yashmayya commented on code in PR #19353:
URL: https://github.com/apache/pinot/pull/19353#discussion_r3866366745


##########
pinot-query-runtime/src/main/java/org/apache/pinot/query/runtime/operator/exchange/SpoolBroadcastExchange.java:
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@@ -0,0 +1,92 @@
+/**
+ * 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.pinot.query.runtime.operator.exchange;
+
+import java.util.List;
+import java.util.function.Function;
+import org.apache.pinot.common.utils.DataSchema.ColumnDataType;
+import org.apache.pinot.query.mailbox.SendingMailbox;
+import org.apache.pinot.query.runtime.blocks.BlockSplitter;
+import org.apache.pinot.query.runtime.blocks.MseBlock;
+import org.apache.pinot.query.runtime.blocks.RowHeapDataBlock;
+
+
+/// Broadcasts blocks to the per-receiver-stage exchanges of a multi-send 
(spool) node.
+///
+/// Unlike [BroadcastExchange], which routes the very same block instance to 
every destination, this exchange gives
+/// every destination except the first its own [copy][RowHeapDataBlock#copy()] 
of blocks that carry mutable cells,
+/// i.e. aggregation intermediate results in [OBJECT][ColumnDataType#OBJECT] 
columns of on-heap blocks. Local
+/// (same-JVM) mailboxes deliver on-heap blocks by reference, so without the 
copies multiple receiver stages would
+/// observe the same mutable intermediate result objects and corrupt them by 
mutating them when merging them or
+/// extracting final results.
+///
+/// Within a single receiver stage the rows of one copy are still shared: the 
inner per-stage exchange either routes
+/// each row to exactly one worker (hash/singleton distribution), or 
broadcasts rows that downstream operators never
+/// mutate. Aggregation intermediate results only travel on the hash/singleton 
edge between the partial and the final
+/// aggregation, never on broadcast edges, so only the fan-out across receiver 
stages needs the copies.
+class SpoolBroadcastExchange extends BroadcastExchange {
+
+  SpoolBroadcastExchange(List<SendingMailbox> sendingMailboxes, BlockSplitter 
splitter,
+      Function<List<SendingMailbox>, Integer> statsIndexChooser) {
+    super(sendingMailboxes, splitter, statsIndexChooser);
+  }
+
+  @Override
+  protected void route(List<SendingMailbox> destinations, MseBlock.Data block) 
{
+    int numDestinations = destinations.size();
+    if (numDestinations == 1 || !mayContainMutableCells(block)) {

Review Comment:
   Hm that's a good point, I'll restructure this to remove the spool broadcast 
exchange and fold it into the regular one. I disagree with the second 
suggestion of fixing the aggregation function merge mutation contract because 
as said it'll have a big perf impact.



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