-
Notifications
You must be signed in to change notification settings - Fork 28.5k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
[SPARK-4798][SQL] A new set of Parquet testing API and test suites
This PR provides a set Parquet testing API (see trait `ParquetTest`) that enables developers to write more concise test cases. A new set of Parquet test suites built upon this API are added and aim to replace the old `ParquetQuerySuite`. To avoid potential merge conflicts, old testing code are not removed yet. The following classes can be safely removed after most Parquet related PRs are handled: - `ParquetQuerySuite` - `ParquetTestData` <!-- Reviewable:start --> [<img src="https://reviewable.io/review_button.png" height=40 alt="Review on Reviewable"/>](https://reviewable.io/reviews/apache/spark/3644) <!-- Reviewable:end --> Author: Cheng Lian <[email protected]> Closes #3644 from liancheng/parquet-tests and squashes the following commits: 800e745 [Cheng Lian] Enforces ordering of test output 3bb8731 [Cheng Lian] Refactors HiveParquetSuite aa2cb2e [Cheng Lian] Decouples ParquetTest and TestSQLContext 7b43a68 [Cheng Lian] Updates ParquetTest Scaladoc 7f07af0 [Cheng Lian] Adds a new set of Parquet test suites
- Loading branch information
Showing
8 changed files
with
989 additions
and
81 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
127 changes: 127 additions & 0 deletions
127
sql/core/src/main/scala/org/apache/spark/sql/parquet/ParquetTest.scala
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,127 @@ | ||
/* | ||
* 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.parquet | ||
|
||
import java.io.File | ||
|
||
import scala.reflect.ClassTag | ||
import scala.reflect.runtime.universe.TypeTag | ||
import scala.util.Try | ||
|
||
import org.apache.spark.sql.{SQLContext, SchemaRDD} | ||
import org.apache.spark.sql.catalyst.util | ||
import org.apache.spark.util.Utils | ||
|
||
/** | ||
* A helper trait that provides convenient facilities for Parquet testing. | ||
* | ||
* NOTE: Considering classes `Tuple1` ... `Tuple22` all extend `Product`, it would be more | ||
* convenient to use tuples rather than special case classes when writing test cases/suites. | ||
* Especially, `Tuple1.apply` can be used to easily wrap a single type/value. | ||
*/ | ||
trait ParquetTest { | ||
val sqlContext: SQLContext | ||
|
||
import sqlContext._ | ||
|
||
protected def configuration = sparkContext.hadoopConfiguration | ||
|
||
/** | ||
* Sets all SQL configurations specified in `pairs`, calls `f`, and then restore all SQL | ||
* configurations. | ||
* | ||
* @todo Probably this method should be moved to a more general place | ||
*/ | ||
protected def withSQLConf(pairs: (String, String)*)(f: => Unit): Unit = { | ||
val (keys, values) = pairs.unzip | ||
val currentValues = keys.map(key => Try(getConf(key)).toOption) | ||
(keys, values).zipped.foreach(setConf) | ||
try f finally { | ||
keys.zip(currentValues).foreach { | ||
case (key, Some(value)) => setConf(key, value) | ||
case (key, None) => unsetConf(key) | ||
} | ||
} | ||
} | ||
|
||
/** | ||
* Generates a temporary path without creating the actual file/directory, then pass it to `f`. If | ||
* a file/directory is created there by `f`, it will be delete after `f` returns. | ||
* | ||
* @todo Probably this method should be moved to a more general place | ||
*/ | ||
protected def withTempPath(f: File => Unit): Unit = { | ||
val file = util.getTempFilePath("parquetTest").getCanonicalFile | ||
try f(file) finally if (file.exists()) Utils.deleteRecursively(file) | ||
} | ||
|
||
/** | ||
* Creates a temporary directory, which is then passed to `f` and will be deleted after `f` | ||
* returns. | ||
* | ||
* @todo Probably this method should be moved to a more general place | ||
*/ | ||
protected def withTempDir(f: File => Unit): Unit = { | ||
val dir = Utils.createTempDir().getCanonicalFile | ||
try f(dir) finally Utils.deleteRecursively(dir) | ||
} | ||
|
||
/** | ||
* Writes `data` to a Parquet file, which is then passed to `f` and will be deleted after `f` | ||
* returns. | ||
*/ | ||
protected def withParquetFile[T <: Product: ClassTag: TypeTag] | ||
(data: Seq[T]) | ||
(f: String => Unit): Unit = { | ||
withTempPath { file => | ||
sparkContext.parallelize(data).saveAsParquetFile(file.getCanonicalPath) | ||
f(file.getCanonicalPath) | ||
} | ||
} | ||
|
||
/** | ||
* Writes `data` to a Parquet file and reads it back as a SchemaRDD, which is then passed to `f`. | ||
* The Parquet file will be deleted after `f` returns. | ||
*/ | ||
protected def withParquetRDD[T <: Product: ClassTag: TypeTag] | ||
(data: Seq[T]) | ||
(f: SchemaRDD => Unit): Unit = { | ||
withParquetFile(data)(path => f(parquetFile(path))) | ||
} | ||
|
||
/** | ||
* Drops temporary table `tableName` after calling `f`. | ||
*/ | ||
protected def withTempTable(tableName: String)(f: => Unit): Unit = { | ||
try f finally dropTempTable(tableName) | ||
} | ||
|
||
/** | ||
* Writes `data` to a Parquet file, reads it back as a SchemaRDD and registers it as a temporary | ||
* table named `tableName`, then call `f`. The temporary table together with the Parquet file will | ||
* be dropped/deleted after `f` returns. | ||
*/ | ||
protected def withParquetTable[T <: Product: ClassTag: TypeTag] | ||
(data: Seq[T], tableName: String) | ||
(f: => Unit): Unit = { | ||
withParquetRDD(data) { rdd => | ||
rdd.registerTempTable(tableName) | ||
withTempTable(tableName)(f) | ||
} | ||
} | ||
} |
253 changes: 253 additions & 0 deletions
253
sql/core/src/test/scala/org/apache/spark/sql/parquet/ParquetFilterSuite.scala
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,253 @@ | ||
/* | ||
* 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.parquet | ||
|
||
import parquet.filter2.predicate.Operators._ | ||
import parquet.filter2.predicate.{FilterPredicate, Operators} | ||
|
||
import org.apache.spark.sql.catalyst.dsl.expressions._ | ||
import org.apache.spark.sql.catalyst.expressions.{Literal, Predicate, Row} | ||
import org.apache.spark.sql.test.TestSQLContext | ||
import org.apache.spark.sql.{QueryTest, SQLConf, SchemaRDD} | ||
|
||
/** | ||
* A test suite that tests Parquet filter2 API based filter pushdown optimization. | ||
* | ||
* Notice that `!(a cmp b)` are always transformed to its negated form `a cmp' b` by the | ||
* `BooleanSimplification` optimization rule whenever possible. As a result, predicate `!(a < 1)` | ||
* results a `GtEq` filter predicate rather than a `Not`. | ||
* | ||
* @todo Add test cases for `IsNull` and `IsNotNull` after merging PR #3367 | ||
*/ | ||
class ParquetFilterSuite extends QueryTest with ParquetTest { | ||
val sqlContext = TestSQLContext | ||
|
||
private def checkFilterPushdown( | ||
rdd: SchemaRDD, | ||
output: Seq[Symbol], | ||
predicate: Predicate, | ||
filterClass: Class[_ <: FilterPredicate], | ||
checker: (SchemaRDD, Any) => Unit, | ||
expectedResult: => Any): Unit = { | ||
withSQLConf(SQLConf.PARQUET_FILTER_PUSHDOWN_ENABLED -> "true") { | ||
val query = rdd.select(output.map(_.attr): _*).where(predicate) | ||
|
||
val maybeAnalyzedPredicate = query.queryExecution.executedPlan.collect { | ||
case plan: ParquetTableScan => plan.columnPruningPred | ||
}.flatten.reduceOption(_ && _) | ||
|
||
assert(maybeAnalyzedPredicate.isDefined) | ||
maybeAnalyzedPredicate.foreach { pred => | ||
val maybeFilter = ParquetFilters.createFilter(pred) | ||
assert(maybeFilter.isDefined, s"Couldn't generate filter predicate for $pred") | ||
maybeFilter.foreach(f => assert(f.getClass === filterClass)) | ||
} | ||
|
||
checker(query, expectedResult) | ||
} | ||
} | ||
|
||
private def checkFilterPushdown | ||
(rdd: SchemaRDD, output: Symbol*) | ||
(predicate: Predicate, filterClass: Class[_ <: FilterPredicate]) | ||
(expectedResult: => Any): Unit = { | ||
checkFilterPushdown(rdd, output, predicate, filterClass, checkAnswer _, expectedResult) | ||
} | ||
|
||
def checkBinaryFilterPushdown | ||
(rdd: SchemaRDD, output: Symbol*) | ||
(predicate: Predicate, filterClass: Class[_ <: FilterPredicate]) | ||
(expectedResult: => Any): Unit = { | ||
def checkBinaryAnswer(rdd: SchemaRDD, result: Any): Unit = { | ||
val actual = rdd.map(_.getAs[Array[Byte]](0).mkString(",")).collect().toSeq | ||
val expected = result match { | ||
case s: Seq[_] => s.map(_.asInstanceOf[Row].getAs[Array[Byte]](0).mkString(",")) | ||
case s => Seq(s.asInstanceOf[Array[Byte]].mkString(",")) | ||
} | ||
assert(actual.sorted === expected.sorted) | ||
} | ||
checkFilterPushdown(rdd, output, predicate, filterClass, checkBinaryAnswer _, expectedResult) | ||
} | ||
|
||
test("filter pushdown - boolean") { | ||
withParquetRDD((true :: false :: Nil).map(Tuple1.apply)) { rdd => | ||
checkFilterPushdown(rdd, '_1)('_1 === true, classOf[Eq[java.lang.Boolean]])(true) | ||
checkFilterPushdown(rdd, '_1)('_1 !== true, classOf[Operators.Not])(false) | ||
} | ||
} | ||
|
||
test("filter pushdown - integer") { | ||
withParquetRDD((1 to 4).map(Tuple1.apply)) { rdd => | ||
checkFilterPushdown(rdd, '_1)('_1 === 1, classOf[Eq[Integer]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 !== 1, classOf[Operators.Not]) { | ||
(2 to 4).map(Row.apply(_)) | ||
} | ||
|
||
checkFilterPushdown(rdd, '_1)('_1 < 2, classOf[Lt [Integer]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 > 3, classOf[Gt [Integer]])(4) | ||
checkFilterPushdown(rdd, '_1)('_1 <= 1, classOf[LtEq[Integer]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 >= 4, classOf[GtEq[Integer]])(4) | ||
|
||
checkFilterPushdown(rdd, '_1)(Literal(1) === '_1, classOf[Eq [Integer]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(2) > '_1, classOf[Lt [Integer]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(3) < '_1, classOf[Gt [Integer]])(4) | ||
checkFilterPushdown(rdd, '_1)(Literal(1) >= '_1, classOf[LtEq[Integer]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(4) <= '_1, classOf[GtEq[Integer]])(4) | ||
|
||
checkFilterPushdown(rdd, '_1)(!('_1 < 4), classOf[Operators.GtEq[Integer]])(4) | ||
checkFilterPushdown(rdd, '_1)('_1 > 2 && '_1 < 4, classOf[Operators.And])(3) | ||
checkFilterPushdown(rdd, '_1)('_1 < 2 || '_1 > 3, classOf[Operators.Or]) { | ||
Seq(Row(1), Row(4)) | ||
} | ||
} | ||
} | ||
|
||
test("filter pushdown - long") { | ||
withParquetRDD((1 to 4).map(i => Tuple1.apply(i.toLong))) { rdd => | ||
checkFilterPushdown(rdd, '_1)('_1 === 1, classOf[Eq[java.lang.Long]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 !== 1, classOf[Operators.Not]) { | ||
(2 to 4).map(Row.apply(_)) | ||
} | ||
|
||
checkFilterPushdown(rdd, '_1)('_1 < 2, classOf[Lt [java.lang.Long]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 > 3, classOf[Gt [java.lang.Long]])(4) | ||
checkFilterPushdown(rdd, '_1)('_1 <= 1, classOf[LtEq[java.lang.Long]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 >= 4, classOf[GtEq[java.lang.Long]])(4) | ||
|
||
checkFilterPushdown(rdd, '_1)(Literal(1) === '_1, classOf[Eq [Integer]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(2) > '_1, classOf[Lt [java.lang.Long]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(3) < '_1, classOf[Gt [java.lang.Long]])(4) | ||
checkFilterPushdown(rdd, '_1)(Literal(1) >= '_1, classOf[LtEq[java.lang.Long]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(4) <= '_1, classOf[GtEq[java.lang.Long]])(4) | ||
|
||
checkFilterPushdown(rdd, '_1)(!('_1 < 4), classOf[Operators.GtEq[java.lang.Long]])(4) | ||
checkFilterPushdown(rdd, '_1)('_1 > 2 && '_1 < 4, classOf[Operators.And])(3) | ||
checkFilterPushdown(rdd, '_1)('_1 < 2 || '_1 > 3, classOf[Operators.Or]) { | ||
Seq(Row(1), Row(4)) | ||
} | ||
} | ||
} | ||
|
||
test("filter pushdown - float") { | ||
withParquetRDD((1 to 4).map(i => Tuple1.apply(i.toFloat))) { rdd => | ||
checkFilterPushdown(rdd, '_1)('_1 === 1, classOf[Eq[java.lang.Float]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 !== 1, classOf[Operators.Not]) { | ||
(2 to 4).map(Row.apply(_)) | ||
} | ||
|
||
checkFilterPushdown(rdd, '_1)('_1 < 2, classOf[Lt [java.lang.Float]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 > 3, classOf[Gt [java.lang.Float]])(4) | ||
checkFilterPushdown(rdd, '_1)('_1 <= 1, classOf[LtEq[java.lang.Float]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 >= 4, classOf[GtEq[java.lang.Float]])(4) | ||
|
||
checkFilterPushdown(rdd, '_1)(Literal(1) === '_1, classOf[Eq [Integer]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(2) > '_1, classOf[Lt [java.lang.Float]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(3) < '_1, classOf[Gt [java.lang.Float]])(4) | ||
checkFilterPushdown(rdd, '_1)(Literal(1) >= '_1, classOf[LtEq[java.lang.Float]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(4) <= '_1, classOf[GtEq[java.lang.Float]])(4) | ||
|
||
checkFilterPushdown(rdd, '_1)(!('_1 < 4), classOf[Operators.GtEq[java.lang.Float]])(4) | ||
checkFilterPushdown(rdd, '_1)('_1 > 2 && '_1 < 4, classOf[Operators.And])(3) | ||
checkFilterPushdown(rdd, '_1)('_1 < 2 || '_1 > 3, classOf[Operators.Or]) { | ||
Seq(Row(1), Row(4)) | ||
} | ||
} | ||
} | ||
|
||
test("filter pushdown - double") { | ||
withParquetRDD((1 to 4).map(i => Tuple1.apply(i.toDouble))) { rdd => | ||
checkFilterPushdown(rdd, '_1)('_1 === 1, classOf[Eq[java.lang.Double]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 !== 1, classOf[Operators.Not]) { | ||
(2 to 4).map(Row.apply(_)) | ||
} | ||
|
||
checkFilterPushdown(rdd, '_1)('_1 < 2, classOf[Lt [java.lang.Double]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 > 3, classOf[Gt [java.lang.Double]])(4) | ||
checkFilterPushdown(rdd, '_1)('_1 <= 1, classOf[LtEq[java.lang.Double]])(1) | ||
checkFilterPushdown(rdd, '_1)('_1 >= 4, classOf[GtEq[java.lang.Double]])(4) | ||
|
||
checkFilterPushdown(rdd, '_1)(Literal(1) === '_1, classOf[Eq[Integer]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(2) > '_1, classOf[Lt [java.lang.Double]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(3) < '_1, classOf[Gt [java.lang.Double]])(4) | ||
checkFilterPushdown(rdd, '_1)(Literal(1) >= '_1, classOf[LtEq[java.lang.Double]])(1) | ||
checkFilterPushdown(rdd, '_1)(Literal(4) <= '_1, classOf[GtEq[java.lang.Double]])(4) | ||
|
||
checkFilterPushdown(rdd, '_1)(!('_1 < 4), classOf[Operators.GtEq[java.lang.Double]])(4) | ||
checkFilterPushdown(rdd, '_1)('_1 > 2 && '_1 < 4, classOf[Operators.And])(3) | ||
checkFilterPushdown(rdd, '_1)('_1 < 2 || '_1 > 3, classOf[Operators.Or]) { | ||
Seq(Row(1), Row(4)) | ||
} | ||
} | ||
} | ||
|
||
test("filter pushdown - string") { | ||
withParquetRDD((1 to 4).map(i => Tuple1.apply(i.toString))) { rdd => | ||
checkFilterPushdown(rdd, '_1)('_1 === "1", classOf[Eq[String]])("1") | ||
checkFilterPushdown(rdd, '_1)('_1 !== "1", classOf[Operators.Not]) { | ||
(2 to 4).map(i => Row.apply(i.toString)) | ||
} | ||
|
||
checkFilterPushdown(rdd, '_1)('_1 < "2", classOf[Lt [java.lang.String]])("1") | ||
checkFilterPushdown(rdd, '_1)('_1 > "3", classOf[Gt [java.lang.String]])("4") | ||
checkFilterPushdown(rdd, '_1)('_1 <= "1", classOf[LtEq[java.lang.String]])("1") | ||
checkFilterPushdown(rdd, '_1)('_1 >= "4", classOf[GtEq[java.lang.String]])("4") | ||
|
||
checkFilterPushdown(rdd, '_1)(Literal("1") === '_1, classOf[Eq [java.lang.String]])("1") | ||
checkFilterPushdown(rdd, '_1)(Literal("2") > '_1, classOf[Lt [java.lang.String]])("1") | ||
checkFilterPushdown(rdd, '_1)(Literal("3") < '_1, classOf[Gt [java.lang.String]])("4") | ||
checkFilterPushdown(rdd, '_1)(Literal("1") >= '_1, classOf[LtEq[java.lang.String]])("1") | ||
checkFilterPushdown(rdd, '_1)(Literal("4") <= '_1, classOf[GtEq[java.lang.String]])("4") | ||
|
||
checkFilterPushdown(rdd, '_1)(!('_1 < "4"), classOf[Operators.GtEq[java.lang.String]])("4") | ||
checkFilterPushdown(rdd, '_1)('_1 > "2" && '_1 < "4", classOf[Operators.And])("3") | ||
checkFilterPushdown(rdd, '_1)('_1 < "2" || '_1 > "3", classOf[Operators.Or]) { | ||
Seq(Row("1"), Row("4")) | ||
} | ||
} | ||
} | ||
|
||
test("filter pushdown - binary") { | ||
implicit class IntToBinary(int: Int) { | ||
def b: Array[Byte] = int.toString.getBytes("UTF-8") | ||
} | ||
|
||
withParquetRDD((1 to 4).map(i => Tuple1.apply(i.b))) { rdd => | ||
checkBinaryFilterPushdown(rdd, '_1)('_1 === 1.b, classOf[Eq[Array[Byte]]])(1.b) | ||
checkBinaryFilterPushdown(rdd, '_1)('_1 !== 1.b, classOf[Operators.Not]) { | ||
(2 to 4).map(i => Row.apply(i.b)).toSeq | ||
} | ||
|
||
checkBinaryFilterPushdown(rdd, '_1)('_1 < 2.b, classOf[Lt [Array[Byte]]])(1.b) | ||
checkBinaryFilterPushdown(rdd, '_1)('_1 > 3.b, classOf[Gt [Array[Byte]]])(4.b) | ||
checkBinaryFilterPushdown(rdd, '_1)('_1 <= 1.b, classOf[LtEq[Array[Byte]]])(1.b) | ||
checkBinaryFilterPushdown(rdd, '_1)('_1 >= 4.b, classOf[GtEq[Array[Byte]]])(4.b) | ||
|
||
checkBinaryFilterPushdown(rdd, '_1)(Literal(1.b) === '_1, classOf[Eq [Array[Byte]]])(1.b) | ||
checkBinaryFilterPushdown(rdd, '_1)(Literal(2.b) > '_1, classOf[Lt [Array[Byte]]])(1.b) | ||
checkBinaryFilterPushdown(rdd, '_1)(Literal(3.b) < '_1, classOf[Gt [Array[Byte]]])(4.b) | ||
checkBinaryFilterPushdown(rdd, '_1)(Literal(1.b) >= '_1, classOf[LtEq[Array[Byte]]])(1.b) | ||
checkBinaryFilterPushdown(rdd, '_1)(Literal(4.b) <= '_1, classOf[GtEq[Array[Byte]]])(4.b) | ||
|
||
checkBinaryFilterPushdown(rdd, '_1)(!('_1 < 4.b), classOf[Operators.GtEq[Array[Byte]]])(4.b) | ||
checkBinaryFilterPushdown(rdd, '_1)('_1 > 2.b && '_1 < 4.b, classOf[Operators.And])(3.b) | ||
checkBinaryFilterPushdown(rdd, '_1)('_1 < 2.b || '_1 > 3.b, classOf[Operators.Or]) { | ||
Seq(Row(1.b), Row(4.b)) | ||
} | ||
} | ||
} | ||
} |
Oops, something went wrong.