Github user tejasapatil commented on a diff in the pull request:
https://github.com/apache/spark/pull/16909#discussion_r101201086
--- Diff:
sql/core/src/main/scala/org/apache/spark/sql/execution/ExternalAppendOnlyUnsafeRowArray.scala
---
@@ -0,0 +1,218 @@
+/*
+ * 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.execution
+
+import java.util.ConcurrentModificationException
+
+import scala.collection.mutable.ArrayBuffer
+
+import org.apache.spark.{SparkEnv, TaskContext}
+import org.apache.spark.internal.Logging
+import org.apache.spark.sql.catalyst.expressions.UnsafeRow
+import
org.apache.spark.sql.execution.ExternalAppendOnlyUnsafeRowArray.DefaultInitialSizeOfInMemoryBuffer
+import org.apache.spark.util.collection.unsafe.sort.{UnsafeExternalSorter,
UnsafeSorterIterator}
+
+/**
+ * An append-only array for [[UnsafeRow]]s that spills content to disk
when there a predefined
+ * threshold of rows is reached.
+ *
+ * Setting spill threshold faces following trade-off:
+ *
+ * - If the spill threshold is too high, the in-memory array may occupy
more memory than is
+ * available, resulting in OOM.
+ * - If the spill threshold is too low, we spill frequently and incur
unnecessary disk writes.
+ * This may lead to a performance regression compared to the normal case
of using an
+ * [[ArrayBuffer]] or [[Array]].
+ */
+private[sql] class ExternalAppendOnlyUnsafeRowArray(numRowsSpillThreshold:
Int) extends Logging {
+ private val initialSizeOfInMemoryBuffer =
+ Math.min(DefaultInitialSizeOfInMemoryBuffer, numRowsSpillThreshold)
+
+ private val inMemoryBuffer = new
ArrayBuffer[UnsafeRow](initialSizeOfInMemoryBuffer)
+
+ private var spillableArray: UnsafeExternalSorter = _
+ private var numRows = 0
+
+ // A counter to keep track of total modifications done to this array
since its creation.
+ // This helps to invalidate iterators when there are changes done to the
backing array.
+ private var modificationsCount: Long = 0
+
+ private var numFieldsPerRow = 0
+
+ def length: Int = numRows
+
+ def isEmpty: Boolean = numRows == 0
+
+ /**
+ * Clears up resources (eg. memory) held by the backing storage
+ */
+ def clear(): Unit = {
+ if (spillableArray != null) {
+ // The last `spillableArray` of this task will be cleaned up via
task completion listener
+ // inside `UnsafeExternalSorter`
+ spillableArray.cleanupResources()
+ spillableArray = null
+ } else {
+ inMemoryBuffer.clear()
+ }
+ numFieldsPerRow = 0
+ numRows = 0
+ modificationsCount += 1
+ }
+
+ def add(unsafeRow: UnsafeRow): Unit = {
+ if (numRows < numRowsSpillThreshold) {
+ inMemoryBuffer += unsafeRow.copy()
+ } else {
+ if (spillableArray == null) {
+ logInfo(s"Reached spill threshold of $numRowsSpillThreshold rows,
switching to " +
+ s"${classOf[UnsafeExternalSorter].getName}")
+
+ // We will not sort the rows, so prefixComparator and
recordComparator are null
+ spillableArray = UnsafeExternalSorter.create(
+ TaskContext.get().taskMemoryManager(),
+ SparkEnv.get.blockManager,
+ SparkEnv.get.serializerManager,
+ TaskContext.get(),
+ null,
+ null,
+ if (numRowsSpillThreshold > 2) numRowsSpillThreshold / 2 else 1,
+ SparkEnv.get.memoryManager.pageSizeBytes,
+ numRowsSpillThreshold,
+ false)
+
+ inMemoryBuffer.foreach(existingUnsafeRow =>
+ spillableArray.insertRecord(
+ existingUnsafeRow.getBaseObject,
+ existingUnsafeRow.getBaseOffset,
+ existingUnsafeRow.getSizeInBytes,
+ 0,
+ false)
+ )
+ inMemoryBuffer.clear()
+ numFieldsPerRow = unsafeRow.numFields()
+ }
+
+ spillableArray.insertRecord(
+ unsafeRow.getBaseObject,
+ unsafeRow.getBaseOffset,
+ unsafeRow.getSizeInBytes,
+ 0,
+ false)
+ }
+
+ numRows += 1
+ modificationsCount += 1
+ }
+
+ /**
+ * Creates an [[Iterator]] for the current rows in the array starting
from a user provided index
+ *
+ * If there are subsequent [[add()]] or [[clear()]] calls made on this
array after creation of
+ * the iterator, then the iterator is invalidated thus saving clients
from thinking that they
+ * have read all the data while there were new rows added to this array.
+ */
+ def generateIterator(startIndex: Int): Iterator[UnsafeRow] = {
+ if (startIndex < 0 || (numRows > 0 && startIndex > numRows)) {
+ throw new ArrayIndexOutOfBoundsException(
+ "Invalid `startIndex` provided for generating iterator over the
array. " +
+ s"Total elements: $numRows, requested `startIndex`: $startIndex")
+ }
+
+ if (spillableArray == null) {
+ new InMemoryBufferIterator(startIndex)
+ } else {
+ new SpillableArrayIterator(spillableArray.getIterator,
numFieldsPerRow, startIndex)
+ }
+ }
+
+ def generateIterator(): Iterator[UnsafeRow] = generateIterator(0)
--- End diff --
self review : will change this to `generateIterator(startIndex = 0)`
---
If your project is set up for it, you can reply to this email and have your
reply appear on GitHub as well. If your project does not have this feature
enabled and wishes so, or if the feature is enabled but not working, please
contact infrastructure at [email protected] or file a JIRA ticket
with INFRA.
---
---------------------------------------------------------------------
To unsubscribe, e-mail: [email protected]
For additional commands, e-mail: [email protected]