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[SPARK-28169][SQL] Fix Partition table partition PushDown failed by "OR" expression #24973
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b47dce7
[SPARK-28169] extract predicate expression deeply
5bc19d4
resolve and deeply
4705fc2
fit scala style
b5e00a5
Fix problem of eslaped Or condition
e8a9b28
Add ExtractPartitionPredicates
55323ce
Fix scala stype
3e8085a
fix scalastyle
e383f64
Fix scala style
c65143d
Change method style
d791135
Add comment
6f81771
add ExtractPartitionPredicates to DataSourceStrategy
01386d3
remove return type since it's short
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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@@ -17,7 +17,7 @@ | |
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| package org.apache.spark.sql.catalyst.planning | ||
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| import scala.collection.mutable | ||
| import java.util.Locale | ||
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| import org.apache.spark.internal.Logging | ||
| import org.apache.spark.sql.AnalysisException | ||
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@@ -310,3 +310,97 @@ object PhysicalWindow { | |
| case _ => None | ||
| } | ||
| } | ||
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| /** | ||
| * Extract partition push down condition from ExpressionSet | ||
| * Since origin judge condition is | ||
| * { | ||
| * !expression.references.isEmpty && | ||
| * expression.references.subsetOf(partitionKeyIds) | ||
| * } | ||
| * | ||
| * This can only push down simple condition expression. | ||
| * Such as table: | ||
| * CREATE TABLE DEFAULT.PARTITION_TABLE( | ||
| * A STRING, | ||
| * B STRING) | ||
| * PARTITIONED BY(DT STRING) | ||
| * | ||
| * With SQL: | ||
| * SELECT A, B | ||
| * FROM DEFAULT.PARTITION_TABLE | ||
| * WHERE DT = 20190601 OR (DT = 20190602 AND C = "TEST") | ||
| * | ||
| * Where condition "DT = 20190601 OR (DT = 20190602 AND C = "TEST")" | ||
| * can't be pushed down since it's reference is not subsetOf partition cols | ||
| * [[ExtractPartitionPredicates]] is to help extract hided partition logic in Or expression. | ||
| * It will return Or( DT = 20190601 , DT = 20190602 ) for partition push down. | ||
| * | ||
| * For special Or condition such as : | ||
| * SELECT A, B | ||
| * FROM DEFAULT.PARTITION_TABLE | ||
| * WHERE DT = 20190601 OR (DT = 20190602 OR C = "TEST") | ||
| * | ||
| * It won't think it's a validate push down condition and return a empty expression set. | ||
| * | ||
| */ | ||
| object ExtractPartitionPredicates extends Logging { | ||
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| private type ReturnType = Seq[Expression] | ||
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| private def resolvePredicatesExpression(expr: Expression, | ||
| partitionKeyIds: AttributeSet): Expression = { | ||
| if (!expr.references.isEmpty && expr.references.subsetOf(partitionKeyIds)) { | ||
| expr | ||
| } else { | ||
| null | ||
| } | ||
| } | ||
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| private def constructBinaryOperators(left: Expression, | ||
| right: Expression, | ||
| op_type: String): Expression = { | ||
| op_type.toUpperCase(Locale.ROOT) match { | ||
| // When construct 'Or' predicate only when hist children is valid. | ||
| // If not, we will return null | ||
| case "OR" if left != null && right != null => Or(left, right) | ||
| // For 'And' expression , left and right constraints contradict each other. | ||
| // It's ok to return one side and both side | ||
| case "AND" if left != null || right != null => | ||
| if (left == null) { | ||
| right | ||
| } else if (right == null) { | ||
| left | ||
| } else { | ||
| And(left, right) | ||
| } | ||
| case _ => null | ||
| } | ||
| } | ||
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| private def resolveExpression(expr: Expression, partitionKeyIds: AttributeSet): Expression = { | ||
| expr match { | ||
| case And(left, right) => | ||
| constructBinaryOperators( | ||
| resolveExpression(left, partitionKeyIds), | ||
| resolveExpression(right, partitionKeyIds), | ||
| "and") | ||
| case or@Or(left, right) | ||
| // only Or's both left and right child have partition keys can be chose | ||
| // Not valid Or expression will be handled by [[resolvePredicatesExpression]] | ||
| // It will return null and destroy treetop 'Or' expression and return null | ||
| if or.children.forall(_.references.exists(ref => partitionKeyIds.contains(ref))) => | ||
| constructBinaryOperators( | ||
| resolveExpression(left, partitionKeyIds), | ||
| resolveExpression(right, partitionKeyIds), | ||
| "or") | ||
| case _ => resolvePredicatesExpression(expr, partitionKeyIds) | ||
| } | ||
| } | ||
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| def apply(predicates: Seq[Expression], | ||
| partitionKeyIds: AttributeSet): ReturnType = { | ||
| predicates.map(resolveExpression(_, partitionKeyIds)) | ||
| .filter(_ != null) | ||
| } | ||
| } | ||
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Let's be more clear about the approach here. We try to weaken a predicate so that it only refers to partition columns, by removing some branches in AND. Let's also mention the corner case when there is no partition column attribute in the predicate(we should return Nil in this case?).
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@cloud-fan
In this place it will return (DT = 20190601 OR DT = 20190602).
But this whole condition will still return to filter.
What I want to do is purely to avoid read unnecessary partitions. When this case we only read partition(dt=20190601 + dt=20190602), If we don't push down this, we will read all data.
In condition " (DT = 20190602 AND C = "TEST") ", DT = 20190602 is C = "TEST"'s precondition.
If the whole condition is DT = 20190601 OR (DT = 20190602 OR C = "TEST"). We should return null, since DT = 20190602 is not C = "TEST"'s constraint.
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@cloud-fan
In my code. coming predicate Set[Expression] has a potential AND logical.
For one Expression, it will be restricted by other same level Expression.
and :