weiqingy commented on code in PR #2063:
URL: https://github.com/apache/auron/pull/2063#discussion_r2879738273


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auron-flink-extension/auron-flink-runtime/src/main/java/org/apache/auron/flink/arrow/vectors/ArrowTimestampColumnVector.java:
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@@ -0,0 +1,85 @@
+/*
+ * 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.auron.flink.arrow.vectors;
+
+import org.apache.arrow.vector.TimeStampVector;
+import org.apache.flink.table.data.TimestampData;
+import org.apache.flink.table.data.columnar.vector.TimestampColumnVector;
+import org.apache.flink.util.Preconditions;
+
+/**
+ * A Flink {@link TimestampColumnVector} backed by an Arrow {@link 
TimeStampVector}.
+ *
+ * <p>This wrapper delegates all reads to the underlying Arrow vector, 
providing zero-copy access
+ * to Arrow data from Flink's columnar batch execution engine. It handles both 
{@code
+ * TimeStampMicroVector} (TIMESTAMP) and {@code TimeStampMicroTZVector} 
(TIMESTAMP_LTZ) by
+ * accepting their common parent type {@link TimeStampVector}. Microsecond 
values are converted to
+ * Flink's {@link TimestampData} representation (epoch millis + 
sub-millisecond nanos).
+ */
+public final class ArrowTimestampColumnVector implements TimestampColumnVector 
{
+
+    private TimeStampVector vector;
+
+    /**
+     * Creates a new wrapper around the given Arrow {@link TimeStampVector}.
+     *
+     * <p>Accepts both {@code TimeStampMicroVector} and {@code 
TimeStampMicroTZVector} since they
+     * share the same storage format and parent type.
+     *
+     * @param vector the Arrow vector to wrap, must not be null
+     */
+    public ArrowTimestampColumnVector(TimeStampVector vector) {
+        this.vector = Preconditions.checkNotNull(vector);
+    }
+
+    /** {@inheritDoc} */
+    @Override
+    public boolean isNullAt(int i) {
+        return vector.isNull(i);
+    }
+
+    /**
+     * Returns the timestamp at the given index as a {@link TimestampData}.
+     *
+     * <p>The underlying Arrow vector stores microseconds since epoch. This 
method splits the value
+     * into epoch milliseconds and sub-millisecond nanoseconds to construct a 
{@link TimestampData}.
+     *
+     * @param i the row index
+     * @param precision the timestamp precision (unused; conversion is always 
from microseconds)
+     * @return the timestamp value
+     */
+    @Override
+    public TimestampData getTimestamp(int i, int precision) {
+        long micros = vector.get(i);
+        long millis = micros / 1000;
+        // micros % 1000 yields the sub-millisecond remainder in microseconds; 
* 1000 converts to nanos.
+        // For negative micros (pre-epoch), Java's truncation-toward-zero 
produces a negative
+        // remainder, which is consistent with the writer's inverse conversion.
+        int nanoOfMillisecond = ((int) (micros % 1000)) * 1000;

Review Comment:
   Thank you! Updated the PR. Changed to Math.floorDiv / Math.floorMod so
     nanoOfMillisecond stays within [0, 999_999] for pre-epoch timestamps. 
Added a test for micros = -1500 
     verifying millis = -2, nanoOfMillisecond = 500_000.
   



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