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[SPARK-22548][SQL] Incorrect nested AND expression pushed down to JDBC data source #19776
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@@ -497,7 +497,19 @@ object DataSourceStrategy { | |
| Some(sources.IsNotNull(a.name)) | ||
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| case expressions.And(left, right) => | ||
| (translateFilter(left) ++ translateFilter(right)).reduceOption(sources.And) | ||
| // See SPARK-12218 for detailed discussion | ||
| // It is not safe to just convert one side if we do not understand the | ||
| // other side. Here is an example used to explain the reason. | ||
| // Let's say we have (a = 2 AND trim(b) = 'blah') OR (c > 0) | ||
| // and we do not understand how to convert trim(b) = 'blah'. | ||
| // If we only convert a = 2, we will end up with | ||
| // (a = 2) OR (c > 0), which will generate wrong results. | ||
| // Pushing one leg of AND down is only safe to do at the top level. | ||
| // You can see ParquetFilters' createFilter for more details. | ||
| for { | ||
| leftFilter <- translateFilter(left) | ||
| rightFilter <- translateFilter(right) | ||
| } yield sources.And(leftFilter, rightFilter) | ||
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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. do we still need SPARK-12218 after this?
Contributor
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. I would think so. SPARK-12218 put fixes into So this PR does help all data sources to get the correct set of push down predicates. Without this PR we simply got lucky with Parquet and ORC in terms of result correctness because 1) it looks like we always apply JDBC data source does not always come with
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. We do not need to clean up the codes in this PR. Let us minimize the code changes and it can simplify the backport.
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. Although Catalyst predicate expressions are all converted to |
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| case expressions.Or(left, right) => | ||
| for { | ||
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| @@ -0,0 +1,231 @@ | ||
| /* | ||
| * 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.execution.datasources | ||
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| import org.apache.spark.sql.catalyst.dsl.expressions._ | ||
| import org.apache.spark.sql.catalyst.expressions._ | ||
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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. As you import Because you always write
Contributor
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. Thanks for the suggestion. Fixed. |
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| import org.apache.spark.sql.catalyst.plans.PlanTest | ||
| import org.apache.spark.sql.sources | ||
| import org.apache.spark.sql.test.SharedSQLContext | ||
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| class DataSourceStrategySuite extends PlanTest with SharedSQLContext { | ||
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| test("translate simple expression") { | ||
| val attrInt = 'cint.int | ||
| val attrStr = 'cstr.string | ||
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| testTranslateFilter(EqualTo(attrInt, 1), Some(sources.EqualTo("cint", 1))) | ||
| testTranslateFilter(EqualTo(1, attrInt), Some(sources.EqualTo("cint", 1))) | ||
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| testTranslateFilter(EqualNullSafe(attrStr, Literal(null)), | ||
| Some(sources.EqualNullSafe("cstr", null))) | ||
| testTranslateFilter(EqualNullSafe(Literal(null), attrStr), | ||
| Some(sources.EqualNullSafe("cstr", null))) | ||
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| testTranslateFilter(GreaterThan(attrInt, 1), Some(sources.GreaterThan("cint", 1))) | ||
| testTranslateFilter(GreaterThan(1, attrInt), Some(sources.LessThan("cint", 1))) | ||
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| testTranslateFilter(LessThan(attrInt, 1), Some(sources.LessThan("cint", 1))) | ||
| testTranslateFilter(LessThan(1, attrInt), Some(sources.GreaterThan("cint", 1))) | ||
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| testTranslateFilter(GreaterThanOrEqual(attrInt, 1), Some(sources.GreaterThanOrEqual("cint", 1))) | ||
| testTranslateFilter(GreaterThanOrEqual(1, attrInt), Some(sources.LessThanOrEqual("cint", 1))) | ||
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| testTranslateFilter(LessThanOrEqual(attrInt, 1), Some(sources.LessThanOrEqual("cint", 1))) | ||
| testTranslateFilter(LessThanOrEqual(1, attrInt), Some(sources.GreaterThanOrEqual("cint", 1))) | ||
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| testTranslateFilter(InSet(attrInt, Set(1, 2, 3)), Some(sources.In("cint", Array(1, 2, 3)))) | ||
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| testTranslateFilter(In(attrInt, Seq(1, 2, 3)), Some(sources.In("cint", Array(1, 2, 3)))) | ||
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| testTranslateFilter(IsNull(attrInt), Some(sources.IsNull("cint"))) | ||
| testTranslateFilter(IsNotNull(attrInt), Some(sources.IsNotNull("cint"))) | ||
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| // cint > 1 AND cint < 10 | ||
| testTranslateFilter(And( | ||
| GreaterThan(attrInt, 1), | ||
| LessThan(attrInt, 10)), | ||
| Some(sources.And( | ||
| sources.GreaterThan("cint", 1), | ||
| sources.LessThan("cint", 10)))) | ||
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| // cint >= 8 OR cint <= 2 | ||
| testTranslateFilter(Or( | ||
| GreaterThanOrEqual(attrInt, 8), | ||
| LessThanOrEqual(attrInt, 2)), | ||
| Some(sources.Or( | ||
| sources.GreaterThanOrEqual("cint", 8), | ||
| sources.LessThanOrEqual("cint", 2)))) | ||
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| testTranslateFilter(Not(GreaterThanOrEqual(attrInt, 8)), | ||
| Some(sources.Not(sources.GreaterThanOrEqual("cint", 8)))) | ||
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| testTranslateFilter(StartsWith(attrStr, "a"), Some(sources.StringStartsWith("cstr", "a"))) | ||
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| testTranslateFilter(EndsWith(attrStr, "a"), Some(sources.StringEndsWith("cstr", "a"))) | ||
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| testTranslateFilter(Contains(attrStr, "a"), Some(sources.StringContains("cstr", "a"))) | ||
| } | ||
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| test("translate complex expression") { | ||
| val attrInt = 'cint.int | ||
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| // ABS(cint) - 2 = 1 | ||
| testTranslateFilter(LessThanOrEqual( | ||
| // Expressions are not supported | ||
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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. ?
Contributor
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. good catch @_@ fixed the typo. Thanks! |
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| // Functions such as 'Abs' are not supported | ||
| Subtract(Abs(attrInt), 2), 1), None) | ||
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| // (cin1 > 1 AND cint < 10) OR (cint > 50 AND cint > 100) | ||
| testTranslateFilter(Or( | ||
| And( | ||
| GreaterThan(attrInt, 1), | ||
| LessThan(attrInt, 10) | ||
| ), | ||
| And( | ||
| GreaterThan(attrInt, 50), | ||
| LessThan(attrInt, 100))), | ||
| Some(sources.Or( | ||
| sources.And( | ||
| sources.GreaterThan("cint", 1), | ||
| sources.LessThan("cint", 10)), | ||
| sources.And( | ||
| sources.GreaterThan("cint", 50), | ||
| sources.LessThan("cint", 100))))) | ||
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| // SPARK-22548 Incorrect nested AND expression pushed down to JDBC data source | ||
| // (cint > 1 AND ABS(cint) < 10) OR (cint < 50 AND cint > 100) | ||
| testTranslateFilter(Or( | ||
| And( | ||
| GreaterThan(attrInt, 1), | ||
| // Functions such as 'Abs' are not supported | ||
| LessThan(Abs(attrInt), 10) | ||
| ), | ||
| And( | ||
| GreaterThan(attrInt, 50), | ||
| LessThan(attrInt, 100))), None) | ||
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| // NOT ((cint <= 1 OR ABS(cint) >= 10) AND (cint <= 50 OR cint >= 100)) | ||
| testTranslateFilter(Not(And( | ||
| Or( | ||
| LessThanOrEqual(attrInt, 1), | ||
| // Functions such as 'Abs' are not supported | ||
| GreaterThanOrEqual(Abs(attrInt), 10) | ||
| ), | ||
| Or( | ||
| LessThanOrEqual(attrInt, 50), | ||
| GreaterThanOrEqual(attrInt, 100)))), None) | ||
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| // (cint = 1 OR cint = 10) OR (cint > 0 OR cint < -10) | ||
| testTranslateFilter(Or( | ||
| Or( | ||
| EqualTo(attrInt, 1), | ||
| EqualTo(attrInt, 10) | ||
| ), | ||
| Or( | ||
| GreaterThan(attrInt, 0), | ||
| LessThan(attrInt, -10))), | ||
| Some(sources.Or( | ||
| sources.Or( | ||
| sources.EqualTo("cint", 1), | ||
| sources.EqualTo("cint", 10)), | ||
| sources.Or( | ||
| sources.GreaterThan("cint", 0), | ||
| sources.LessThan("cint", -10))))) | ||
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| // (cint = 1 OR ABS(cint) = 10) OR (cint > 0 OR cint < -10) | ||
| testTranslateFilter(Or( | ||
| Or( | ||
| EqualTo(attrInt, 1), | ||
| // Functions such as 'Abs' are not supported | ||
| EqualTo(Abs(attrInt), 10) | ||
| ), | ||
| Or( | ||
| GreaterThan(attrInt, 0), | ||
| LessThan(attrInt, -10))), None) | ||
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| // In end-to-end testing, conjunctive predicate should has been split | ||
| // before reaching DataSourceStrategy.translateFilter. | ||
| // This is for UT purpose to test each [[case]]. | ||
| // (cint > 1 AND cint < 10) AND (cint = 6 AND cint IS NOT NULL) | ||
| testTranslateFilter(And( | ||
| And( | ||
| GreaterThan(attrInt, 1), | ||
| LessThan(attrInt, 10) | ||
| ), | ||
| And( | ||
| EqualTo(attrInt, 6), | ||
| IsNotNull(attrInt))), | ||
| Some(sources.And( | ||
| sources.And( | ||
| sources.GreaterThan("cint", 1), | ||
| sources.LessThan("cint", 10)), | ||
| sources.And( | ||
| sources.EqualTo("cint", 6), | ||
| sources.IsNotNull("cint"))))) | ||
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| // (cint > 1 AND cint < 10) AND (ABS(cint) = 6 AND cint IS NOT NULL) | ||
| testTranslateFilter(And( | ||
| And( | ||
| GreaterThan(attrInt, 1), | ||
| LessThan(attrInt, 10) | ||
| ), | ||
| And( | ||
| // Functions such as 'Abs' are not supported | ||
| EqualTo(Abs(attrInt), 6), | ||
| IsNotNull(attrInt))), None) | ||
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| // (cint > 1 OR cint < 10) AND (cint = 6 OR cint IS NOT NULL) | ||
| testTranslateFilter(And( | ||
| Or( | ||
| GreaterThan(attrInt, 1), | ||
| LessThan(attrInt, 10) | ||
| ), | ||
| Or( | ||
| EqualTo(attrInt, 6), | ||
| IsNotNull(attrInt))), | ||
| Some(sources.And( | ||
| sources.Or( | ||
| sources.GreaterThan("cint", 1), | ||
| sources.LessThan("cint", 10)), | ||
| sources.Or( | ||
| sources.EqualTo("cint", 6), | ||
| sources.IsNotNull("cint"))))) | ||
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| // (cint > 1 OR cint < 10) AND (cint = 6 OR cint IS NOT NULL) | ||
| testTranslateFilter(And( | ||
| Or( | ||
| GreaterThan(attrInt, 1), | ||
| LessThan(attrInt, 10) | ||
| ), | ||
| Or( | ||
| // Functions such as 'Abs' are not supported | ||
| EqualTo(Abs(attrInt), 6), | ||
| IsNotNull(attrInt))), None) | ||
| } | ||
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| /** | ||
| * Translate the given Catalyst [[Expression]] into data source [[sources.Filter]] | ||
| * then verify against the given [[sources.Filter]]. | ||
| */ | ||
| def testTranslateFilter(catalystFilter: Expression, result: Option[sources.Filter]): Unit = { | ||
| assertResult(result) { | ||
| DataSourceStrategy.translateFilter(catalystFilter) | ||
| } | ||
| } | ||
| } | ||
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Let's add a small comment like the PR you pointed out.
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Sure. Will do. Thanks.
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Yeah. Follow what @yhuai wrote in the PR https://github.com/apache/spark/pull/10362/files
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Thanks. Just did that as you suggested.