Copilot commented on code in PR #3507:
URL: https://github.com/apache/fluss/pull/3507#discussion_r3450089398


##########
fluss-lake/fluss-lake-hudi/src/main/java/org/apache/fluss/lake/hudi/tiering/HudiWriteResultSerializer.java:
##########
@@ -0,0 +1,100 @@
+/*
+ * 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.fluss.lake.hudi.tiering;
+
+import org.apache.fluss.lake.serializer.SimpleVersionedSerializer;
+import org.apache.fluss.utils.InstantiationUtils;
+
+import org.apache.hudi.client.WriteStatus;
+
+import java.io.ByteArrayInputStream;
+import java.io.ByteArrayOutputStream;
+import java.io.DataInputStream;
+import java.io.DataOutputStream;
+import java.io.IOException;
+import java.util.List;
+import java.util.Map;
+
+/** Serializer for {@link HudiWriteResult}. */
+public class HudiWriteResultSerializer implements 
SimpleVersionedSerializer<HudiWriteResult> {
+
+    private static final int CURRENT_VERSION = 1;
+
+    @Override
+    public int getVersion() {
+        return CURRENT_VERSION;
+    }
+
+    @Override
+    public byte[] serialize(HudiWriteResult hudiWriteResult) throws 
IOException {
+        byte[] writeResultBytes =
+                
InstantiationUtils.serializeObject(hudiWriteResult.getWriteStatuses());
+        byte[] compactionWriteResultBytes =
+                
InstantiationUtils.serializeObject(hudiWriteResult.getCompactionWriteStatuses());
+
+        try (ByteArrayOutputStream baos = new ByteArrayOutputStream();
+                DataOutputStream dos = new DataOutputStream(baos)) {
+            dos.writeInt(writeResultBytes.length);
+            dos.write(writeResultBytes);
+            dos.writeInt(compactionWriteResultBytes.length);
+            dos.write(compactionWriteResultBytes);
+            return baos.toByteArray();
+        }
+    }
+
+    @Override
+    public HudiWriteResult deserialize(int version, byte[] serialized) throws 
IOException {
+        if (version != CURRENT_VERSION) {
+            throw new IOException(
+                    "Unsupported HudiWriteResult version "
+                            + version
+                            + ", expected "
+                            + CURRENT_VERSION);
+        }
+
+        Map<String, List<WriteStatus>> writeResult;
+        Map<String, List<WriteStatus>> compactionWriteResult;
+        try (DataInputStream dis = new DataInputStream(new 
ByteArrayInputStream(serialized))) {
+            int writeResultLength = dis.readInt();
+            validateLength(writeResultLength, serialized.length, 
"WriteResult");
+            byte[] writeResultBytes = new byte[writeResultLength];
+            dis.readFully(writeResultBytes);
+            writeResult =
+                    InstantiationUtils.deserializeObject(
+                            writeResultBytes, getClass().getClassLoader());
+
+            int compactionWriteResultLength = dis.readInt();
+            validateLength(compactionWriteResultLength, serialized.length, 
"CompactionWriteResult");
+            byte[] compactionWriteResultBytes = new 
byte[compactionWriteResultLength];
+            dis.readFully(compactionWriteResultBytes);
+            compactionWriteResult =
+                    InstantiationUtils.deserializeObject(
+                            compactionWriteResultBytes, 
getClass().getClassLoader());
+        } catch (ClassNotFoundException e) {
+            throw new IOException("Couldn't deserialize HudiWriteResult.", e);
+        }

Review Comment:
   `validateLength(..., serialized.length, ...)` validates each field length 
against the *total* byte array size, not the remaining bytes in the stream. 
This allows corrupted payloads (e.g., first length consumes most bytes, second 
length still <= total) to pass validation and then fail with EOF during 
`readFully`, producing a less actionable error and weaker corruption checks.



##########
fluss-lake/fluss-lake-hudi/src/main/java/org/apache/fluss/lake/hudi/utils/meta/CkpMetadata.java:
##########
@@ -0,0 +1,211 @@
+/*
+ * 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.fluss.lake.hudi.utils.meta;
+
+import org.apache.fluss.annotation.VisibleForTesting;
+
+import org.apache.hadoop.fs.FileSystem;
+import org.apache.hadoop.fs.Path;
+import org.apache.hudi.common.table.HoodieTableMetaClient;
+import org.apache.hudi.exception.HoodieException;
+import org.apache.hudi.storage.StoragePath;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import javax.annotation.Nullable;
+
+import java.io.IOException;
+import java.io.Serializable;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.List;
+import java.util.stream.Collectors;
+import java.util.stream.Stream;
+
+/** DFS-backed checkpoint metadata used as a lightweight message bus for Hudi 
instants. */
+public class CkpMetadata implements Serializable, AutoCloseable {
+
+    private static final long serialVersionUID = 1L;
+    private static final Logger LOG = 
LoggerFactory.getLogger(CkpMetadata.class);
+
+    private static final int MAX_RETAIN_CKP_NUM = 1;
+    private static final String CKP_META = "ckp_meta";
+
+    private final FileSystem fs;
+    private final Path path;
+
+    private List<CkpMessage> messages;
+    private List<String> instantCache;
+
+    CkpMetadata(FileSystem fs, String basePath, String uniqueId) {
+        this.fs = fs;
+        this.path = new Path(ckpMetaPath(basePath, uniqueId));
+    }
+
+    public void bootstrap() throws IOException {
+        if (!fs.exists(path)) {
+            fs.mkdirs(path);
+        }
+    }
+
+    public void startInstant(String instant) {
+        Path instantPath = fullPath(CkpMessage.getFileName(instant, 
CkpMessage.State.INFLIGHT));
+        try {
+            fs.createNewFile(instantPath);
+        } catch (IOException e) {
+            throw new HoodieException(
+                    "Exception while adding checkpoint start metadata for 
instant: " + instant, e);
+        }
+        cache(instant);
+        clean();
+    }
+
+    public void commitInstant(String instant) {
+        Path instantPath = fullPath(CkpMessage.getFileName(instant, 
CkpMessage.State.COMPLETED));
+        try {
+            fs.createNewFile(instantPath);
+        } catch (IOException e) {
+            throw new HoodieException(
+                    "Exception while adding checkpoint commit metadata for 
instant: " + instant, e);
+        }
+    }
+
+    public void abortInstant(String instant) {
+        Path instantPath = fullPath(CkpMessage.getFileName(instant, 
CkpMessage.State.ABORTED));
+        try {
+            fs.createNewFile(instantPath);
+        } catch (IOException e) {
+            throw new HoodieException(
+                    "Exception while adding checkpoint abort metadata for 
instant: " + instant, e);
+        }
+    }
+
+    @Nullable
+    public String lastPendingInstant() {
+        load();
+        if (!messages.isEmpty()) {
+            CkpMessage ckpMsg = messages.get(messages.size() - 1);
+            if (!ckpMsg.isComplete()) {
+                return ckpMsg.getInstant();
+            }
+        }
+        return null;
+    }

Review Comment:
   `lastPendingInstant()` treats an ABORTED instant as "pending" (because 
`isComplete()` only checks COMPLETED). If an instant gets aborted, writers 
waiting on `lastPendingInstant()` may proceed with an aborted instant and write 
into a failed timeline. Pending should only mean INFLIGHT here.



##########
fluss-lake/fluss-lake-hudi/src/main/java/org/apache/fluss/lake/hudi/tiering/writer/RecordWriteBuffer.java:
##########
@@ -0,0 +1,368 @@
+/*
+ * 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.fluss.lake.hudi.tiering.writer;
+
+import org.apache.fluss.lake.hudi.tiering.HudiWriteTableInfo;
+import org.apache.fluss.lake.hudi.utils.meta.CkpMetadata;
+import org.apache.fluss.lake.writer.WriterInitContext;
+
+import org.apache.flink.configuration.Configuration;
+import org.apache.flink.table.data.RowData;
+import org.apache.flink.table.data.binary.BinaryRowData;
+import org.apache.flink.table.runtime.operators.sort.BinaryInMemorySortBuffer;
+import org.apache.flink.util.MutableObjectIterator;
+import org.apache.hudi.client.HoodieFlinkWriteClient;
+import org.apache.hudi.client.WriteStatus;
+import org.apache.hudi.client.model.HoodieFlinkInternalRow;
+import org.apache.hudi.common.model.HoodieRecord;
+import org.apache.hudi.common.model.WriteOperationType;
+import org.apache.hudi.common.table.timeline.HoodieInstantTimeGenerator;
+import org.apache.hudi.common.util.ValidationUtils;
+import org.apache.hudi.common.util.collection.MappingIterator;
+import org.apache.hudi.configuration.FlinkOptions;
+import org.apache.hudi.exception.HoodieException;
+import org.apache.hudi.sink.buffer.MemorySegmentPoolFactory;
+import org.apache.hudi.sink.bulk.RowDataKeyGen;
+import org.apache.hudi.sink.exception.MemoryPagesExhaustedException;
+import org.apache.hudi.sink.utils.BufferUtils;
+import org.apache.hudi.sink.utils.TimeWait;
+import org.apache.hudi.table.action.commit.BucketInfo;
+import org.apache.hudi.table.action.commit.BucketType;
+import org.apache.hudi.util.MutableIteratorWrapperIterator;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.Date;
+import java.util.HashMap;
+import java.util.Iterator;
+import java.util.List;
+import java.util.Map;
+import java.util.Random;
+
+/** Buffers records and writes them to Hudi in batches. */
+public class RecordWriteBuffer {
+
+    private static final Logger LOG = 
LoggerFactory.getLogger(RecordWriteBuffer.class);
+
+    private DataBucket bucket;
+
+    private final TotalSizeTracer tracer;
+    private final HoodieFlinkWriteClient writeClient;
+    private final HudiWriteTableInfo hudiTableInfo;
+    private final Configuration config;
+    private final CkpMetadata ckpMetadata;
+    private final Map<String, List<WriteStatus>> writeStatuses;
+    private final HudiRecordConverter recordConverter;
+    private final long tieringRoundTimestamp;
+
+    public RecordWriteBuffer(
+            HudiWriteTableInfo hudiTableInfo, CkpMetadata ckpMetadata, long 
tieringRoundTimestamp) {
+        this.hudiTableInfo = hudiTableInfo;
+        this.config = hudiTableInfo.getFlinkConfig();
+        this.tracer = new TotalSizeTracer(config);
+        this.writeClient = hudiTableInfo.getWriteClient();
+        this.ckpMetadata = ckpMetadata;
+        this.writeStatuses = new HashMap<>();
+        this.tieringRoundTimestamp = tieringRoundTimestamp;
+        this.recordConverter =
+                HudiRecordConverter.getInstance(
+                        RowDataKeyGen.instance(
+                                hudiTableInfo.getFlinkConfig(), 
hudiTableInfo.getRowType()));
+    }
+
+    public void bufferRecord(HoodieFlinkInternalRow internalRow) throws 
IOException {
+        boolean success = doBufferRecord(internalRow);
+        if (!success) {
+            flushAndDisposeBucket();
+            success = doBufferRecord(internalRow);
+            if (!success) {
+                throw new IOException("Hudi write buffer is too small to hold 
a single record.");
+            }
+        }
+
+        if (bucket != null) {
+            boolean totalSizeExceedsThreshold = 
tracer.trace(bucket.getLastRecordSize());
+            if (bucket.isFull() || totalSizeExceedsThreshold) {
+                flushAndDisposeBucket();
+            }
+        }
+    }
+
+    public void flushRemaining() {
+        if (bucket == null) {
+            return;
+        }
+
+        String instantTime = getLastPendingInstant();
+        if (!bucket.isEmpty()) {
+            LOG.info(
+                    "Flushing remaining Hudi records for instant {}, size {}.",
+                    instantTime,
+                    bucket.getBufferSize());
+            List<WriteStatus> writeStatus =
+                    writeStatuses.getOrDefault(instantTime, new ArrayList<>());
+            writeStatus.addAll(
+                    writeRecords(instantTime, 
config.getString(FlinkOptions.OPERATION), bucket));
+            writeStatuses.put(instantTime, writeStatus);
+            bucket.dispose();
+            bucket = null;
+        }
+
+        tracer.reset();
+        writeClient.cleanHandles();
+    }
+
+    public Map<String, List<WriteStatus>> getWriteStatuses() {
+        return writeStatuses;
+    }
+
+    private boolean doBufferRecord(HoodieFlinkInternalRow internalRow) throws 
IOException {
+        try {
+            if (bucket == null) {
+                bucket =
+                        new DataBucket(
+                                BufferUtils.createBuffer(
+                                        hudiTableInfo.getRowType(),
+                                        
MemorySegmentPoolFactory.createMemorySegmentPool(config)),
+                                getBucketInfo(internalRow),
+                                
config.getDouble(FlinkOptions.WRITE_BATCH_SIZE));
+                LOG.debug("Initialized a new Hudi data bucket.");
+            }
+            return bucket.writeRow(internalRow.getRowData());
+        } catch (MemoryPagesExhaustedException e) {
+            LOG.warn("Hudi write buffer memory pages are exhausted, flushing 
current bucket.", e);
+            return false;
+        }
+    }

Review Comment:
   `RecordWriteBuffer` keeps a single `DataBucket`, but `BucketInfo` (partition 
path / fileId / bucket type) can vary per record. Without flushing/switching 
buckets on `BucketInfo` changes, records can be converted/written using a stale 
`BucketInfo`, routing them to the wrong Hudi bucket/file/partition. Also, if 
`MemoryPagesExhaustedException` happens on the first write into a newly created 
(still empty) bucket, the subsequent `flushAndDisposeBucket()` will fail 
because `flushBucket()` rejects empty buckets.



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