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[GLUTEN-6950][CORE] Move specific rules into backend modules (apache#…
…6953) Closes apache#6950
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backends-velox/src/main/scala/org/apache/gluten/extension/EmptySchemaWorkaround.scala
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| /* | ||
| * 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.gluten.extension | ||
|
|
||
| import org.apache.gluten.GlutenConfig | ||
| import org.apache.gluten.extension.columnar.FallbackTags | ||
|
|
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| import org.apache.spark.sql.SparkSession | ||
| import org.apache.spark.sql.catalyst.InternalRow | ||
| import org.apache.spark.sql.catalyst.expressions.{Alias, AttributeReference, EulerNumber, Expression, Literal, MakeYMInterval, Pi, Rand, SparkPartitionID, SparkVersion, Uuid} | ||
| import org.apache.spark.sql.catalyst.expressions.aggregate.{Count, Sum} | ||
| import org.apache.spark.sql.catalyst.rules.Rule | ||
| import org.apache.spark.sql.execution.{ProjectExec, RDDScanExec, SparkPlan, UnaryExecNode} | ||
| import org.apache.spark.sql.execution.aggregate.HashAggregateExec | ||
| import org.apache.spark.sql.execution.datasources.WriteFilesExec | ||
| import org.apache.spark.sql.types.StringType | ||
|
|
||
| /** Rules to make Velox backend work correctly with query plans that have empty output schemas. */ | ||
| object EmptySchemaWorkaround { | ||
|
|
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| /** | ||
| * This rule plans [[RDDScanExec]] with a fake schema to make gluten work, because gluten does not | ||
| * support empty output relation, see [[FallbackEmptySchemaRelation]]. | ||
| */ | ||
| case class PlanOneRowRelation(spark: SparkSession) extends Rule[SparkPlan] { | ||
| override def apply(plan: SparkPlan): SparkPlan = { | ||
| if (!GlutenConfig.getConf.enableOneRowRelationColumnar) { | ||
| return plan | ||
| } | ||
|
|
||
| plan.transform { | ||
| // We should make sure the output does not change, e.g. | ||
| // Window | ||
| // OneRowRelation | ||
| case u: UnaryExecNode | ||
| if u.child.isInstanceOf[RDDScanExec] && | ||
| u.child.asInstanceOf[RDDScanExec].name == "OneRowRelation" && | ||
| u.outputSet != u.child.outputSet => | ||
| val rdd = spark.sparkContext.parallelize(InternalRow(null) :: Nil, 1) | ||
| val attr = AttributeReference("fake_column", StringType)() | ||
| u.withNewChildren(RDDScanExec(attr :: Nil, rdd, "OneRowRelation") :: Nil) | ||
| } | ||
| } | ||
| } | ||
|
|
||
| /** | ||
| * FIXME To be removed: Since Velox backend is the only one to use the strategy, and we already | ||
| * support offloading zero-column batch in ColumnarBatchInIterator via PR #3309. | ||
| * | ||
| * We'd make sure all Velox operators be able to handle zero-column input correctly then remove | ||
| * the rule together with [[PlanOneRowRelation]]. | ||
| */ | ||
| case class FallbackEmptySchemaRelation() extends Rule[SparkPlan] { | ||
| override def apply(plan: SparkPlan): SparkPlan = plan.transformDown { | ||
| case p => | ||
| if (fallbackOnEmptySchema(p)) { | ||
| if (p.children.exists(_.output.isEmpty)) { | ||
| // Some backends are not eligible to offload plan with zero-column input. | ||
| // If any child have empty output, mark the plan and that child as UNSUPPORTED. | ||
| FallbackTags.add(p, "at least one of its children has empty output") | ||
| p.children.foreach { | ||
| child => | ||
| if (child.output.isEmpty && !child.isInstanceOf[WriteFilesExec]) { | ||
| FallbackTags.add(child, "at least one of its children has empty output") | ||
| } | ||
| } | ||
| } | ||
| } | ||
| p | ||
| } | ||
|
|
||
| private def fallbackOnEmptySchema(plan: SparkPlan): Boolean = { | ||
| // Count(1) and Sum(1) are special cases that Velox backend can handle. | ||
| // Do not fallback it and its children in the first place. | ||
| !mayNeedOffload(plan) | ||
| } | ||
|
|
||
| /** | ||
| * Check whether a plan needs to be offloaded even though they have empty input schema, e.g, | ||
| * Sum(1), Count(1), rand(), etc. | ||
| * @param plan: | ||
| * The Spark plan to check. | ||
| * | ||
| * Since https://github.com/apache/incubator-gluten/pull/2749. | ||
| */ | ||
| private def mayNeedOffload(plan: SparkPlan): Boolean = { | ||
| def checkExpr(expr: Expression): Boolean = { | ||
| expr match { | ||
| // Block directly falling back the below functions by FallbackEmptySchemaRelation. | ||
| case alias: Alias => checkExpr(alias.child) | ||
| case _: Rand | _: Uuid | _: MakeYMInterval | _: SparkPartitionID | _: EulerNumber | | ||
| _: Pi | _: SparkVersion => | ||
| true | ||
| case _ => false | ||
| } | ||
| } | ||
|
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| plan match { | ||
| case exec: HashAggregateExec if exec.aggregateExpressions.nonEmpty => | ||
| // Check Sum(Literal) or Count(Literal). | ||
| exec.aggregateExpressions.forall( | ||
| expression => { | ||
| val aggFunction = expression.aggregateFunction | ||
| aggFunction match { | ||
| case Sum(Literal(_, _), _) => true | ||
| case Count(Seq(Literal(_, _))) => true | ||
| case _ => false | ||
| } | ||
| }) | ||
| case p: ProjectExec if p.projectList.nonEmpty => | ||
| p.projectList.forall(checkExpr(_)) | ||
| case _ => | ||
| false | ||
| } | ||
| } | ||
| } | ||
| } |
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