cloud-fan commented on code in PR #56291:
URL: https://github.com/apache/spark/pull/56291#discussion_r3399806528


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sql/core/src/test/scala/org/apache/spark/sql/execution/benchmark/UnboundedFollowingWindowBenchmark.scala:
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@@ -0,0 +1,187 @@
+/*
+ * 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.spark.sql.execution.benchmark
+
+import org.apache.spark.benchmark.Benchmark
+import org.apache.spark.sql.internal.SQLConf
+
+/**
+ * Benchmark for shrinking ROWS frames (... BETWEEN <lower> AND UNBOUNDED 
FOLLOWING).
+ *
+ * Today's `UnboundedFollowingWindowFunctionFrame` runs the suffix aggregate
+ * O(n * (n - 1) / 2) per partition (acknowledged inline at
+ * `WindowFunctionFrame.scala:636`). The segtree path replaces this with
+ * O(n log n) when `spark.sql.window.segmentTree.enabled=true`.
+ *
+ * Layout: single partition on a non-partitioned ORDER BY (the worst case;
+ * with PARTITION BY the cost decomposes as sum-of-partition N^2 and is
+ * dominated by the largest partition).
+ *
+ * Sections:
+ *   - A: per-aggregate equivalence at N=10K (naive ~3-5s/iter target).
+ *   - B: N-sweep for SUM, naive vs segtree, demonstrating the algorithmic
+ *        gap. N=50K is the largest naive run (~60s/iter); N=100K and 200K
+ *        are segtree-only because naive would take ~4-16 min/iter.
+ */
+object UnboundedFollowingWindowBenchmark extends SqlBasedBenchmark {
+
+  // Section A: calibrated so naive baseline lands ~3s/iter at MAIN_N.

Review Comment:
   `MAIN_N` doesn't exist — the constant is `A_N`:
   ```suggestion
     // Section A: calibrated so naive baseline lands ~3s/iter at A_N.
   ```



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