots = loadSnapshots(); + for (SnapshotFile snapshot : snapshots.values()) { + long key = snapshot.offset; + if (latestStraySnapshot.isPresent()) { + SnapshotFile prev = latestStraySnapshot.get(); + if (!baseOffsets.contains(key)) { + // this snapshot is now the largest stray snapshot. + prev.deleteIfExists(); + snapshots.remove(prev.offset); + latestStraySnapshot = Optional.of(snapshot); + } + } else { + if (!baseOffsets.contains(key)) { + latestStraySnapshot = Optional.of(snapshot); + } + } + } + + // Check to see if the latestStraySnapshot is larger than the largest segment base offset, if it is not, + // delete the largestStraySnapshot. + if (latestStraySnapshot.isPresent() && maxSegmentBaseOffset.isPresent()) { + long strayOffset = latestStraySnapshot.get().offset; + long maxOffset = maxSegmentBaseOffset.getAsLong(); + if (strayOffset < maxOffset) { + SnapshotFile removedSnapshot = snapshots.remove(strayOffset); + if (removedSnapshot != null) { + removedSnapshot.deleteIfExists(); + } + } + } + + this.snapshots = snapshots; + } + + /** + * An unstable offset is one which is either undecided (i.e. its ultimate outcome is not yet known), + * or one that is decided, but may not have been replicated (i.e. any transaction which has a COMMIT/ABORT + * marker written at a higher offset than the current high watermark). + */ + public Optional<LogOffsetMetadata> firstUnstableOffset() { + Optional<LogOffsetMetadata> unreplicatedFirstOffset = Optional.ofNullable(unreplicatedTxns.firstEntry()).map(e -> e.getValue().firstOffset); + Optional<LogOffsetMetadata> undecidedFirstOffset = Optional.ofNullable(ongoingTxns.firstEntry()).map(e -> e.getValue().firstOffset); + Optional<LogOffsetMetadata> result; + if (!unreplicatedFirstOffset.isPresent()) result = undecidedFirstOffset; + else if (!undecidedFirstOffset.isPresent()) result = unreplicatedFirstOffset; + else if (undecidedFirstOffset.get().messageOffset < unreplicatedFirstOffset.get().messageOffset) + result = undecidedFirstOffset; + else result = unreplicatedFirstOffset; + + return result; + } + + /** + * Acknowledge all transactions which have been completed before a given offset. This allows the LSO + * to advance to the next unstable offset. + */ + public void onHighWatermarkUpdated(long highWatermark) { + removeUnreplicatedTransactions(highWatermark); + } + + + /** + * The first undecided offset is the earliest transactional message which has not yet been committed + * or aborted. Unlike [[firstUnstableOffset]], this does not reflect the state of replication (i.e. + * whether a completed transaction marker is beyond the high watermark). + */ + public OptionalLong firstUndecidedOffset() { + Map.Entry<Long, TxnMetadata> firstEntry = ongoingTxns.firstEntry(); + return firstEntry != null ? OptionalLong.of(firstEntry.getValue().firstOffset.messageOffset) : OptionalLong.empty(); + } + + /** + * Returns the last offset of this map + */ + public long mapEndOffset() { + return lastMapOffset; + } + + /** + * Get a copy of the active producers + */ + public Map<Long, ProducerStateEntry> activeProducers() { + return Collections.unmodifiableMap(producers); + } + + public boolean isEmpty() { + return producers.isEmpty() && unreplicatedTxns.isEmpty(); + } + + private void loadFromSnapshot(long logStartOffset, long currentTime) throws IOException { + while (true) { + Optional<SnapshotFile> latestSnapshotFileOptional = latestSnapshotFile(); + if (latestSnapshotFileOptional.isPresent()) { + SnapshotFile snapshot = latestSnapshotFileOptional.get(); + try { + log.info("Loading producer state from snapshot file '{}'", snapshot.file()); + Stream<ProducerStateEntry> loadedProducers = readSnapshot(snapshot.file()).stream().filter(producerEntry -> !isProducerExpired(currentTime, producerEntry)); + loadedProducers.forEach(this::loadProducerEntry); + lastSnapOffset = snapshot.offset; + lastMapOffset = lastSnapOffset; + updateOldestTxnTimestamp(); + return; + } catch (CorruptSnapshotException e) { + log.warn("Failed to load producer snapshot from '${snapshot.file}': ${e.getMessage}"); + removeAndDeleteSnapshot(snapshot.offset); + } + } else { + lastSnapOffset = logStartOffset; + lastMapOffset = logStartOffset; + return; + + } + } + } + + public void loadProducerEntry(ProducerStateEntry entry) { + long producerId = entry.producerId(); + producers.put(producerId, entry); + entry.currentTxnFirstOffset().ifPresent(offset -> ongoingTxns.put(offset, new TxnMetadata(producerId, offset))); + } + + private boolean isProducerExpired(long currentTimeMs, ProducerStateEntry producerState) { + return !producerState.currentTxnFirstOffset().isPresent() && currentTimeMs - producerState.lastTimestamp() >= producerStateManagerConfig.producerIdExpirationMs(); + } + + /** + * Expire any producer ids which have been idle longer than the configured maximum expiration timeout. + */ + public void removeExpiredProducers(long currentTimeMs) { + Set<Long> keys = producers.entrySet().stream().filter(entry -> isProducerExpired(currentTimeMs, entry.getValue())).map(Map.Entry::getKey).collect(Collectors.toSet()); + for (Long key : keys) { + producers.remove(key); + } + } + + /** + * Truncate the producer id mapping to the given offset range and reload the entries from the most recent + * snapshot in range (if there is one). We delete snapshot files prior to the logStartOffset but do not remove + * producer state from the map. This means that in-memory and on-disk state can diverge, and in the case of + * broker failover or unclean shutdown, any in-memory state not persisted in the snapshots will be lost, which + * would lead to UNKNOWN_PRODUCER_ID errors. Note that the log end offset is assumed to be less than or equal + * to the high watermark. + */ + public void truncateAndReload(long logStartOffset, long logEndOffset, long currentTimeMs) throws IOException { + // remove all out of range snapshots + for (SnapshotFile snapshot : snapshots.values()) { + if (snapshot.offset > logEndOffset || snapshot.offset <= logStartOffset) { + removeAndDeleteSnapshot(snapshot.offset); + } + } + + if (logEndOffset != mapEndOffset()) { + producers.clear(); + ongoingTxns.clear(); + updateOldestTxnTimestamp(); + + // since we assume that the offset is less than or equal to the high watermark, it is + // safe to clear the unreplicated transactions + unreplicatedTxns.clear(); + loadFromSnapshot(logStartOffset, currentTimeMs); + } else { + onLogStartOffsetIncremented(logStartOffset); + } + } + + public ProducerAppendInfo prepareUpdate(long producerId, AppendOrigin origin) { + ProducerStateEntry currentEntry = lastEntry(producerId).orElse(ProducerStateEntry.empty(producerId)); + return new ProducerAppendInfo(topicPartition, producerId, currentEntry, origin); + } + + + /** + * Update the mapping with the given append information + */ + public void update(ProducerAppendInfo appendInfo) { + if (appendInfo.producerId() == RecordBatch.NO_PRODUCER_ID) + throw new IllegalArgumentException("Invalid producer id " + appendInfo.producerId() + " passed to update " + "for partition $topicPartition"); + + log.trace("Updated producer " + appendInfo.producerId() + " state to" + appendInfo); + ProducerStateEntry updatedEntry = appendInfo.toEntry(); + ProducerStateEntry producerStateEntry = producers.get(appendInfo.producerId()); + if (producerStateEntry != null) { + producerStateEntry.update(updatedEntry); + } else { + producers.put(appendInfo.producerId(), updatedEntry); + } + + appendInfo.startedTransactions().forEach(txn -> ongoingTxns.put(txn.firstOffset.messageOffset, txn)); + + updateOldestTxnTimestamp(); + } + + + private void updateOldestTxnTimestamp() { + Map.Entry<Long, TxnMetadata> firstEntry = ongoingTxns.firstEntry(); + if (firstEntry == null) { + oldestTxnLastTimestamp = -1; + } else { + TxnMetadata oldestTxnMetadata = firstEntry.getValue(); + ProducerStateEntry entry = producers.get(oldestTxnMetadata.producerId); + oldestTxnLastTimestamp = entry != null ? entry.lastTimestamp() : -1L; + } + } + + public void updateMapEndOffset(long lastOffset) { + lastMapOffset = lastOffset; + } + + /** + * Get the last written entry for the given producer id. + */ + public Optional<ProducerStateEntry> lastEntry(long producerId) { + return Optional.ofNullable(producers.get(producerId)); + } + + /** + * Take a snapshot at the current end offset if one does not already exist. + */ + public void takeSnapshot() throws IOException { + // If not a new offset, then it is not worth taking another snapshot + if (lastMapOffset > lastSnapOffset) { + SnapshotFile snapshotFile = new SnapshotFile(producerSnapshotFile(logDir, lastMapOffset)); + long start = time.hiResClockMs(); + writeSnapshot(snapshotFile.file(), producers); + log.info("Wrote producer snapshot at offset {} with {} producer ids in {} ms.", lastMapOffset, + producers.size(), time.hiResClockMs() - start); + + snapshots.put(snapshotFile.offset, snapshotFile); + + // Update the last snap offset according to the serialized map + lastSnapOffset = lastMapOffset; + } + } + + private File producerSnapshotFile(File logDir, long offset) { + return new File(logDir, filenamePrefixFromOffset(offset) + PRODUCER_SNAPSHOT_FILE_SUFFIX); + } + + /** + * Make log segment file name from offset bytes. All this does is pad out the offset number with zeros + * so that ls sorts the files numerically. + * + * @param offset The offset to use in the file name + * @return The filename + */ + private String filenamePrefixFromOffset(long offset) { + NumberFormat nf = NumberFormat.getInstance(); + nf.setMinimumIntegerDigits(20); + nf.setMaximumFractionDigits(0); + nf.setGroupingUsed(false); + return nf.format(offset); + } + + /** + * Update the parentDir for this ProducerStateManager and all of the snapshot files which it manages. + */ + public void updateParentDir(File parentDir) { + logDir = parentDir; + snapshots.forEach((k, v) -> v.updateParentDir(parentDir)); + } + + /** + * Get the last offset (exclusive) of the latest snapshot file. + */ + public OptionalLong latestSnapshotOffset() { + Optional<SnapshotFile> snapshotFileOptional = latestSnapshotFile(); + return snapshotFileOptional.map(snapshotFile -> OptionalLong.of(snapshotFile.offset)).orElseGet(OptionalLong::empty); + } + + /** + * Get the last offset (exclusive) of the oldest snapshot file. + */ + public OptionalLong oldestSnapshotOffset() { + Optional<SnapshotFile> snapshotFileOptional = oldestSnapshotFile(); + return snapshotFileOptional.map(snapshotFile -> OptionalLong.of(snapshotFile.offset)).orElseGet(OptionalLong::empty); + } + + /** + * Visible for testing + */ + public Optional<SnapshotFile> snapshotFileForOffset(long offset) { + return Optional.ofNullable(snapshots.get(offset)); + } + + /** + * Remove any unreplicated transactions lower than the provided logStartOffset and bring the lastMapOffset forward + * if necessary. + */ + public void onLogStartOffsetIncremented(long logStartOffset) { + removeUnreplicatedTransactions(logStartOffset); + + if (lastMapOffset < logStartOffset) lastMapOffset = logStartOffset; + + lastSnapOffset = latestSnapshotOffset().orElse(logStartOffset); + } + + private void removeUnreplicatedTransactions(long offset) { + Iterator<Map.Entry<Long, TxnMetadata>> iterator = unreplicatedTxns.entrySet().iterator(); + while (iterator.hasNext()) { + Map.Entry<Long, TxnMetadata> txnEntry = iterator.next(); + OptionalLong lastOffset = txnEntry.getValue().lastOffset; + if (lastOffset.isPresent() && lastOffset.getAsLong() < offset) iterator.remove(); + } + } + + + /** + * Truncate the producer id mapping and remove all snapshots. This resets the state of the mapping. + */ + public void truncateFullyAndStartAt(long offset) throws IOException { + producers.clear(); + ongoingTxns.clear(); + unreplicatedTxns.clear(); + for (SnapshotFile snapshotFile : snapshots.values()) { + removeAndDeleteSnapshot(snapshotFile.offset); + } + lastSnapOffset = 0L; + lastMapOffset = offset; + updateOldestTxnTimestamp(); + } + + /** + * Compute the last stable offset of a completed transaction, but do not yet mark the transaction complete. + * That will be done in `completeTxn` below. This is used to compute the LSO that will be appended to the + * transaction index, but the completion must be done only after successfully appending to the index. + */ + public long lastStableOffset(CompletedTxn completedTxn) { + return findNextIncompleteTxn(completedTxn.producerId).map(x -> x.firstOffset.messageOffset).orElse(completedTxn.lastOffset + 1); + } + + private Optional<TxnMetadata> findNextIncompleteTxn(long producerId) { + for (TxnMetadata txnMetadata : ongoingTxns.values()) { + if (txnMetadata.producerId != producerId) { + return Optional.of(txnMetadata); + } + } + return Optional.empty(); + } + + /** + * Mark a transaction as completed. We will still await advancement of the high watermark before + * advancing the first unstable offset. + */ + public void completeTxn(CompletedTxn completedTxn) { + TxnMetadata txnMetadata = ongoingTxns.remove(completedTxn.firstOffset); + if (txnMetadata == null) + throw new IllegalArgumentException("Attempted to complete transaction $completedTxn on partition $topicPartition " + "which was not started"); + + txnMetadata.lastOffset = OptionalLong.of(completedTxn.lastOffset); + unreplicatedTxns.put(completedTxn.firstOffset, txnMetadata); + updateOldestTxnTimestamp(); + } + + public void deleteSnapshotsBefore(long offset) throws IOException { + for (SnapshotFile snapshot : snapshots.subMap(0L, offset).values()) { + removeAndDeleteSnapshot(snapshot.offset); + } + } + + private Optional<SnapshotFile> oldestSnapshotFile() { + return Optional.ofNullable(snapshots.firstEntry()).map(x -> x.getValue()); + } + + private Optional<SnapshotFile> latestSnapshotFile() { + return Optional.ofNullable(snapshots.lastEntry()).map(e -> e.getValue()); + } + + /** + * Removes the producer state snapshot file metadata corresponding to the provided offset if it exists from this + * ProducerStateManager, and deletes the backing snapshot file. + */ + private void removeAndDeleteSnapshot(long snapshotOffset) throws IOException { + SnapshotFile snapshotFile = snapshots.remove(snapshotOffset); + if (snapshotFile != null) snapshotFile.deleteIfExists(); + } + + /** + * Removes the producer state snapshot file metadata corresponding to the provided offset if it exists from this + * ProducerStateManager, and renames the backing snapshot file to have the Log.DeletionSuffix. + * <p> + * Note: This method is safe to use with async deletes. If a race occurs and the snapshot file + * is deleted without this ProducerStateManager instance knowing, the resulting exception on + * SnapshotFile rename will be ignored and None will be returned. + */ + public Optional<SnapshotFile> removeAndMarkSnapshotForDeletion(long snapshotOffset) throws IOException { Review Comment: Right. -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: jira-unsubscr...@kafka.apache.org For queries about this service, please contact Infrastructure at: us...@infra.apache.org
