cloud-fan commented on a change in pull request #32550:
URL: https://github.com/apache/spark/pull/32550#discussion_r638789095



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File path: 
sql/core/src/main/scala/org/apache/spark/sql/execution/adaptive/DynamicJoinSelection.scala
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@@ -0,0 +1,82 @@
+/*
+ * 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.adaptive
+
+import org.apache.spark.sql.catalyst.optimizer.JoinSelectionHelper
+import org.apache.spark.sql.catalyst.plans.logical.{HintInfo, Join, 
JoinStrategyHint, LogicalPlan, NO_BROADCAST_HASH, SHUFFLE_HASH}
+import org.apache.spark.sql.catalyst.rules.Rule
+
+/**
+ * This optimization rule includes two join selection:
+ *   1. detects a join child that can not broadcast and every partition size 
less than local map
+ *      threshold. Adds a shuffled_hash hint to force being shuffle hash join.
+ *   2. detects a join child that has a high ratio of empty partitions.
+ *      Adds a no_broadcast_hash_join hint to avoid it being broadcast.
+ */
+object DynamicJoinSelection extends Rule[LogicalPlan] with JoinSelectionHelper 
{
+
+  private def shouldDemoteBroadcastHashJoin(stage: ShuffleQueryStageExec): 
Boolean = {
+    val mapStats = stage.mapStats.get
+    val partitionCnt = mapStats.bytesByPartitionId.length
+    val nonZeroCnt = mapStats.bytesByPartitionId.count(_ > 0)
+    partitionCnt > 0 && nonZeroCnt > 0 &&
+      (nonZeroCnt * 1.0 / partitionCnt) < 
conf.nonEmptyPartitionRatioForBroadcastJoin
+  }
+
+  private def preferShuffledHashJoin(plan: LogicalPlan, stage: 
ShuffleQueryStageExec): Boolean = {
+    val localMapThreshold = conf.shuffleHashJoinLocalMapThreshold
+    !canBroadcastBySize(plan, conf) &&

Review comment:
       or we can have 3 hints for different cases
   1. if we want to demote and want to use shuffle hash join, then use 
`SHUFFLE_HASH` hint
   2. if we don't want to demote and want to use shuffle hash join, then use 
`PREFER_SHUFFLE_HASH` hint
   3. if we want to demote and don't want to use shuffle hash join, then use 
`NO_BROADCAST_HASH` hint




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