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[SPARK-13527] [SQL] Prune Filters based on Constraints #11406
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| Original file line number | Diff line number | Diff line change |
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@@ -83,6 +83,7 @@ abstract class Optimizer extends RuleExecutor[LogicalPlan] { | |
| BooleanSimplification, | ||
| SimplifyConditionals, | ||
| RemoveDispensableExpressions, | ||
| PruneFilters, | ||
| SimplifyFilters, | ||
| SimplifyCasts, | ||
| SimplifyCaseConversionExpressions, | ||
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@@ -768,6 +769,27 @@ object CombineFilters extends Rule[LogicalPlan] { | |
| } | ||
| } | ||
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| /** | ||
| * Remove all the deterministic conditions in a [[Filter]] that are contained in the Child. | ||
| */ | ||
| object PruneFilters extends Rule[LogicalPlan] with PredicateHelper { | ||
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Member
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Looks like
Member
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Sure, will do it. Thanks! |
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| def apply(plan: LogicalPlan): LogicalPlan = plan transform { | ||
| case f @ Filter(fc, p: LogicalPlan) => | ||
| val (prunedPredicates, remainingPredicates) = | ||
| splitConjunctivePredicates(fc).partition { cond => | ||
| cond.deterministic && p.constraints.contains(cond) | ||
| } | ||
| if (prunedPredicates.isEmpty) { | ||
| f | ||
| } else if (remainingPredicates.isEmpty) { | ||
| p | ||
| } else { | ||
| val newCond = remainingPredicates.reduceOption(And).getOrElse(Literal(true)) | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. The Option/getOrElse is dead code given the check above.
Member
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Will use |
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| Filter(newCond, p: LogicalPlan) | ||
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| } | ||
| } | ||
| } | ||
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| /** | ||
| * Removes filters that can be evaluated trivially. This is done either by eliding the filter for | ||
| * cases where it will always evaluate to `true`, or substituting a dummy empty relation when the | ||
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@@ -22,7 +22,7 @@ import org.apache.spark.sql.catalyst.analysis.EliminateSubqueryAliases | |
| import org.apache.spark.sql.catalyst.dsl.expressions._ | ||
| import org.apache.spark.sql.catalyst.dsl.plans._ | ||
| import org.apache.spark.sql.catalyst.expressions._ | ||
| import org.apache.spark.sql.catalyst.plans.{LeftOuter, LeftSemi, PlanTest, RightOuter} | ||
| import org.apache.spark.sql.catalyst.plans._ | ||
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| import org.apache.spark.sql.catalyst.plans.logical._ | ||
| import org.apache.spark.sql.catalyst.rules._ | ||
| import org.apache.spark.sql.types.IntegerType | ||
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,136 @@ | ||
| /* | ||
| * 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. | ||
| */ | ||
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| package org.apache.spark.sql.catalyst.optimizer | ||
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| import org.apache.spark.sql.catalyst.analysis.EliminateSubqueryAliases | ||
| import org.apache.spark.sql.catalyst.dsl.expressions._ | ||
| import org.apache.spark.sql.catalyst.dsl.plans._ | ||
| import org.apache.spark.sql.catalyst.expressions._ | ||
| import org.apache.spark.sql.catalyst.plans._ | ||
| import org.apache.spark.sql.catalyst.plans.logical._ | ||
| import org.apache.spark.sql.catalyst.rules._ | ||
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| class PruneFiltersSuite extends PlanTest { | ||
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| object Optimize extends RuleExecutor[LogicalPlan] { | ||
| val batches = | ||
| Batch("Subqueries", Once, | ||
| EliminateSubqueryAliases) :: | ||
| Batch("Filter Pushdown and Pruning", Once, | ||
| CombineFilters, | ||
| PruneFilters, | ||
| PushPredicateThroughProject, | ||
| PushPredicateThroughJoin) :: Nil | ||
| } | ||
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| val testRelation = LocalRelation('a.int, 'b.int, 'c.int) | ||
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| test("Constraints of isNull + LeftOuter") { | ||
| val x = testRelation.subquery('x) | ||
| val y = testRelation.subquery('y) | ||
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| val query = x.where("x.b".attr.isNull).join(y, LeftOuter) | ||
| val queryWithUselessFilter = query.where("x.b".attr.isNull) | ||
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| val optimized = Optimize.execute(queryWithUselessFilter.analyze) | ||
| val correctAnswer = query.analyze | ||
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| comparePlans(optimized, correctAnswer) | ||
| } | ||
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| test("Constraints of unionall") { | ||
| val tr1 = LocalRelation('a.int, 'b.int, 'c.int) | ||
| val tr2 = LocalRelation('d.int, 'e.int, 'f.int) | ||
| val tr3 = LocalRelation('g.int, 'h.int, 'i.int) | ||
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| val query = | ||
| tr1.where('a.attr > 10) | ||
| .unionAll(tr2.where('d.attr > 10) | ||
| .unionAll(tr3.where('g.attr > 10))) | ||
| val queryWithUselessFilter = query.where('a.attr > 10) | ||
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| val optimized = Optimize.execute(queryWithUselessFilter.analyze) | ||
| val correctAnswer = query.analyze | ||
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| comparePlans(optimized, correctAnswer) | ||
| } | ||
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| test("Pruning multiple constraints in the same run") { | ||
| val tr1 = LocalRelation('a.int, 'b.int, 'c.int).subquery('tr1) | ||
| val tr2 = LocalRelation('a.int, 'd.int, 'e.int).subquery('tr2) | ||
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| val query = tr1 | ||
| .where("tr1.a".attr > 10 || "tr1.c".attr < 10) | ||
| .join(tr2.where('d.attr < 100), Inner, Some("tr1.a".attr === "tr2.a".attr)) | ||
| // different order of "tr2.a" and "tr1.a" | ||
| val queryWithUselessFilter = | ||
| query.where( | ||
| ("tr1.a".attr > 10 || "tr1.c".attr < 10) && | ||
| 'd.attr < 100 && | ||
| "tr2.a".attr === "tr1.a".attr) | ||
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| val optimized = Optimize.execute(queryWithUselessFilter.analyze) | ||
| val correctAnswer = query.analyze | ||
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| comparePlans(optimized, correctAnswer) | ||
| } | ||
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| test("Partial pruning") { | ||
| val tr1 = LocalRelation('a.int, 'b.int, 'c.int).subquery('tr1) | ||
| val tr2 = LocalRelation('a.int, 'd.int, 'e.int).subquery('tr2) | ||
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| // One of the filter condition does not exist in the constraints of its child | ||
| // Thus, the filter is not removed | ||
| val query = tr1 | ||
| .where("tr1.a".attr > 10) | ||
| .join(tr2.where('d.attr < 100), Inner, Some("tr1.a".attr === "tr2.d".attr)) | ||
| val queryWithExtraFilters = | ||
| query.where("tr1.a".attr > 10 && 'd.attr < 100 && "tr1.a".attr === "tr2.a".attr) | ||
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| val optimized = Optimize.execute(queryWithExtraFilters.analyze) | ||
| val correctAnswer = tr1 | ||
| .where("tr1.a".attr > 10) | ||
| .join(tr2.where('d.attr < 100), | ||
| Inner, | ||
| Some("tr1.a".attr === "tr2.a".attr && "tr1.a".attr === "tr2.d".attr)).analyze | ||
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| comparePlans(optimized, correctAnswer) | ||
| } | ||
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| test("No predicate is pruned") { | ||
| val x = testRelation.subquery('x) | ||
| val y = testRelation.subquery('y) | ||
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| val query = x.where("x.b".attr.isNull).join(y, LeftOuter) | ||
| val queryWithExtraFilters = query.where("x.b".attr.isNotNull) | ||
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| val optimized = Optimize.execute(queryWithExtraFilters.analyze) | ||
| val correctAnswer = | ||
| testRelation.where("b".attr.isNull).where("b".attr.isNotNull) | ||
| .join(testRelation, LeftOuter).analyze | ||
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| comparePlans(optimized, correctAnswer) | ||
| } | ||
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| test("Nondeterministic predicate is not pruned") { | ||
| val originalQuery = testRelation.where(Rand(10) > 5).select('a).where(Rand(10) > 5).analyze | ||
| val optimized = Optimize.execute(originalQuery) | ||
| val correctAnswer = testRelation.where(Rand(10) > 5).where(Rand(10) > 5).select('a).analyze | ||
| comparePlans(optimized, correctAnswer) | ||
| } | ||
| } |
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Nit: ... that are guaranteed to be true given the
constraintson the child's output.There was a problem hiding this comment.
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Let me correct it. Thanks!