From 22be2ae147a111e88896f6fb42ed46bbf108a99b Mon Sep 17 00:00:00 2001 From: Cheng Lian <lian@databricks.com> Date: Fri, 18 Sep 2015 18:42:20 -0700 Subject: [PATCH] [SPARK-10623] [SQL] Fixes ORC predicate push-down When pushing down a leaf predicate, ORC `SearchArgument` builder requires an extra "parent" predicate (any one among `AND`/`OR`/`NOT`) to wrap the leaf predicate. E.g., to push down `a < 1`, we must build `AND(a < 1)` instead. Fortunately, when actually constructing the `SearchArgument`, the builder will eliminate all those unnecessary wrappers. This PR is based on #8783 authored by zhzhan. I also took the chance to simply `OrcFilters` a little bit to improve readability. Author: Cheng Lian <lian@databricks.com> Closes #8799 from liancheng/spark-10623/fix-orc-ppd. --- .../spark/sql/hive/orc/OrcFilters.scala | 56 ++++++++----------- .../spark/sql/hive/orc/OrcQuerySuite.scala | 30 ++++++++++ 2 files changed, 52 insertions(+), 34 deletions(-) diff --git a/sql/hive/src/main/scala/org/apache/spark/sql/hive/orc/OrcFilters.scala b/sql/hive/src/main/scala/org/apache/spark/sql/hive/orc/OrcFilters.scala index b3d9f7f71a..27193f54d3 100644 --- a/sql/hive/src/main/scala/org/apache/spark/sql/hive/orc/OrcFilters.scala +++ b/sql/hive/src/main/scala/org/apache/spark/sql/hive/orc/OrcFilters.scala @@ -31,11 +31,13 @@ import org.apache.spark.sql.sources._ * and cannot be used anymore. */ private[orc] object OrcFilters extends Logging { - def createFilter(expr: Array[Filter]): Option[SearchArgument] = { - expr.reduceOption(And).flatMap { conjunction => - val builder = SearchArgumentFactory.newBuilder() - buildSearchArgument(conjunction, builder).map(_.build()) - } + def createFilter(filters: Array[Filter]): Option[SearchArgument] = { + for { + // Combines all filters with `And`s to produce a single conjunction predicate + conjunction <- filters.reduceOption(And) + // Then tries to build a single ORC `SearchArgument` for the conjunction predicate + builder <- buildSearchArgument(conjunction, SearchArgumentFactory.newBuilder()) + } yield builder.build() } private def buildSearchArgument(expression: Filter, builder: Builder): Option[Builder] = { @@ -102,46 +104,32 @@ private[orc] object OrcFilters extends Logging { negate <- buildSearchArgument(child, builder.startNot()) } yield negate.end() - case EqualTo(attribute, value) => - Option(value) - .filter(isSearchableLiteral) - .map(builder.equals(attribute, _)) + case EqualTo(attribute, value) if isSearchableLiteral(value) => + Some(builder.startAnd().equals(attribute, value).end()) - case EqualNullSafe(attribute, value) => - Option(value) - .filter(isSearchableLiteral) - .map(builder.nullSafeEquals(attribute, _)) + case EqualNullSafe(attribute, value) if isSearchableLiteral(value) => + Some(builder.startAnd().nullSafeEquals(attribute, value).end()) - case LessThan(attribute, value) => - Option(value) - .filter(isSearchableLiteral) - .map(builder.lessThan(attribute, _)) + case LessThan(attribute, value) if isSearchableLiteral(value) => + Some(builder.startAnd().lessThan(attribute, value).end()) - case LessThanOrEqual(attribute, value) => - Option(value) - .filter(isSearchableLiteral) - .map(builder.lessThanEquals(attribute, _)) + case LessThanOrEqual(attribute, value) if isSearchableLiteral(value) => + Some(builder.startAnd().lessThanEquals(attribute, value).end()) - case GreaterThan(attribute, value) => - Option(value) - .filter(isSearchableLiteral) - .map(builder.startNot().lessThanEquals(attribute, _).end()) + case GreaterThan(attribute, value) if isSearchableLiteral(value) => + Some(builder.startNot().lessThanEquals(attribute, value).end()) - case GreaterThanOrEqual(attribute, value) => - Option(value) - .filter(isSearchableLiteral) - .map(builder.startNot().lessThan(attribute, _).end()) + case GreaterThanOrEqual(attribute, value) if isSearchableLiteral(value) => + Some(builder.startNot().lessThan(attribute, value).end()) case IsNull(attribute) => - Some(builder.isNull(attribute)) + Some(builder.startAnd().isNull(attribute).end()) case IsNotNull(attribute) => Some(builder.startNot().isNull(attribute).end()) - case In(attribute, values) => - Option(values) - .filter(_.forall(isSearchableLiteral)) - .map(builder.in(attribute, _)) + case In(attribute, values) if values.forall(isSearchableLiteral) => + Some(builder.startAnd().in(attribute, values.map(_.asInstanceOf[AnyRef]): _*).end()) case _ => None } diff --git a/sql/hive/src/test/scala/org/apache/spark/sql/hive/orc/OrcQuerySuite.scala b/sql/hive/src/test/scala/org/apache/spark/sql/hive/orc/OrcQuerySuite.scala index 8bc33fcf5d..5eb39b1129 100644 --- a/sql/hive/src/test/scala/org/apache/spark/sql/hive/orc/OrcQuerySuite.scala +++ b/sql/hive/src/test/scala/org/apache/spark/sql/hive/orc/OrcQuerySuite.scala @@ -344,4 +344,34 @@ class OrcQuerySuite extends QueryTest with BeforeAndAfterAll with OrcTest { } } } + + test("SPARK-10623 Enable ORC PPD") { + withTempPath { dir => + withSQLConf(SQLConf.ORC_FILTER_PUSHDOWN_ENABLED.key -> "true") { + import testImplicits._ + + val path = dir.getCanonicalPath + sqlContext.range(10).coalesce(1).write.orc(path) + val df = sqlContext.read.orc(path) + + def checkPredicate(pred: Column, answer: Seq[Long]): Unit = { + checkAnswer(df.where(pred), answer.map(Row(_))) + } + + checkPredicate('id === 5, Seq(5L)) + checkPredicate('id <=> 5, Seq(5L)) + checkPredicate('id < 5, 0L to 4L) + checkPredicate('id <= 5, 0L to 5L) + checkPredicate('id > 5, 6L to 9L) + checkPredicate('id >= 5, 5L to 9L) + checkPredicate('id.isNull, Seq.empty[Long]) + checkPredicate('id.isNotNull, 0L to 9L) + checkPredicate('id.isin(1L, 3L, 5L), Seq(1L, 3L, 5L)) + checkPredicate('id > 0 && 'id < 3, 1L to 2L) + checkPredicate('id < 1 || 'id > 8, Seq(0L, 9L)) + checkPredicate(!('id > 3), 0L to 3L) + checkPredicate(!('id > 0 && 'id < 3), Seq(0L) ++ (3L to 9L)) + } + } + } } -- GitLab