congbobo184 commented on code in PR #18273:
URL: https://github.com/apache/pulsar/pull/18273#discussion_r1067649532


##########
pulsar-broker/src/main/java/org/apache/pulsar/broker/transaction/buffer/impl/SnapshotSegmentAbortedTxnProcessorImpl.java:
##########
@@ -0,0 +1,651 @@
+/**
+ * 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,2
+ * 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.pulsar.broker.transaction.buffer.impl;
+
+import io.netty.buffer.ByteBuf;
+import io.netty.buffer.Unpooled;
+import java.util.ArrayList;
+import java.util.LinkedList;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.ConcurrentLinkedDeque;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.TimeoutException;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.concurrent.atomic.AtomicLong;
+import java.util.concurrent.atomic.AtomicReferenceFieldUpdater;
+import java.util.function.Function;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.bookkeeper.mledger.AsyncCallbacks;
+import org.apache.bookkeeper.mledger.Entry;
+import org.apache.bookkeeper.mledger.ManagedLedgerException;
+import org.apache.bookkeeper.mledger.impl.ManagedLedgerImpl;
+import org.apache.bookkeeper.mledger.impl.PositionImpl;
+import org.apache.bookkeeper.mledger.impl.ReadOnlyManagedLedgerImpl;
+import org.apache.commons.collections4.map.LinkedMap;
+import org.apache.commons.lang3.tuple.MutablePair;
+import org.apache.commons.lang3.tuple.Pair;
+import org.apache.pulsar.broker.service.BrokerServiceException;
+import org.apache.pulsar.broker.service.persistent.PersistentTopic;
+import org.apache.pulsar.broker.systopic.SystemTopicClient;
+import org.apache.pulsar.broker.transaction.buffer.AbortedTxnProcessor;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndex;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndexes;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndexesMetadata;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotSegment;
+import org.apache.pulsar.broker.transaction.buffer.metadata.v2.TxnIDData;
+import org.apache.pulsar.client.api.Message;
+import org.apache.pulsar.client.api.Schema;
+import org.apache.pulsar.client.api.transaction.TxnID;
+import org.apache.pulsar.client.impl.MessageIdImpl;
+import org.apache.pulsar.client.impl.PulsarClientImpl;
+import org.apache.pulsar.common.naming.SystemTopicNames;
+import org.apache.pulsar.common.naming.TopicDomain;
+import org.apache.pulsar.common.naming.TopicName;
+import org.apache.pulsar.common.protocol.Commands;
+import org.apache.pulsar.common.util.FutureUtil;
+
+@Slf4j
+public class SnapshotSegmentAbortedTxnProcessorImpl implements 
AbortedTxnProcessor {
+
+    //Stored the unsealed aborted txn id, it will be persistent as a snapshot 
segment and reinit
+    // when its size reach the capital of a snapshot segment.
+    private LinkedList<TxnID> unsealedAbortedTxnIdSegment;
+
+    //A mapping form the latest txn mark persistent position in a segment to 
its latest txn ID.
+    //This is mainly used to trim expired snapshot segment and remove them 
form aborts.
+    private final LinkedMap<PositionImpl, TxnID> segmentIndex = new 
LinkedMap<>();
+
+    //Store all aborted txn IDs check whether a txn is an aborted txn.
+    private final LinkedMap<TxnID, TxnID> aborts = new LinkedMap<>();
+    //The indexes of the snapshot segments whose key is the aborted mark 
persistent position.
+    private final LinkedMap<PositionImpl, TransactionBufferSnapshotIndex> 
indexes = new LinkedMap<>();
+    //The latest persistent snapshot index. This is used to combine new 
segment indexes with the latest metadata and
+    // indexes.
+    private TransactionBufferSnapshotIndexes persistentSnapshotIndexes = new 
TransactionBufferSnapshotIndexes();
+
+    private final PersistentTopic topic;
+
+    private volatile long lastSnapshotTimestamps;
+
+    private final int transactionBufferMaxAbortedTxnsOfSnapshotSegment;
+    private final PersistentWorker persistentWorker;
+
+    private static final String SNAPSHOT_PREFIX = "multiple-";
+
+    public SnapshotSegmentAbortedTxnProcessorImpl(PersistentTopic topic) {
+        this.topic = topic;
+        this.persistentWorker = new PersistentWorker(topic);
+        this.transactionBufferMaxAbortedTxnsOfSnapshotSegment =  
topic.getBrokerService().getPulsar()
+                .getConfiguration().getTransactionBufferSnapshotSegmentSize();
+        this.unsealedAbortedTxnIdSegment = new LinkedList<>();
+    }
+
+    @Override
+    public void putAbortedTxnAndPosition(TxnID abortedTxnId, PositionImpl 
abortedMarkerPersistentPosition) {
+        unsealedAbortedTxnIdSegment.add(abortedTxnId);
+        aborts.put(abortedTxnId, abortedTxnId);
+        //The size of lastAbortedTxns reaches the configuration of the size of 
snapshot segment.
+        if (unsealedAbortedTxnIdSegment.size() == 
transactionBufferMaxAbortedTxnsOfSnapshotSegment) {

Review Comment:
   transactionBufferMaxAbortedTxnsOfSnapshotSegment is memory size, not number 
size



##########
pulsar-broker/src/main/java/org/apache/pulsar/broker/transaction/buffer/impl/SnapshotSegmentAbortedTxnProcessorImpl.java:
##########
@@ -0,0 +1,651 @@
+/**
+ * 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,2
+ * 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.pulsar.broker.transaction.buffer.impl;
+
+import io.netty.buffer.ByteBuf;
+import io.netty.buffer.Unpooled;
+import java.util.ArrayList;
+import java.util.LinkedList;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.ConcurrentLinkedDeque;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.TimeoutException;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.concurrent.atomic.AtomicLong;
+import java.util.concurrent.atomic.AtomicReferenceFieldUpdater;
+import java.util.function.Function;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.bookkeeper.mledger.AsyncCallbacks;
+import org.apache.bookkeeper.mledger.Entry;
+import org.apache.bookkeeper.mledger.ManagedLedgerException;
+import org.apache.bookkeeper.mledger.impl.ManagedLedgerImpl;
+import org.apache.bookkeeper.mledger.impl.PositionImpl;
+import org.apache.bookkeeper.mledger.impl.ReadOnlyManagedLedgerImpl;
+import org.apache.commons.collections4.map.LinkedMap;
+import org.apache.commons.lang3.tuple.MutablePair;
+import org.apache.commons.lang3.tuple.Pair;
+import org.apache.pulsar.broker.service.BrokerServiceException;
+import org.apache.pulsar.broker.service.persistent.PersistentTopic;
+import org.apache.pulsar.broker.systopic.SystemTopicClient;
+import org.apache.pulsar.broker.transaction.buffer.AbortedTxnProcessor;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndex;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndexes;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndexesMetadata;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotSegment;
+import org.apache.pulsar.broker.transaction.buffer.metadata.v2.TxnIDData;
+import org.apache.pulsar.client.api.Message;
+import org.apache.pulsar.client.api.Schema;
+import org.apache.pulsar.client.api.transaction.TxnID;
+import org.apache.pulsar.client.impl.MessageIdImpl;
+import org.apache.pulsar.client.impl.PulsarClientImpl;
+import org.apache.pulsar.common.naming.SystemTopicNames;
+import org.apache.pulsar.common.naming.TopicDomain;
+import org.apache.pulsar.common.naming.TopicName;
+import org.apache.pulsar.common.protocol.Commands;
+import org.apache.pulsar.common.util.FutureUtil;
+
+@Slf4j
+public class SnapshotSegmentAbortedTxnProcessorImpl implements 
AbortedTxnProcessor {
+
+    //Stored the unsealed aborted txn id, it will be persistent as a snapshot 
segment and reinit
+    // when its size reach the capital of a snapshot segment.
+    private LinkedList<TxnID> unsealedAbortedTxnIdSegment;
+
+    //A mapping form the latest txn mark persistent position in a segment to 
its latest txn ID.
+    //This is mainly used to trim expired snapshot segment and remove them 
form aborts.
+    private final LinkedMap<PositionImpl, TxnID> segmentIndex = new 
LinkedMap<>();
+
+    //Store all aborted txn IDs check whether a txn is an aborted txn.
+    private final LinkedMap<TxnID, TxnID> aborts = new LinkedMap<>();
+    //The indexes of the snapshot segments whose key is the aborted mark 
persistent position.
+    private final LinkedMap<PositionImpl, TransactionBufferSnapshotIndex> 
indexes = new LinkedMap<>();
+    //The latest persistent snapshot index. This is used to combine new 
segment indexes with the latest metadata and
+    // indexes.
+    private TransactionBufferSnapshotIndexes persistentSnapshotIndexes = new 
TransactionBufferSnapshotIndexes();
+
+    private final PersistentTopic topic;
+
+    private volatile long lastSnapshotTimestamps;
+
+    private final int transactionBufferMaxAbortedTxnsOfSnapshotSegment;
+    private final PersistentWorker persistentWorker;
+
+    private static final String SNAPSHOT_PREFIX = "multiple-";
+
+    public SnapshotSegmentAbortedTxnProcessorImpl(PersistentTopic topic) {
+        this.topic = topic;
+        this.persistentWorker = new PersistentWorker(topic);
+        this.transactionBufferMaxAbortedTxnsOfSnapshotSegment =  
topic.getBrokerService().getPulsar()
+                .getConfiguration().getTransactionBufferSnapshotSegmentSize();
+        this.unsealedAbortedTxnIdSegment = new LinkedList<>();
+    }
+
+    @Override
+    public void putAbortedTxnAndPosition(TxnID abortedTxnId, PositionImpl 
abortedMarkerPersistentPosition) {
+        unsealedAbortedTxnIdSegment.add(abortedTxnId);
+        aborts.put(abortedTxnId, abortedTxnId);
+        //The size of lastAbortedTxns reaches the configuration of the size of 
snapshot segment.
+        if (unsealedAbortedTxnIdSegment.size() == 
transactionBufferMaxAbortedTxnsOfSnapshotSegment) {
+            LinkedList<TxnID> abortedSegment = unsealedAbortedTxnIdSegment;
+            segmentIndex.put(abortedMarkerPersistentPosition, abortedTxnId);
+            
persistentWorker.appendTask(PersistentWorker.OperationType.WriteSegment, 
(cancel) ->
+                    persistentWorker.takeSnapshotSegmentAsync(abortedSegment, 
abortedMarkerPersistentPosition));
+            this.unsealedAbortedTxnIdSegment = new LinkedList<>();
+        }
+    }
+
+    @Override
+    public boolean checkAbortedTransaction(TxnID txnID) {
+        return aborts.containsKey(txnID);
+    }
+
+    //In this implementation, we adopt snapshot segments. And then we clear 
invalid segment by its max read position.
+    @Override
+    public void trimExpiredAbortedTxns() {
+        //Checking whether there are some segment expired.
+        List<PositionImpl> positionsNeedToDelete = new ArrayList<>();
+        while (!segmentIndex.isEmpty() && !((ManagedLedgerImpl) 
topic.getManagedLedger())
+                .ledgerExists(segmentIndex.firstKey().getLedgerId())) {
+            if (log.isDebugEnabled()) {
+                log.debug("[{}] Topic transaction buffer clear aborted 
transactions, maxReadPosition : {}",
+                        topic.getName(), segmentIndex.firstKey());
+            }
+            PositionImpl positionNeedToDelete = segmentIndex.firstKey();
+            positionsNeedToDelete.add(positionNeedToDelete);
+
+            TxnID theLatestDeletedTxnID = 
segmentIndex.remove(positionNeedToDelete);
+            //The position is already deleted.
+            if (theLatestDeletedTxnID == null) {
+                continue;
+            }

Review Comment:
   what time the theLatestDeletedTxnID can be null?



##########
pulsar-broker/src/main/java/org/apache/pulsar/broker/transaction/buffer/impl/SnapshotSegmentAbortedTxnProcessorImpl.java:
##########
@@ -0,0 +1,651 @@
+/**
+ * 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,2
+ * 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.pulsar.broker.transaction.buffer.impl;
+
+import io.netty.buffer.ByteBuf;
+import io.netty.buffer.Unpooled;
+import java.util.ArrayList;
+import java.util.LinkedList;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.ConcurrentLinkedDeque;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.TimeoutException;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.concurrent.atomic.AtomicLong;
+import java.util.concurrent.atomic.AtomicReferenceFieldUpdater;
+import java.util.function.Function;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.bookkeeper.mledger.AsyncCallbacks;
+import org.apache.bookkeeper.mledger.Entry;
+import org.apache.bookkeeper.mledger.ManagedLedgerException;
+import org.apache.bookkeeper.mledger.impl.ManagedLedgerImpl;
+import org.apache.bookkeeper.mledger.impl.PositionImpl;
+import org.apache.bookkeeper.mledger.impl.ReadOnlyManagedLedgerImpl;
+import org.apache.commons.collections4.map.LinkedMap;
+import org.apache.commons.lang3.tuple.MutablePair;
+import org.apache.commons.lang3.tuple.Pair;
+import org.apache.pulsar.broker.service.BrokerServiceException;
+import org.apache.pulsar.broker.service.persistent.PersistentTopic;
+import org.apache.pulsar.broker.systopic.SystemTopicClient;
+import org.apache.pulsar.broker.transaction.buffer.AbortedTxnProcessor;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndex;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndexes;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndexesMetadata;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotSegment;
+import org.apache.pulsar.broker.transaction.buffer.metadata.v2.TxnIDData;
+import org.apache.pulsar.client.api.Message;
+import org.apache.pulsar.client.api.Schema;
+import org.apache.pulsar.client.api.transaction.TxnID;
+import org.apache.pulsar.client.impl.MessageIdImpl;
+import org.apache.pulsar.client.impl.PulsarClientImpl;
+import org.apache.pulsar.common.naming.SystemTopicNames;
+import org.apache.pulsar.common.naming.TopicDomain;
+import org.apache.pulsar.common.naming.TopicName;
+import org.apache.pulsar.common.protocol.Commands;
+import org.apache.pulsar.common.util.FutureUtil;
+
+@Slf4j
+public class SnapshotSegmentAbortedTxnProcessorImpl implements 
AbortedTxnProcessor {
+
+    //Stored the unsealed aborted txn id, it will be persistent as a snapshot 
segment and reinit
+    // when its size reach the capital of a snapshot segment.
+    private LinkedList<TxnID> unsealedAbortedTxnIdSegment;
+
+    //A mapping form the latest txn mark persistent position in a segment to 
its latest txn ID.
+    //This is mainly used to trim expired snapshot segment and remove them 
form aborts.
+    private final LinkedMap<PositionImpl, TxnID> segmentIndex = new 
LinkedMap<>();
+
+    //Store all aborted txn IDs check whether a txn is an aborted txn.
+    private final LinkedMap<TxnID, TxnID> aborts = new LinkedMap<>();
+    //The indexes of the snapshot segments whose key is the aborted mark 
persistent position.
+    private final LinkedMap<PositionImpl, TransactionBufferSnapshotIndex> 
indexes = new LinkedMap<>();
+    //The latest persistent snapshot index. This is used to combine new 
segment indexes with the latest metadata and
+    // indexes.
+    private TransactionBufferSnapshotIndexes persistentSnapshotIndexes = new 
TransactionBufferSnapshotIndexes();
+
+    private final PersistentTopic topic;
+
+    private volatile long lastSnapshotTimestamps;
+
+    private final int transactionBufferMaxAbortedTxnsOfSnapshotSegment;
+    private final PersistentWorker persistentWorker;
+
+    private static final String SNAPSHOT_PREFIX = "multiple-";
+
+    public SnapshotSegmentAbortedTxnProcessorImpl(PersistentTopic topic) {
+        this.topic = topic;
+        this.persistentWorker = new PersistentWorker(topic);
+        this.transactionBufferMaxAbortedTxnsOfSnapshotSegment =  
topic.getBrokerService().getPulsar()
+                .getConfiguration().getTransactionBufferSnapshotSegmentSize();
+        this.unsealedAbortedTxnIdSegment = new LinkedList<>();
+    }
+
+    @Override
+    public void putAbortedTxnAndPosition(TxnID abortedTxnId, PositionImpl 
abortedMarkerPersistentPosition) {
+        unsealedAbortedTxnIdSegment.add(abortedTxnId);
+        aborts.put(abortedTxnId, abortedTxnId);
+        //The size of lastAbortedTxns reaches the configuration of the size of 
snapshot segment.
+        if (unsealedAbortedTxnIdSegment.size() == 
transactionBufferMaxAbortedTxnsOfSnapshotSegment) {
+            LinkedList<TxnID> abortedSegment = unsealedAbortedTxnIdSegment;
+            segmentIndex.put(abortedMarkerPersistentPosition, abortedTxnId);
+            
persistentWorker.appendTask(PersistentWorker.OperationType.WriteSegment, 
(cancel) ->
+                    persistentWorker.takeSnapshotSegmentAsync(abortedSegment, 
abortedMarkerPersistentPosition));
+            this.unsealedAbortedTxnIdSegment = new LinkedList<>();
+        }
+    }
+
+    @Override
+    public boolean checkAbortedTransaction(TxnID txnID) {
+        return aborts.containsKey(txnID);
+    }
+
+    //In this implementation, we adopt snapshot segments. And then we clear 
invalid segment by its max read position.
+    @Override
+    public void trimExpiredAbortedTxns() {
+        //Checking whether there are some segment expired.
+        List<PositionImpl> positionsNeedToDelete = new ArrayList<>();
+        while (!segmentIndex.isEmpty() && !((ManagedLedgerImpl) 
topic.getManagedLedger())
+                .ledgerExists(segmentIndex.firstKey().getLedgerId())) {
+            if (log.isDebugEnabled()) {
+                log.debug("[{}] Topic transaction buffer clear aborted 
transactions, maxReadPosition : {}",
+                        topic.getName(), segmentIndex.firstKey());
+            }
+            PositionImpl positionNeedToDelete = segmentIndex.firstKey();
+            positionsNeedToDelete.add(positionNeedToDelete);
+
+            TxnID theLatestDeletedTxnID = 
segmentIndex.remove(positionNeedToDelete);
+            //The position is already deleted.
+            if (theLatestDeletedTxnID == null) {
+                continue;
+            }
+            while (!aborts.firstKey().equals(theLatestDeletedTxnID)) {
+                aborts.remove(aborts.firstKey());
+            }
+            aborts.remove(theLatestDeletedTxnID);
+        }
+        //Batch delete the expired segment and then update segment index.
+        if (!positionsNeedToDelete.isEmpty()) {
+            
persistentWorker.appendTask(PersistentWorker.OperationType.DeleteSegment,
+                    (cancel) -> 
persistentWorker.deleteSnapshotSegment(positionsNeedToDelete)
+                            .thenRun(() -> 
persistentWorker.updateSnapshotIndex(persistentSnapshotIndexes.getSnapshot(),
+                                    indexes.values().stream().toList())));
+        }
+    }
+
+    private String buildKey(long sequenceId) {
+        return SNAPSHOT_PREFIX + sequenceId + "-" + this.topic.getName();
+    }
+
+    @Override
+    public CompletableFuture<Void> takeAbortedTxnsSnapshot(PositionImpl 
maxReadPosition) {
+        TransactionBufferSnapshotIndexesMetadata metadata = new 
TransactionBufferSnapshotIndexesMetadata(
+                maxReadPosition.getLedgerId(), maxReadPosition.getEntryId(),
+                convertTypeToTxnIDData(unsealedAbortedTxnIdSegment));
+        return updateSnapshotIndexMetadata(metadata);
+    }
+
+    private CompletableFuture<Void> 
updateSnapshotIndexMetadata(TransactionBufferSnapshotIndexesMetadata metadata) {
+        CompletableFuture<Void> completableFuture = new CompletableFuture<>();
+        
persistentWorker.appendTask(PersistentWorker.OperationType.UpdateIndex, 
(cancel) -> {
+            if (!cancel) {
+                return persistentWorker
+                        .updateSnapshotIndex(metadata, 
persistentSnapshotIndexes.getIndexList())
+                        .thenRun(() -> completableFuture.complete(null))
+                        .exceptionally(e -> {
+                            completableFuture.completeExceptionally(e);
+                            return null;
+                        });
+                } else {
+                    completableFuture.complete(null);
+                    return completableFuture;
+                }
+        });
+        return completableFuture;
+    }
+
+    @Override
+    public CompletableFuture<PositionImpl> recoverFromSnapshot() {
+        return 
topic.getBrokerService().getPulsar().getTransactionBufferSnapshotServiceFactory()
+                .getTxnBufferSnapshotIndexService()
+                
.createReader(TopicName.get(topic.getName())).thenComposeAsync(reader -> {
+                    PositionImpl startReadCursorPosition = null;
+                    boolean hasIndex = false;
+                    try {
+                        //Read Index to recover the sequenceID, indexes, 
lastAbortedTxns and maxReadPosition.
+                        while (reader.hasMoreEvents()) {
+                            Message<TransactionBufferSnapshotIndexes> message 
= reader.readNextAsync()
+                                    .get(getSystemClientOperationTimeoutMs(), 
TimeUnit.MILLISECONDS);
+                            if (topic.getName().equals(message.getKey())) {
+                                TransactionBufferSnapshotIndexes 
transactionBufferSnapshotIndexes = message.getValue();
+                                if (transactionBufferSnapshotIndexes != null) {
+                                    hasIndex = true;
+                                    this.persistentSnapshotIndexes = 
transactionBufferSnapshotIndexes;
+                                    startReadCursorPosition = PositionImpl.get(
+                                            
transactionBufferSnapshotIndexes.getSnapshot().getMaxReadPositionLedgerId(),
+                                            
transactionBufferSnapshotIndexes.getSnapshot().getMaxReadPositionEntryId());
+                                }
+                            }
+                        }
+                    } catch (TimeoutException ex) {
+                        Throwable t = FutureUtil.unwrapCompletionException(ex);
+                        String errorMessage = String.format("[%s] Transaction 
buffer recover fail by read "
+                                + "transactionBufferSnapshot timeout!", 
topic.getName());
+                        log.error(errorMessage, t);
+                        return FutureUtil.failedFuture(
+                                new 
BrokerServiceException.ServiceUnitNotReadyException(errorMessage, t));
+                    } catch (Exception ex) {
+                        log.error("[{}] Transaction buffer recover fail when 
read "
+                                + "transactionBufferSnapshot!", 
topic.getName(), ex);
+                        return FutureUtil.failedFuture(ex);
+                    } finally {
+                        closeReader(reader);
+                    }
+                    PositionImpl finalStartReadCursorPosition = 
startReadCursorPosition;
+                    if (!hasIndex) {
+                        return CompletableFuture.completedFuture(null);
+                    } else {
+                        persistentSnapshotIndexes.getIndexList()
+                                .forEach(transactionBufferSnapshotIndex ->
+                                        indexes.put(new PositionImpl(
+                                                        
transactionBufferSnapshotIndex.abortedMarkLedgerID,
+                                                        
transactionBufferSnapshotIndex.abortedMarkEntryID),
+                                                
transactionBufferSnapshotIndex));
+                        this.unsealedAbortedTxnIdSegment = 
convertTypeToTxnID(persistentSnapshotIndexes
+                                .getSnapshot().getAborts());
+                        //If the size of indexes is 0, the sequence ID will be 
the init value 0.
+                        if (indexes.size() != 0) {
+                            
persistentWorker.sequenceID.set(indexes.get(indexes.lastKey()).sequenceID + 1);
+                        }
+                    }
+                    //Read snapshot segment to recover aborts.
+                    ArrayList<CompletableFuture<Void>> completableFutures = 
new ArrayList<>();
+                    CompletableFuture<Void> openManagedLedgerFuture = new 
CompletableFuture<>();
+                    AtomicBoolean hasInvalidIndex = new AtomicBoolean(false);
+                    AsyncCallbacks.OpenReadOnlyManagedLedgerCallback callback 
= new AsyncCallbacks
+                            .OpenReadOnlyManagedLedgerCallback() {
+                        @Override
+                        public void 
openReadOnlyManagedLedgerComplete(ReadOnlyManagedLedgerImpl 
readOnlyManagedLedger,
+                                                                      Object 
ctx) {
+                            
persistentSnapshotIndexes.getIndexList().forEach(index -> {
+                                CompletableFuture<Void> handleSegmentFuture = 
new CompletableFuture<>();
+                                completableFutures.add(handleSegmentFuture);
+                                readOnlyManagedLedger.asyncReadEntry(
+                                        new 
PositionImpl(index.getSegmentLedgerID(),
+                                                index.getSegmentEntryID()),
+                                        new AsyncCallbacks.ReadEntryCallback() 
{
+                                            @Override
+                                            public void 
readEntryComplete(Entry entry, Object ctx) {
+                                                
handleSnapshotSegmentEntry(entry);
+                                                entry.release();
+                                                
handleSegmentFuture.complete(null);
+                                            }
+
+                                            @Override
+                                            public void 
readEntryFailed(ManagedLedgerException exception, Object ctx) {
+                                                if (exception instanceof 
ManagedLedgerException
+                                                        
.NonRecoverableLedgerException) {
+                                                    if 
(((ManagedLedgerImpl)topic.getManagedLedger())
+                                                            
.ledgerExists(index.getAbortedMarkLedgerID())) {
+                                                        log.error("[{}] Failed 
to read snapshot segment [{}:{}]",
+                                                                
topic.getName(), index.segmentLedgerID,
+                                                                
index.segmentEntryID, exception);
+                                                        topic.close();
+                                                        
handleSegmentFuture.completeExceptionally(exception);
+                                                    } else {
+                                                        indexes.remove(new 
PositionImpl(
+                                                                
index.getAbortedMarkLedgerID(),
+                                                                
index.getAbortedMarkEntryID()));
+                                                        
hasInvalidIndex.set(true);
+                                                    }
+                                                }
+                                            }
+                                        }, null);
+                            });
+                            openManagedLedgerFuture.complete(null);
+                        }
+
+                        @Override
+                        public void 
openReadOnlyManagedLedgerFailed(ManagedLedgerException exception, Object ctx) {
+                            log.error("[{}] Failed to open readOnly managed 
ledger", topic, exception);
+                            
openManagedLedgerFuture.completeExceptionally(exception);
+                        }
+                    };
+
+                    TopicName snapshotIndexTopicName = 
TopicName.get(TopicDomain.persistent.toString(),
+                            
TopicName.get(topic.getName()).getNamespaceObject(),
+                            
SystemTopicNames.TRANSACTION_BUFFER_SNAPSHOT_SEGMENTS);
+                    
this.topic.getBrokerService().getPulsar().getManagedLedgerFactory()
+                            
.asyncOpenReadOnlyManagedLedger(snapshotIndexTopicName
+                                            .getPersistenceNamingEncoding(), 
callback,
+                                    topic.getManagedLedger().getConfig(),
+                                    null);
+                    //Wait the processor recover completely and the allow TB 
to recover the messages
+                    // after the startReadCursorPosition.
+
+                    return openManagedLedgerFuture
+                            .thenCompose((ignore) -> 
FutureUtil.waitForAll(completableFutures).thenCompose((i) -> {
+                                //This is a compensation mechanism for 
deleting the segment
+                                // but not successfully updating the index.
+                                if (hasInvalidIndex.get()) {
+                                    
persistentWorker.appendTask(PersistentWorker.OperationType.UpdateIndex, (cancel)
+                                            -> persistentWorker
+                                            
.updateSnapshotIndex(persistentSnapshotIndexes.getSnapshot(),
+                                            
indexes.values().stream().toList()));
+                                }
+                                //Append the aborted txn IDs in the index 
metadata
+                                //can keep the order of the aborted txn in the 
aborts.
+                                //So that we can trim the expired snapshot 
segment in aborts
+                                // according to the latest txn IDs
+                                
convertTypeToTxnID(persistentSnapshotIndexes.getSnapshot().getAborts())
+                                        .forEach(txnID -> aborts.put(txnID, 
txnID));
+                                return 
CompletableFuture.completedFuture(finalStartReadCursorPosition);
+                            })).exceptionally(ex -> {
+                                log.error("[{}] Failed to recover snapshot 
segment", this.topic.getName(), ex);
+                                return null;
+                            });
+
+                    },  
topic.getBrokerService().getPulsar().getTransactionExecutorProvider()
+                        .getExecutor(this));
+    }
+
+    @Override
+    public CompletableFuture<Void> clearAbortedTxnSnapshot() {
+        CompletableFuture<Void> completableFuture = new CompletableFuture<>();
+        persistentWorker.appendTask(PersistentWorker.OperationType.Clear,
+                (cancel) -> persistentWorker.clearSnapshotSegmentAndIndexes()
+                        .thenRun(() -> {
+                            completableFuture.thenCompose(null);
+                        }).exceptionally(e -> {
+                            completableFuture.completeExceptionally(e);
+                            return null;
+                        }));
+        return completableFuture;
+    }
+
+    @Override
+    public long getLastSnapshotTimestamps() {
+        return this.lastSnapshotTimestamps;
+    }
+
+    @Override
+    public CompletableFuture<Void> closeAsync() {
+        return persistentWorker.closeAsync();
+    }
+
+    private void handleSnapshotSegmentEntry(Entry entry) {
+        //decode snapshot from entry
+        ByteBuf headersAndPayload = entry.getDataBuffer();
+        //skip metadata
+        Commands.parseMessageMetadata(headersAndPayload);
+        TransactionBufferSnapshotSegment snapshotSegment = 
Schema.AVRO(TransactionBufferSnapshotSegment.class)
+                .decode(Unpooled.wrappedBuffer(headersAndPayload).nioBuffer());
+
+        TxnIDData lastTxn = 
snapshotSegment.getAborts().get(snapshotSegment.getAborts().size() - 1);
+        segmentIndex.put(new 
PositionImpl(snapshotSegment.getPersistentPositionLedgerId(),
+                snapshotSegment.getPersistentPositionEntryId()),
+                new TxnID(lastTxn.getMostSigBits(), 
lastTxn.getLeastSigBits()));
+        convertTypeToTxnID(snapshotSegment.getAborts()).forEach(txnID -> 
aborts.put(txnID, txnID));
+    }
+
+    private long getSystemClientOperationTimeoutMs() throws Exception {
+        PulsarClientImpl pulsarClient = (PulsarClientImpl) 
topic.getBrokerService().getPulsar().getClient();
+        return pulsarClient.getConfiguration().getOperationTimeoutMs();
+    }
+
+    private <T> void  closeReader(SystemTopicClient.Reader<T> reader) {
+        reader.closeAsync().exceptionally(e -> {
+            log.error("[{}]Transaction buffer snapshot reader close error!", 
topic.getName(), e);
+            return null;
+        });
+    }
+
+    public class PersistentWorker {
+        protected final AtomicLong sequenceID = new AtomicLong(0);
+
+        private final PersistentTopic topic;
+
+        //Persistent snapshot segment and index at the single thread.
+        private final 
CompletableFuture<SystemTopicClient.Writer<TransactionBufferSnapshotSegment>>
+                snapshotSegmentsWriterFuture;
+        private final 
CompletableFuture<SystemTopicClient.Writer<TransactionBufferSnapshotIndexes>>
+                snapshotIndexWriterFuture;
+
+        private enum OperationState {
+            None,
+            Operating,
+            Closed
+        }
+        private static final AtomicReferenceFieldUpdater<PersistentWorker, 
PersistentWorker.OperationState>
+                STATE_UPDATER = 
AtomicReferenceFieldUpdater.newUpdater(PersistentWorker.class,
+                PersistentWorker.OperationState.class, "operationState");
+
+        public enum OperationType {
+            UpdateIndex,
+            WriteSegment,
+            DeleteSegment,
+            Clear
+        }
+
+        private volatile OperationState operationState = OperationState.None;
+
+        ConcurrentLinkedDeque<Pair<OperationType, Function<Boolean, 
CompletableFuture<Void>>>> taskQueue =
+                new ConcurrentLinkedDeque<>();
+        private CompletableFuture<Void> lastOperationFuture;
+
+        public PersistentWorker(PersistentTopic topic) {
+            this.topic = topic;
+            this.snapshotSegmentsWriterFuture =  
this.topic.getBrokerService().getPulsar()
+                    .getTransactionBufferSnapshotServiceFactory()

Review Comment:
   snapshotSegmentsWriterFuture create fail also should close topic



##########
pulsar-broker/src/main/java/org/apache/pulsar/broker/transaction/buffer/impl/SnapshotSegmentAbortedTxnProcessorImpl.java:
##########
@@ -0,0 +1,651 @@
+/**
+ * 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,2
+ * 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.pulsar.broker.transaction.buffer.impl;
+
+import io.netty.buffer.ByteBuf;
+import io.netty.buffer.Unpooled;
+import java.util.ArrayList;
+import java.util.LinkedList;
+import java.util.List;
+import java.util.concurrent.CompletableFuture;
+import java.util.concurrent.ConcurrentLinkedDeque;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.TimeoutException;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.concurrent.atomic.AtomicLong;
+import java.util.concurrent.atomic.AtomicReferenceFieldUpdater;
+import java.util.function.Function;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.bookkeeper.mledger.AsyncCallbacks;
+import org.apache.bookkeeper.mledger.Entry;
+import org.apache.bookkeeper.mledger.ManagedLedgerException;
+import org.apache.bookkeeper.mledger.impl.ManagedLedgerImpl;
+import org.apache.bookkeeper.mledger.impl.PositionImpl;
+import org.apache.bookkeeper.mledger.impl.ReadOnlyManagedLedgerImpl;
+import org.apache.commons.collections4.map.LinkedMap;
+import org.apache.commons.lang3.tuple.MutablePair;
+import org.apache.commons.lang3.tuple.Pair;
+import org.apache.pulsar.broker.service.BrokerServiceException;
+import org.apache.pulsar.broker.service.persistent.PersistentTopic;
+import org.apache.pulsar.broker.systopic.SystemTopicClient;
+import org.apache.pulsar.broker.transaction.buffer.AbortedTxnProcessor;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndex;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndexes;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotIndexesMetadata;
+import 
org.apache.pulsar.broker.transaction.buffer.metadata.v2.TransactionBufferSnapshotSegment;
+import org.apache.pulsar.broker.transaction.buffer.metadata.v2.TxnIDData;
+import org.apache.pulsar.client.api.Message;
+import org.apache.pulsar.client.api.Schema;
+import org.apache.pulsar.client.api.transaction.TxnID;
+import org.apache.pulsar.client.impl.MessageIdImpl;
+import org.apache.pulsar.client.impl.PulsarClientImpl;
+import org.apache.pulsar.common.naming.SystemTopicNames;
+import org.apache.pulsar.common.naming.TopicDomain;
+import org.apache.pulsar.common.naming.TopicName;
+import org.apache.pulsar.common.protocol.Commands;
+import org.apache.pulsar.common.util.FutureUtil;
+
+@Slf4j
+public class SnapshotSegmentAbortedTxnProcessorImpl implements 
AbortedTxnProcessor {
+
+    //Stored the unsealed aborted txn id, it will be persistent as a snapshot 
segment and reinit
+    // when its size reach the capital of a snapshot segment.
+    private LinkedList<TxnID> unsealedAbortedTxnIdSegment;
+
+    //A mapping form the latest txn mark persistent position in a segment to 
its latest txn ID.
+    //This is mainly used to trim expired snapshot segment and remove them 
form aborts.
+    private final LinkedMap<PositionImpl, TxnID> segmentIndex = new 
LinkedMap<>();
+
+    //Store all aborted txn IDs check whether a txn is an aborted txn.
+    private final LinkedMap<TxnID, TxnID> aborts = new LinkedMap<>();
+    //The indexes of the snapshot segments whose key is the aborted mark 
persistent position.
+    private final LinkedMap<PositionImpl, TransactionBufferSnapshotIndex> 
indexes = new LinkedMap<>();
+    //The latest persistent snapshot index. This is used to combine new 
segment indexes with the latest metadata and
+    // indexes.
+    private TransactionBufferSnapshotIndexes persistentSnapshotIndexes = new 
TransactionBufferSnapshotIndexes();
+
+    private final PersistentTopic topic;
+
+    private volatile long lastSnapshotTimestamps;
+
+    private final int transactionBufferMaxAbortedTxnsOfSnapshotSegment;
+    private final PersistentWorker persistentWorker;
+
+    private static final String SNAPSHOT_PREFIX = "multiple-";
+
+    public SnapshotSegmentAbortedTxnProcessorImpl(PersistentTopic topic) {
+        this.topic = topic;
+        this.persistentWorker = new PersistentWorker(topic);
+        this.transactionBufferMaxAbortedTxnsOfSnapshotSegment =  
topic.getBrokerService().getPulsar()

Review Comment:
   codestyle



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