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Original file line number Diff line number Diff line change
Expand Up @@ -103,6 +103,7 @@ abstract class Optimizer(catalogManager: CatalogManager)
RemoveDispensableExpressions,
SimplifyBinaryComparison,
ReplaceNullWithFalseInPredicate,
SimplifyConditionalsInPredicate,
PruneFilters,
SimplifyCasts,
SimplifyCaseConversionExpressions,
Expand Down
Original file line number Diff line number Diff line change
@@ -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.catalyst.optimizer

import org.apache.spark.sql.catalyst.expressions.{And, CaseWhen, Expression, If, Literal, Not, Or}
import org.apache.spark.sql.catalyst.expressions.Literal.{FalseLiteral, TrueLiteral}
import org.apache.spark.sql.catalyst.plans.logical._
import org.apache.spark.sql.catalyst.rules.Rule
import org.apache.spark.sql.types.BooleanType

/**
* A rule that converting conditional expressions to predicate expressions, if possible, in the
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that converting -> that converts

* search condition of the WHERE/HAVING/ON(JOIN) clauses, which contain an implicit Boolean operator
* "(search condition) = TRUE". After this converting, we can potentially push the filter down to
* the data source.
*
* Supported cases are:
* - IF(cond, trueVal, false) => AND(cond, trueVal)
* - IF(cond, trueVal, true) => OR(NOT(cond), trueVal)
* - IF(cond, false, falseVal) => AND(NOT(cond), elseVal)
* - IF(cond, true, falseVal) => OR(cond, elseVal)
* - CASE WHEN cond THEN trueVal ELSE false END => AND(cond, trueVal)
* - CASE WHEN cond THEN trueVal END => AND(cond, trueVal)
* - CASE WHEN cond THEN trueVal ELSE null END => AND(cond, trueVal)
* - CASE WHEN cond THEN trueVal ELSE true END => OR(NOT(cond), trueVal)
* - CASE WHEN cond THEN false ELSE elseVal END => AND(NOT(cond), elseVal)
* - CASE WHEN cond THEN false END => false
* - CASE WHEN cond THEN true ELSE elseVal END => OR(cond, elseVal)
* - CASE WHEN cond THEN true END => cond
*/
object SimplifyConditionalsInPredicate extends Rule[LogicalPlan] {

def apply(plan: LogicalPlan): LogicalPlan = plan transform {
case f @ Filter(cond, _) => f.copy(condition = simplifyConditional(cond))
case j @ Join(_, _, _, Some(cond), _) => j.copy(condition = Some(simplifyConditional(cond)))
case d @ DeleteFromTable(_, Some(cond)) => d.copy(condition = Some(simplifyConditional(cond)))
case u @ UpdateTable(_, _, Some(cond)) => u.copy(condition = Some(simplifyConditional(cond)))
}

private def simplifyConditional(e: Expression): Expression = e match {
case And(left, right) => And(simplifyConditional(left), simplifyConditional(right))
case Or(left, right) => Or(simplifyConditional(left), simplifyConditional(right))
case If(cond, trueValue, FalseLiteral) => And(cond, trueValue)
case If(cond, trueValue, TrueLiteral) => Or(Not(cond), trueValue)
case If(cond, FalseLiteral, falseValue) => And(Not(cond), falseValue)
case If(cond, TrueLiteral, falseValue) => Or(cond, falseValue)
case CaseWhen(Seq((cond, trueValue)),
Some(FalseLiteral) | Some(Literal(null, BooleanType)) | None) =>
And(cond, trueValue)
case CaseWhen(Seq((cond, trueValue)), Some(TrueLiteral)) =>
Or(Not(cond), trueValue)
case CaseWhen(Seq((_, FalseLiteral)), Some(FalseLiteral) | None) =>
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This skips evaluating the condition, and we should make sure the condition is deterministic. @wangyum can you fix it?

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OK, will fix it later.

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and also it matters if cond throws an exception. Should probably think about NoThrow too.

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Do we need to make these condition deterministic?

case FalseLiteral And _ => FalseLiteral
case _ And FalseLiteral => FalseLiteral
case TrueLiteral Or _ => TrueLiteral
case _ Or TrueLiteral => TrueLiteral

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FalseLiteral
case CaseWhen(Seq((cond, FalseLiteral)), Some(elseValue)) =>
And(Not(cond), elseValue)
case CaseWhen(Seq((cond, TrueLiteral)), Some(FalseLiteral) | None) =>
cond
case CaseWhen(Seq((cond, TrueLiteral)), Some(elseValue)) =>
Or(cond, elseValue)
case e if e.dataType == BooleanType => e
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We can add an assert. The analyzer should guarantee it.

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I mean something like

case e =>
  assert(e.dataType != BooleanType, ...)
  e

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It seems the added assert can never be triggered.
I think @cloud-fan meant also to remove the case e if e.dataType == BooleanType => e

case e =>
assert(e.dataType != BooleanType,
"Expected a Boolean type expression in SimplifyConditionalsInPredicate, " +
s"but got the type `${e.dataType.catalogString}` in `${e.sql}`.")
e
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,237 @@
/*
* 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 org.apache.spark.sql.AnalysisException
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.{And, CaseWhen, Expression, If, IsNotNull, Literal, Or}
import org.apache.spark.sql.catalyst.expressions.Literal.{FalseLiteral, TrueLiteral}
import org.apache.spark.sql.catalyst.plans.{Inner, PlanTest}
import org.apache.spark.sql.catalyst.plans.logical.{DeleteFromTable, LocalRelation, LogicalPlan, UpdateTable}
import org.apache.spark.sql.catalyst.rules.RuleExecutor
import org.apache.spark.sql.types.{BooleanType, IntegerType}

class SimplifyConditionalsInPredicateSuite extends PlanTest {

object Optimize extends RuleExecutor[LogicalPlan] {
val batches =
Batch("SimplifyConditionalsInPredicate", FixedPoint(10),
NullPropagation,
ConstantFolding,
BooleanSimplification,
SimplifyConditionals,
SimplifyConditionalsInPredicate) :: Nil
}

private val testRelation =
LocalRelation('i.int, 'b.boolean, 'a.array(IntegerType), 'm.map(IntegerType, IntegerType))
private val anotherTestRelation = LocalRelation('d.int)

test("IF(cond, trueVal, false) => AND(cond, trueVal)") {
val originalCond = If(
UnresolvedAttribute("i") > Literal(10),
UnresolvedAttribute("b"),
FalseLiteral)
val expectedCond = And(
UnresolvedAttribute("i") > Literal(10),
UnresolvedAttribute("b"))
testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}

test("IF(cond, trueVal, true) => OR(NOT(cond), trueVal)") {
val originalCond = If(
UnresolvedAttribute("i") > Literal(10),
UnresolvedAttribute("b"),
TrueLiteral)
val expectedCond = Or(
UnresolvedAttribute("i") <= Literal(10),
UnresolvedAttribute("b"))
testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}

test("IF(cond, false, falseVal) => AND(NOT(cond), elseVal)") {
val originalCond = If(
UnresolvedAttribute("i") > Literal(10),
FalseLiteral,
UnresolvedAttribute("b"))
val expectedCond = And(
UnresolvedAttribute("i") <= Literal(10),
UnresolvedAttribute("b"))
testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}

test("IF(cond, true, falseVal) => OR(cond, elseVal)") {
val originalCond = If(
UnresolvedAttribute("i") > Literal(10),
TrueLiteral,
UnresolvedAttribute("b"))
val expectedCond = Or(
UnresolvedAttribute("i") > Literal(10),
UnresolvedAttribute("b"))
testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}

test("CASE WHEN cond THEN trueVal ELSE false END => AND(cond, trueVal)") {
Seq(Some(FalseLiteral), None, Some(Literal(null, BooleanType))).foreach { elseExp =>
val originalCond = CaseWhen(
Seq((UnresolvedAttribute("i") > Literal(10), UnresolvedAttribute("b"))),
elseExp)
val expectedCond = And(
UnresolvedAttribute("i") > Literal(10),
UnresolvedAttribute("b"))
testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}
}

test("CASE WHEN cond THEN trueVal ELSE true END => OR(NOT(cond), trueVal)") {
val originalCond = CaseWhen(
Seq((UnresolvedAttribute("i") > Literal(10), UnresolvedAttribute("b"))),
TrueLiteral)
val expectedCond = Or(
UnresolvedAttribute("i") <= Literal(10),
UnresolvedAttribute("b"))
testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}

test("CASE WHEN cond THEN false ELSE elseVal END => AND(NOT(cond), elseVal)") {
val originalCond = CaseWhen(
Seq((UnresolvedAttribute("i") > Literal(10), FalseLiteral)),
UnresolvedAttribute("b"))
val expectedCond = And(
UnresolvedAttribute("i") <= Literal(10),
UnresolvedAttribute("b"))
testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}

test("CASE WHEN cond THEN false END => false") {
val originalCond = CaseWhen(
Seq((UnresolvedAttribute("i") > Literal(10), FalseLiteral)))
testFilter(originalCond, expectedCond = FalseLiteral)
testJoin(originalCond, expectedCond = FalseLiteral)
testDelete(originalCond, expectedCond = FalseLiteral)
testUpdate(originalCond, expectedCond = FalseLiteral)
testProjection(originalCond, expectedExpr = originalCond)
}

test("CASE WHEN cond THEN true ELSE elseVal END => OR(cond, elseVal)") {
val originalCond = CaseWhen(
Seq((UnresolvedAttribute("i") > Literal(10), TrueLiteral)),
UnresolvedAttribute("b"))
val expectedCond = Or(
UnresolvedAttribute("i") > Literal(10),
UnresolvedAttribute("b"))
testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}

test("CASE WHEN cond THEN true END => cond") {
val originalCond = CaseWhen(
Seq((UnresolvedAttribute("i") > Literal(10), TrueLiteral)))
val expectedCond = UnresolvedAttribute("i") > Literal(10)
testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}

test("Simplify conditional in conditions of CaseWhen inside another CaseWhen") {
val nestedCaseWhen = CaseWhen(
Seq((UnresolvedAttribute("i") > Literal(10)) -> UnresolvedAttribute("b")),
FalseLiteral)
val originalCond = CaseWhen(Seq(IsNotNull(nestedCaseWhen) -> FalseLiteral))
val expectedCond = FalseLiteral

testFilter(originalCond, expectedCond = expectedCond)
testJoin(originalCond, expectedCond = expectedCond)
testDelete(originalCond, expectedCond = expectedCond)
testUpdate(originalCond, expectedCond = expectedCond)
testProjection(originalCond, expectedExpr = originalCond)
}

test("Not expected type - SimplifyConditionalsInPredicate") {
val e = intercept[AnalysisException] {
testFilter(originalCond = Literal(null, IntegerType), expectedCond = FalseLiteral)
}.getMessage
assert(e.contains("'CAST(NULL AS INT)' of type int is not a boolean"))
}

private def testFilter(originalCond: Expression, expectedCond: Expression): Unit = {
test((rel, exp) => rel.where(exp), originalCond, expectedCond)
}

private def testJoin(originalCond: Expression, expectedCond: Expression): Unit = {
test((rel, exp) => rel.join(anotherTestRelation, Inner, Some(exp)), originalCond, expectedCond)
}

private def testProjection(originalExpr: Expression, expectedExpr: Expression): Unit = {
test((rel, exp) => rel.select(exp), originalExpr, expectedExpr)
}

private def testDelete(originalCond: Expression, expectedCond: Expression): Unit = {
test((rel, expr) => DeleteFromTable(rel, Some(expr)), originalCond, expectedCond)
}

private def testUpdate(originalCond: Expression, expectedCond: Expression): Unit = {
test((rel, expr) => UpdateTable(rel, Seq.empty, Some(expr)), originalCond, expectedCond)
}

private def test(
func: (LogicalPlan, Expression) => LogicalPlan,
originalExpr: Expression,
expectedExpr: Expression): Unit = {

val originalPlan = func(testRelation, originalExpr).analyze
val optimizedPlan = Optimize.execute(originalPlan)
val expectedPlan = func(testRelation, expectedExpr).analyze
comparePlans(optimizedPlan, expectedPlan)
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -120,15 +120,15 @@ Input [5]: [ss_customer_sk#2, ss_hdemo_sk#3, ss_store_sk#4, ss_ticket_number#5,
Output [4]: [hd_demo_sk#13, hd_buy_potential#14, hd_dep_count#15, hd_vehicle_count#16]
Batched: true
Location [not included in comparison]/{warehouse_dir}/household_demographics]
PushedFilters: [IsNotNull(hd_vehicle_count), Or(EqualTo(hd_buy_potential,>10000),EqualTo(hd_buy_potential,Unknown)), GreaterThan(hd_vehicle_count,0), IsNotNull(hd_demo_sk)]
PushedFilters: [IsNotNull(hd_vehicle_count), IsNotNull(hd_dep_count), Or(EqualTo(hd_buy_potential,>10000),EqualTo(hd_buy_potential,Unknown)), GreaterThan(hd_vehicle_count,0), GreaterThan(hd_vehicle_count,0), IsNotNull(hd_demo_sk)]
ReadSchema: struct<hd_demo_sk:int,hd_buy_potential:string,hd_dep_count:int,hd_vehicle_count:int>

(19) ColumnarToRow [codegen id : 3]
Input [4]: [hd_demo_sk#13, hd_buy_potential#14, hd_dep_count#15, hd_vehicle_count#16]

(20) Filter [codegen id : 3]
Input [4]: [hd_demo_sk#13, hd_buy_potential#14, hd_dep_count#15, hd_vehicle_count#16]
Condition : ((((isnotnull(hd_vehicle_count#16) AND ((hd_buy_potential#14 = >10000) OR (hd_buy_potential#14 = Unknown))) AND (hd_vehicle_count#16 > 0)) AND (CASE WHEN (hd_vehicle_count#16 > 0) THEN (cast(hd_dep_count#15 as double) / cast(hd_vehicle_count#16 as double)) ELSE null END > 1.2)) AND isnotnull(hd_demo_sk#13))
Condition : (((((isnotnull(hd_vehicle_count#16) AND isnotnull(hd_dep_count#15)) AND ((hd_buy_potential#14 = >10000) OR (hd_buy_potential#14 = Unknown))) AND (hd_vehicle_count#16 > 0)) AND ((cast(hd_dep_count#15 as double) / cast(hd_vehicle_count#16 as double)) > 1.2)) AND isnotnull(hd_demo_sk#13))

(21) Project [codegen id : 3]
Output [1]: [hd_demo_sk#13]
Expand Down Expand Up @@ -156,7 +156,7 @@ Results [3]: [ss_ticket_number#5, ss_customer_sk#2, count#19]

(26) Exchange
Input [3]: [ss_ticket_number#5, ss_customer_sk#2, count#19]
Arguments: hashpartitioning(ss_ticket_number#5, ss_customer_sk#2, 5), true, [id=#20]
Arguments: hashpartitioning(ss_ticket_number#5, ss_customer_sk#2, 5), ENSURE_REQUIREMENTS, [id=#20]

(27) HashAggregate [codegen id : 5]
Input [3]: [ss_ticket_number#5, ss_customer_sk#2, count#19]
Expand All @@ -171,7 +171,7 @@ Condition : ((cnt#22 >= 15) AND (cnt#22 <= 20))

(29) Exchange
Input [3]: [ss_ticket_number#5, ss_customer_sk#2, cnt#22]
Arguments: hashpartitioning(ss_customer_sk#2, 5), true, [id=#23]
Arguments: hashpartitioning(ss_customer_sk#2, 5), ENSURE_REQUIREMENTS, [id=#23]

(30) Sort [codegen id : 6]
Input [3]: [ss_ticket_number#5, ss_customer_sk#2, cnt#22]
Expand All @@ -193,7 +193,7 @@ Condition : isnotnull(c_customer_sk#24)

(34) Exchange
Input [5]: [c_customer_sk#24, c_salutation#25, c_first_name#26, c_last_name#27, c_preferred_cust_flag#28]
Arguments: hashpartitioning(c_customer_sk#24, 5), true, [id=#29]
Arguments: hashpartitioning(c_customer_sk#24, 5), ENSURE_REQUIREMENTS, [id=#29]

(35) Sort [codegen id : 8]
Input [5]: [c_customer_sk#24, c_salutation#25, c_first_name#26, c_last_name#27, c_preferred_cust_flag#28]
Expand All @@ -210,7 +210,7 @@ Input [8]: [ss_ticket_number#5, ss_customer_sk#2, cnt#22, c_customer_sk#24, c_sa

(38) Exchange
Input [6]: [c_last_name#27, c_first_name#26, c_salutation#25, c_preferred_cust_flag#28, ss_ticket_number#5, cnt#22]
Arguments: rangepartitioning(c_last_name#27 ASC NULLS FIRST, c_first_name#26 ASC NULLS FIRST, c_salutation#25 ASC NULLS FIRST, c_preferred_cust_flag#28 DESC NULLS LAST, 5), true, [id=#30]
Arguments: rangepartitioning(c_last_name#27 ASC NULLS FIRST, c_first_name#26 ASC NULLS FIRST, c_salutation#25 ASC NULLS FIRST, c_preferred_cust_flag#28 DESC NULLS LAST, 5), ENSURE_REQUIREMENTS, [id=#30]

(39) Sort [codegen id : 10]
Input [6]: [c_last_name#27, c_first_name#26, c_salutation#25, c_preferred_cust_flag#28, ss_ticket_number#5, cnt#22]
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -47,7 +47,7 @@ WholeStageCodegen (10)
BroadcastExchange #6
WholeStageCodegen (3)
Project [hd_demo_sk]
Filter [hd_vehicle_count,hd_buy_potential,hd_dep_count,hd_demo_sk]
Filter [hd_vehicle_count,hd_dep_count,hd_buy_potential,hd_demo_sk]
ColumnarToRow
InputAdapter
Scan parquet default.household_demographics [hd_demo_sk,hd_buy_potential,hd_dep_count,hd_vehicle_count]
Expand Down
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