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[SPARK-22092] Reallocation in OffHeapColumnVector.reserveInternal cor…
…rupts struct and array data `OffHeapColumnVector.reserveInternal()` will only copy already inserted values during reallocation if `data != null`. In vectors containing arrays or structs this is incorrect, since there field `data` is not used at all. We need to check `nulls` instead. Adds new tests to `ColumnVectorSuite` that reproduce the errors. Author: Ala Luszczak <[email protected]> Closes #19308 from ala/vector-realloc. (cherry picked from commit d2b2932) Signed-off-by: Ala Luszczak <[email protected]>
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sql/core/src/test/scala/org/apache/spark/sql/execution/vectorized/ColumnVectorSuite.scala
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/* | ||
* 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.vectorized | ||
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import org.scalatest.BeforeAndAfterEach | ||
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import org.apache.spark.SparkFunSuite | ||
import org.apache.spark.sql.catalyst.util.ArrayData | ||
import org.apache.spark.sql.types._ | ||
import org.apache.spark.unsafe.types.UTF8String | ||
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class ColumnVectorSuite extends SparkFunSuite with BeforeAndAfterEach { | ||
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var testVector: ColumnVector = _ | ||
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private def allocate(capacity: Int, dt: DataType): ColumnVector = { | ||
new OnHeapColumnVector(capacity, dt) | ||
} | ||
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override def afterEach(): Unit = { | ||
testVector.close() | ||
} | ||
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test("boolean") { | ||
testVector = allocate(10, BooleanType) | ||
(0 until 10).foreach { i => | ||
testVector.appendBoolean(i % 2 == 0) | ||
} | ||
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val array = new ColumnVector.Array(testVector) | ||
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(0 until 10).foreach { i => | ||
assert(array.getBoolean(i) === (i % 2 == 0)) | ||
} | ||
} | ||
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test("byte") { | ||
testVector = allocate(10, ByteType) | ||
(0 until 10).foreach { i => | ||
testVector.appendByte(i.toByte) | ||
} | ||
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val array = new ColumnVector.Array(testVector) | ||
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(0 until 10).foreach { i => | ||
assert(array.getByte(i) === (i.toByte)) | ||
} | ||
} | ||
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test("short") { | ||
testVector = allocate(10, ShortType) | ||
(0 until 10).foreach { i => | ||
testVector.appendShort(i.toShort) | ||
} | ||
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val array = new ColumnVector.Array(testVector) | ||
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(0 until 10).foreach { i => | ||
assert(array.getShort(i) === (i.toShort)) | ||
} | ||
} | ||
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test("int") { | ||
testVector = allocate(10, IntegerType) | ||
(0 until 10).foreach { i => | ||
testVector.appendInt(i) | ||
} | ||
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val array = new ColumnVector.Array(testVector) | ||
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(0 until 10).foreach { i => | ||
assert(array.getInt(i) === i) | ||
} | ||
} | ||
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test("long") { | ||
testVector = allocate(10, LongType) | ||
(0 until 10).foreach { i => | ||
testVector.appendLong(i) | ||
} | ||
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val array = new ColumnVector.Array(testVector) | ||
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(0 until 10).foreach { i => | ||
assert(array.getLong(i) === i) | ||
} | ||
} | ||
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test("float") { | ||
testVector = allocate(10, FloatType) | ||
(0 until 10).foreach { i => | ||
testVector.appendFloat(i.toFloat) | ||
} | ||
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val array = new ColumnVector.Array(testVector) | ||
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(0 until 10).foreach { i => | ||
assert(array.getFloat(i) === i.toFloat) | ||
} | ||
} | ||
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test("double") { | ||
testVector = allocate(10, DoubleType) | ||
(0 until 10).foreach { i => | ||
testVector.appendDouble(i.toDouble) | ||
} | ||
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val array = new ColumnVector.Array(testVector) | ||
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(0 until 10).foreach { i => | ||
assert(array.getDouble(i) === i.toDouble) | ||
} | ||
} | ||
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test("string") { | ||
testVector = allocate(10, StringType) | ||
(0 until 10).map { i => | ||
val utf8 = s"str$i".getBytes("utf8") | ||
testVector.appendByteArray(utf8, 0, utf8.length) | ||
} | ||
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val array = new ColumnVector.Array(testVector) | ||
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(0 until 10).foreach { i => | ||
assert(array.getUTF8String(i) === UTF8String.fromString(s"str$i")) | ||
} | ||
} | ||
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test("binary") { | ||
testVector = allocate(10, BinaryType) | ||
(0 until 10).map { i => | ||
val utf8 = s"str$i".getBytes("utf8") | ||
testVector.appendByteArray(utf8, 0, utf8.length) | ||
} | ||
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val array = new ColumnVector.Array(testVector) | ||
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(0 until 10).foreach { i => | ||
val utf8 = s"str$i".getBytes("utf8") | ||
assert(array.getBinary(i) === utf8) | ||
} | ||
} | ||
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test("array") { | ||
val arrayType = ArrayType(IntegerType, true) | ||
testVector = allocate(10, arrayType) | ||
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val data = testVector.arrayData() | ||
var i = 0 | ||
while (i < 6) { | ||
data.putInt(i, i) | ||
i += 1 | ||
} | ||
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// Populate it with arrays [0], [1, 2], [], [3, 4, 5] | ||
testVector.putArray(0, 0, 1) | ||
testVector.putArray(1, 1, 2) | ||
testVector.putArray(2, 3, 0) | ||
testVector.putArray(3, 3, 3) | ||
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val array = new ColumnVector.Array(testVector) | ||
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assert(array.getArray(0).toIntArray() === Array(0)) | ||
assert(array.getArray(1).asInstanceOf[ArrayData].toIntArray() === Array(1, 2)) | ||
assert(array.getArray(2).asInstanceOf[ArrayData].toIntArray() === Array.empty[Int]) | ||
assert(array.getArray(3).asInstanceOf[ArrayData].toIntArray() === Array(3, 4, 5)) | ||
} | ||
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test("struct") { | ||
val schema = new StructType().add("int", IntegerType).add("double", DoubleType) | ||
testVector = allocate(10, schema) | ||
val c1 = testVector.getChildColumn(0) | ||
val c2 = testVector.getChildColumn(1) | ||
c1.putInt(0, 123) | ||
c2.putDouble(0, 3.45) | ||
c1.putInt(1, 456) | ||
c2.putDouble(1, 5.67) | ||
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val array = new ColumnVector.Array(testVector) | ||
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assert(array.getStruct(0, 2).asInstanceOf[ColumnarBatch.Row].getInt(0) === 123) | ||
assert(array.getStruct(0, 2).asInstanceOf[ColumnarBatch.Row].getDouble(1) === 3.45) | ||
assert(array.getStruct(1, 2).asInstanceOf[ColumnarBatch.Row].getInt(0) === 456) | ||
assert(array.getStruct(1, 2).asInstanceOf[ColumnarBatch.Row].getDouble(1) === 5.67) | ||
} | ||
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test("[SPARK-22092] off-heap column vector reallocation corrupts array data") { | ||
val arrayType = ArrayType(IntegerType, true) | ||
testVector = new OffHeapColumnVector(8, arrayType) | ||
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val data = testVector.arrayData() | ||
(0 until 8).foreach(i => data.putInt(i, i)) | ||
(0 until 8).foreach(i => testVector.putArray(i, i, 1)) | ||
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// Increase vector's capacity and reallocate the data to new bigger buffers. | ||
testVector.reserve(16) | ||
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// Check that none of the values got lost/overwritten. | ||
val array = new ColumnVector.Array(testVector) | ||
(0 until 8).foreach { i => | ||
assert(array.getArray(i).toIntArray() === Array(i)) | ||
} | ||
} | ||
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test("[SPARK-22092] off-heap column vector reallocation corrupts struct nullability") { | ||
val structType = new StructType().add("int", IntegerType).add("double", DoubleType) | ||
testVector = new OffHeapColumnVector(8, structType) | ||
(0 until 8).foreach(i => if (i % 2 == 0) testVector.putNull(i) else testVector.putNotNull(i)) | ||
testVector.reserve(16) | ||
(0 until 8).foreach(i => assert(testVector.isNullAt(i) == (i % 2 == 0))) | ||
} | ||
} |