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Add SizeTrackingAppendOnlyBuffer and tests
This buffer is supported by an underlying PrimitiveVector. It is to be used for unrolling partitions, so we can efficiently check the size of the in-memory buffer periodically. Note that the underlying buffer cannot be an existing implementation of a mutable Scala or Java collection. This is because we need to be exposed to when the underlying array is resized. Otherwise, size estimation may not be accurate.
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96 changes: 96 additions & 0 deletions
96
core/src/main/scala/org/apache/spark/util/collection/SizeTracker.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.util.collection | ||
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import scala.collection.mutable.ArrayBuffer | ||
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import org.apache.spark.util.SizeEstimator | ||
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/** | ||
* A general interface for collections that keeps track of its estimated size in bytes. | ||
* We sample with a slow exponential back-off using the SizeEstimator to amortize the time, | ||
* as each call to SizeEstimator can take a sizable amount of time (order of a few milliseconds). | ||
*/ | ||
private[spark] trait SizeTracker { | ||
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import SizeTracker._ | ||
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/** | ||
* Controls the base of the exponential which governs the rate of sampling. | ||
* E.g., a value of 2 would mean we sample at 1, 2, 4, 8, ... elements. | ||
*/ | ||
private val SAMPLE_GROWTH_RATE = 1.1 | ||
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/** All samples taken since last resetSamples(). Only the last two are used for extrapolation. */ | ||
private val samples = new ArrayBuffer[Sample] | ||
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/** The average number of bytes per update between our last two samples. */ | ||
private var bytesPerUpdate: Double = _ | ||
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/** Total number of insertions and updates into the map since the last resetSamples(). */ | ||
private var numUpdates: Long = _ | ||
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/** The value of 'numUpdates' at which we will take our next sample. */ | ||
private var nextSampleNum: Long = _ | ||
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resetSamples() | ||
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/** Called after the collection undergoes a dramatic change in size. */ | ||
protected def resetSamples(): Unit = { | ||
numUpdates = 1 | ||
nextSampleNum = 1 | ||
samples.clear() | ||
takeSample() | ||
} | ||
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/** Callback to be invoked after an update. */ | ||
protected def afterUpdate(): Unit = { | ||
numUpdates += 1 | ||
if (nextSampleNum == numUpdates) { | ||
takeSample() | ||
} | ||
} | ||
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/** Takes a new sample of the current collection's size. */ | ||
private def takeSample(): Unit = { | ||
samples += Sample(SizeEstimator.estimate(this), numUpdates) | ||
// Only use the last two samples to extrapolate | ||
if (samples.size > 2) { | ||
samples.remove(0) | ||
} | ||
val bytesDelta = samples.toSeq.reverse match { | ||
case latest :: previous :: tail => | ||
(latest.size - previous.size).toDouble / (latest.numUpdates - previous.numUpdates) | ||
// If fewer than 2 samples, assume no change | ||
case _ => 0 | ||
} | ||
bytesPerUpdate = math.max(0, bytesDelta) | ||
nextSampleNum = math.ceil(numUpdates * SAMPLE_GROWTH_RATE).toLong | ||
} | ||
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/** Estimates the current size of the collection in bytes. O(1) time. */ | ||
def estimateSize(): Long = { | ||
assert(samples.nonEmpty) | ||
val extrapolatedDelta = bytesPerUpdate * (numUpdates - samples.last.numUpdates) | ||
(samples.last.size + extrapolatedDelta).toLong | ||
} | ||
} | ||
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private object SizeTracker { | ||
case class Sample(size: Long, numUpdates: Long) | ||
} |
39 changes: 39 additions & 0 deletions
39
core/src/main/scala/org/apache/spark/util/collection/SizeTrackingAppendOnlyBuffer.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.util.collection | ||
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import scala.reflect.ClassTag | ||
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/** | ||
* An append-only buffer that keeps track of its estimated size in bytes. | ||
*/ | ||
private[spark] class SizeTrackingAppendOnlyBuffer[T: ClassTag] | ||
extends PrimitiveVector[T] | ||
with SizeTracker { | ||
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override def +=(value: T): Unit = { | ||
super.+=(value) | ||
super.afterUpdate() | ||
} | ||
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override def resize(newLength: Int): PrimitiveVector[T] = { | ||
super.resize(newLength) | ||
resetSamples() | ||
this | ||
} | ||
} |
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120 changes: 0 additions & 120 deletions
120
core/src/test/scala/org/apache/spark/util/SizeTrackingAppendOnlyMapSuite.scala
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