-
Notifications
You must be signed in to change notification settings - Fork 28.5k
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
[SPARK-33798][SQL] Add new rule to push down the foldable expressions through CaseWhen/If #30790
Changes from all commits
19b0a83
831bf66
859893d
db584ef
55f4528
0a48048
f9f622f
21ef0c3
d5135ec
8ccc3c1
45b56fc
cfac0e8
File filter
Filter by extension
Conversations
Jump to
Diff view
Diff view
There are no files selected for viewing
Original file line number | Diff line number | Diff line change | ||
---|---|---|---|---|
|
@@ -21,7 +21,7 @@ import scala.collection.immutable.HashSet | |||
import scala.collection.mutable.{ArrayBuffer, Stack} | ||||
|
||||
import org.apache.spark.sql.catalyst.analysis._ | ||||
import org.apache.spark.sql.catalyst.expressions._ | ||||
import org.apache.spark.sql.catalyst.expressions.{BinaryExpression, _} | ||||
import org.apache.spark.sql.catalyst.expressions.Literal.{FalseLiteral, TrueLiteral} | ||||
import org.apache.spark.sql.catalyst.expressions.aggregate._ | ||||
import org.apache.spark.sql.catalyst.expressions.objects.AssertNotNull | ||||
|
@@ -528,6 +528,48 @@ object SimplifyConditionals extends Rule[LogicalPlan] with PredicateHelper { | |||
} | ||||
|
||||
|
||||
/** | ||||
* Push the foldable expression into (if / case) branches. | ||||
*/ | ||||
object PushFoldableIntoBranches extends Rule[LogicalPlan] with PredicateHelper { | ||||
|
||||
// To be conservative here: it's only a guaranteed win if all but at most only one branch | ||||
// end up being not foldable. | ||||
private def atMostOneUnfoldable(exprs: Seq[Expression]): Boolean = { | ||||
val (foldables, others) = exprs.partition(_.foldable) | ||||
foldables.nonEmpty && others.length < 2 | ||||
} | ||||
|
||||
def apply(plan: LogicalPlan): LogicalPlan = plan transform { | ||||
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. nit: we cannot use 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. This copied from spark/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/optimizer/expressions.scala Line 474 in 8ccc3c1
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. Ah, I see. I think its okay to simply use |
||||
case q: LogicalPlan => q transformExpressionsUp { | ||||
case b @ BinaryExpression(i @ If(_, trueValue, falseValue), right) | ||||
if right.foldable && atMostOneUnfoldable(Seq(trueValue, falseValue)) => | ||||
i.copy( | ||||
trueValue = b.makeCopy(Array(trueValue, right)), | ||||
falseValue = b.makeCopy(Array(falseValue, right))) | ||||
|
||||
case b @ BinaryExpression(left, i @ If(_, trueValue, falseValue)) | ||||
if left.foldable && atMostOneUnfoldable(Seq(trueValue, falseValue)) => | ||||
i.copy( | ||||
trueValue = b.makeCopy(Array(left, trueValue)), | ||||
falseValue = b.makeCopy(Array(left, falseValue))) | ||||
|
||||
case b @ BinaryExpression(c @ CaseWhen(branches, elseValue), right) | ||||
if right.foldable && atMostOneUnfoldable(branches.map(_._2) ++ elseValue) => | ||||
c.copy( | ||||
branches.map(e => e.copy(_2 = b.makeCopy(Array(e._2, right)))), | ||||
elseValue.map(e => b.makeCopy(Array(e, right)))) | ||||
|
||||
case b @ BinaryExpression(left, c @ CaseWhen(branches, elseValue)) | ||||
if left.foldable && atMostOneUnfoldable(branches.map(_._2) ++ elseValue) => | ||||
c.copy( | ||||
branches.map(e => e.copy(_2 = b.makeCopy(Array(left, e._2)))), | ||||
elseValue.map(e => b.makeCopy(Array(left, e)))) | ||||
} | ||||
} | ||||
} | ||||
|
||||
|
||||
/** | ||||
* Simplifies LIKE expressions that do not need full regular expressions to evaluate the condition. | ||||
* For example, when the expression is just checking to see if a string starts with a given | ||||
|
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,225 @@ | ||
/* | ||
* 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.catalyst.optimizer | ||
|
||
import java.sql.Date | ||
|
||
import org.apache.spark.sql.catalyst.analysis.UnresolvedAttribute | ||
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.expressions.Literal.{FalseLiteral, TrueLiteral} | ||
import org.apache.spark.sql.catalyst.plans.PlanTest | ||
import org.apache.spark.sql.catalyst.plans.logical._ | ||
import org.apache.spark.sql.catalyst.rules._ | ||
import org.apache.spark.sql.types.{BooleanType, IntegerType} | ||
|
||
|
||
class PushFoldableIntoBranchesSuite | ||
extends PlanTest with ExpressionEvalHelper with PredicateHelper { | ||
|
||
object Optimize extends RuleExecutor[LogicalPlan] { | ||
val batches = Batch("PushFoldableIntoBranches", FixedPoint(50), | ||
BooleanSimplification, ConstantFolding, SimplifyConditionals, PushFoldableIntoBranches) :: Nil | ||
} | ||
|
||
private val relation = LocalRelation('a.int, 'b.int, 'c.boolean) | ||
private val a = EqualTo(UnresolvedAttribute("a"), Literal(100)) | ||
private val b = UnresolvedAttribute("b") | ||
private val c = EqualTo(UnresolvedAttribute("c"), Literal(true)) | ||
private val ifExp = If(a, Literal(2), Literal(3)) | ||
private val caseWhen = CaseWhen(Seq((a, Literal(1)), (c, Literal(2))), Some(Literal(3))) | ||
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. without the else value, seems like we can't optimize
This comment was marked as spam.
Sorry, something went wrong. 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. |
||
|
||
protected def assertEquivalent(e1: Expression, e2: Expression): Unit = { | ||
val correctAnswer = Project(Alias(e2, "out")() :: Nil, relation).analyze | ||
val actual = Optimize.execute(Project(Alias(e1, "out")() :: Nil, relation).analyze) | ||
comparePlans(actual, correctAnswer) | ||
} | ||
|
||
test("Push down EqualTo through If") { | ||
assertEquivalent(EqualTo(ifExp, Literal(4)), FalseLiteral) | ||
assertEquivalent(EqualTo(ifExp, Literal(3)), If(a, FalseLiteral, TrueLiteral)) | ||
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.
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. |
||
|
||
// Push down at most one not foldable expressions. | ||
assertEquivalent( | ||
EqualTo(If(a, b, Literal(2)), Literal(2)), | ||
If(a, EqualTo(b, Literal(2)), TrueLiteral)) | ||
assertEquivalent( | ||
EqualTo(If(a, b, b + 1), Literal(2)), | ||
EqualTo(If(a, b, b + 1), Literal(2))) | ||
|
||
// Push down non-deterministic expressions. | ||
val nonDeterministic = If(LessThan(Rand(1), Literal(0.5)), Literal(1), Literal(2)) | ||
assert(!nonDeterministic.deterministic) | ||
assertEquivalent(EqualTo(nonDeterministic, Literal(2)), | ||
If(LessThan(Rand(1), Literal(0.5)), FalseLiteral, TrueLiteral)) | ||
assertEquivalent(EqualTo(nonDeterministic, Literal(3)), | ||
If(LessThan(Rand(1), Literal(0.5)), FalseLiteral, FalseLiteral)) | ||
|
||
// Handle Null values. | ||
assertEquivalent( | ||
EqualTo(If(a, Literal(null, IntegerType), Literal(1)), Literal(1)), | ||
If(a, Literal(null, BooleanType), TrueLiteral)) | ||
assertEquivalent( | ||
EqualTo(If(a, Literal(null, IntegerType), Literal(1)), Literal(2)), | ||
If(a, Literal(null, BooleanType), FalseLiteral)) | ||
assertEquivalent( | ||
EqualTo(If(a, Literal(1), Literal(2)), Literal(null, IntegerType)), | ||
Literal(null, BooleanType)) | ||
assertEquivalent( | ||
EqualTo(If(a, Literal(null, IntegerType), Literal(null, IntegerType)), Literal(1)), | ||
Literal(null, BooleanType)) | ||
} | ||
|
||
test("Push down other BinaryComparison through If") { | ||
assertEquivalent(EqualNullSafe(ifExp, Literal(4)), FalseLiteral) | ||
assertEquivalent(GreaterThan(ifExp, Literal(4)), FalseLiteral) | ||
assertEquivalent(GreaterThanOrEqual(ifExp, Literal(4)), FalseLiteral) | ||
assertEquivalent(LessThan(ifExp, Literal(4)), TrueLiteral) | ||
assertEquivalent(LessThanOrEqual(ifExp, Literal(4)), TrueLiteral) | ||
} | ||
|
||
test("Push down other BinaryOperator through If") { | ||
assertEquivalent(Add(ifExp, Literal(4)), If(a, Literal(6), Literal(7))) | ||
assertEquivalent(Subtract(ifExp, Literal(4)), If(a, Literal(-2), Literal(-1))) | ||
assertEquivalent(Multiply(ifExp, Literal(4)), If(a, Literal(8), Literal(12))) | ||
assertEquivalent(Pmod(ifExp, Literal(4)), If(a, Literal(2), Literal(3))) | ||
assertEquivalent(Remainder(ifExp, Literal(4)), If(a, Literal(2), Literal(3))) | ||
assertEquivalent(Divide(If(a, Literal(2.0), Literal(3.0)), Literal(1.0)), | ||
If(a, Literal(2.0), Literal(3.0))) | ||
assertEquivalent(And(If(a, FalseLiteral, TrueLiteral), TrueLiteral), | ||
If(a, FalseLiteral, TrueLiteral)) | ||
assertEquivalent(Or(If(a, FalseLiteral, TrueLiteral), TrueLiteral), TrueLiteral) | ||
} | ||
|
||
test("Push down other BinaryExpression through If") { | ||
assertEquivalent(BRound(If(a, Literal(1.23), Literal(1.24)), Literal(1)), Literal(1.2)) | ||
assertEquivalent(StartsWith(If(a, Literal("ab"), Literal("ac")), Literal("a")), TrueLiteral) | ||
assertEquivalent(FindInSet(If(a, Literal("ab"), Literal("ac")), Literal("a")), Literal(0)) | ||
assertEquivalent( | ||
AddMonths(If(a, Literal(Date.valueOf("2020-01-01")), Literal(Date.valueOf("2021-01-01"))), | ||
Literal(1)), | ||
If(a, Literal(Date.valueOf("2020-02-01")), Literal(Date.valueOf("2021-02-01")))) | ||
} | ||
|
||
test("Push down EqualTo through CaseWhen") { | ||
assertEquivalent(EqualTo(caseWhen, Literal(4)), FalseLiteral) | ||
assertEquivalent(EqualTo(caseWhen, Literal(3)), | ||
CaseWhen(Seq((a, FalseLiteral), (c, FalseLiteral)), Some(TrueLiteral))) | ||
assertEquivalent( | ||
EqualTo(CaseWhen(Seq((a, Literal(1)), (c, Literal(2))), None), Literal(4)), | ||
CaseWhen(Seq((a, FalseLiteral), (c, FalseLiteral)), None)) | ||
|
||
assertEquivalent( | ||
And(EqualTo(caseWhen, Literal(5)), EqualTo(caseWhen, Literal(6))), | ||
FalseLiteral) | ||
|
||
// Push down at most one branch is not foldable expressions. | ||
assertEquivalent(EqualTo(CaseWhen(Seq((a, b), (c, Literal(1))), None), Literal(1)), | ||
CaseWhen(Seq((a, EqualTo(b, Literal(1))), (c, TrueLiteral)), None)) | ||
assertEquivalent(EqualTo(CaseWhen(Seq((a, b), (c, b + 1)), None), Literal(1)), | ||
EqualTo(CaseWhen(Seq((a, b), (c, b + 1)), None), Literal(1))) | ||
assertEquivalent(EqualTo(CaseWhen(Seq((a, b)), None), Literal(1)), | ||
EqualTo(CaseWhen(Seq((a, b)), None), Literal(1))) | ||
|
||
// Push down non-deterministic expressions. | ||
val nonDeterministic = | ||
CaseWhen(Seq((LessThan(Rand(1), Literal(0.5)), Literal(1))), Some(Literal(2))) | ||
assert(!nonDeterministic.deterministic) | ||
assertEquivalent(EqualTo(nonDeterministic, Literal(2)), | ||
CaseWhen(Seq((LessThan(Rand(1), Literal(0.5)), FalseLiteral)), Some(TrueLiteral))) | ||
assertEquivalent(EqualTo(nonDeterministic, Literal(3)), | ||
CaseWhen(Seq((LessThan(Rand(1), Literal(0.5)), FalseLiteral)), Some(FalseLiteral))) | ||
|
||
// Handle Null values. | ||
assertEquivalent( | ||
EqualTo(CaseWhen(Seq((a, Literal(null, IntegerType))), Some(Literal(1))), Literal(2)), | ||
CaseWhen(Seq((a, Literal(null, BooleanType))), Some(FalseLiteral))) | ||
assertEquivalent( | ||
EqualTo(CaseWhen(Seq((a, Literal(1))), Some(Literal(2))), Literal(null, IntegerType)), | ||
Literal(null, BooleanType)) | ||
assertEquivalent( | ||
EqualTo(CaseWhen(Seq((a, Literal(null, IntegerType))), Some(Literal(1))), Literal(1)), | ||
CaseWhen(Seq((a, Literal(null, BooleanType))), Some(TrueLiteral))) | ||
assertEquivalent( | ||
EqualTo(CaseWhen(Seq((a, Literal(null, IntegerType))), Some(Literal(null, IntegerType))), | ||
Literal(1)), | ||
Literal(null, BooleanType)) | ||
assertEquivalent( | ||
EqualTo(CaseWhen(Seq((a, Literal(null, IntegerType))), Some(Literal(null, IntegerType))), | ||
Literal(null, IntegerType)), | ||
Literal(null, BooleanType)) | ||
} | ||
|
||
test("Push down other BinaryComparison through CaseWhen") { | ||
assertEquivalent(EqualNullSafe(caseWhen, Literal(4)), FalseLiteral) | ||
assertEquivalent(GreaterThan(caseWhen, Literal(4)), FalseLiteral) | ||
assertEquivalent(GreaterThanOrEqual(caseWhen, Literal(4)), FalseLiteral) | ||
assertEquivalent(LessThan(caseWhen, Literal(4)), TrueLiteral) | ||
assertEquivalent(LessThanOrEqual(caseWhen, Literal(4)), TrueLiteral) | ||
} | ||
|
||
test("Push down other BinaryOperator through CaseWhen") { | ||
assertEquivalent(Add(caseWhen, Literal(4)), | ||
CaseWhen(Seq((a, Literal(5)), (c, Literal(6))), Some(Literal(7)))) | ||
assertEquivalent(Subtract(caseWhen, Literal(4)), | ||
CaseWhen(Seq((a, Literal(-3)), (c, Literal(-2))), Some(Literal(-1)))) | ||
assertEquivalent(Multiply(caseWhen, Literal(4)), | ||
CaseWhen(Seq((a, Literal(4)), (c, Literal(8))), Some(Literal(12)))) | ||
assertEquivalent(Pmod(caseWhen, Literal(4)), | ||
CaseWhen(Seq((a, Literal(1)), (c, Literal(2))), Some(Literal(3)))) | ||
assertEquivalent(Remainder(caseWhen, Literal(4)), | ||
CaseWhen(Seq((a, Literal(1)), (c, Literal(2))), Some(Literal(3)))) | ||
assertEquivalent(Divide(CaseWhen(Seq((a, Literal(1.0)), (c, Literal(2.0))), Some(Literal(3.0))), | ||
Literal(1.0)), | ||
CaseWhen(Seq((a, Literal(1.0)), (c, Literal(2.0))), Some(Literal(3.0)))) | ||
assertEquivalent(And(CaseWhen(Seq((a, FalseLiteral), (c, TrueLiteral)), Some(TrueLiteral)), | ||
TrueLiteral), | ||
CaseWhen(Seq((a, FalseLiteral), (c, TrueLiteral)), Some(TrueLiteral))) | ||
assertEquivalent(Or(CaseWhen(Seq((a, FalseLiteral), (c, TrueLiteral)), Some(TrueLiteral)), | ||
TrueLiteral), TrueLiteral) | ||
} | ||
|
||
test("Push down other BinaryExpression through CaseWhen") { | ||
assertEquivalent( | ||
BRound(CaseWhen(Seq((a, Literal(1.23)), (c, Literal(1.24))), Some(Literal(1.25))), | ||
Literal(1)), | ||
Literal(1.2)) | ||
assertEquivalent( | ||
StartsWith(CaseWhen(Seq((a, Literal("ab")), (c, Literal("ac"))), Some(Literal("ad"))), | ||
Literal("a")), | ||
TrueLiteral) | ||
assertEquivalent( | ||
FindInSet(CaseWhen(Seq((a, Literal("ab")), (c, Literal("ac"))), Some(Literal("ad"))), | ||
Literal("a")), | ||
Literal(0)) | ||
assertEquivalent( | ||
AddMonths(CaseWhen(Seq((a, Literal(Date.valueOf("2020-01-01"))), | ||
(c, Literal(Date.valueOf("2021-01-01")))), | ||
Some(Literal(Date.valueOf("2022-01-01")))), | ||
Literal(1)), | ||
CaseWhen(Seq((a, Literal(Date.valueOf("2020-02-01"))), | ||
(c, Literal(Date.valueOf("2021-02-01")))), | ||
Some(Literal(Date.valueOf("2022-02-01"))))) | ||
} | ||
|
||
test("Push down BinaryExpression through If/CaseWhen backwards") { | ||
assertEquivalent(EqualTo(Literal(4), ifExp), FalseLiteral) | ||
assertEquivalent(EqualTo(Literal(4), caseWhen), FalseLiteral) | ||
} | ||
} |
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Nice idea.