spark CompactBuffer 源码

  • 2022-10-20
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spark CompactBuffer 代码

文件路径:/core/src/main/scala/org/apache/spark/util/collection/CompactBuffer.scala

/*
 * 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.util.collection

import scala.reflect.ClassTag

import org.apache.spark.unsafe.array.ByteArrayMethods

/**
 * An append-only buffer similar to ArrayBuffer, but more memory-efficient for small buffers.
 * ArrayBuffer always allocates an Object array to store the data, with 16 entries by default,
 * so it has about 80-100 bytes of overhead. In contrast, CompactBuffer can keep up to two
 * elements in fields of the main object, and only allocates an Array[AnyRef] if there are more
 * entries than that. This makes it more efficient for operations like groupBy where we expect
 * some keys to have very few elements.
 */
private[spark] class CompactBuffer[T: ClassTag] extends Seq[T] with Serializable {
  // First two elements
  private var element0: T = _
  private var element1: T = _

  // Number of elements, including our two in the main object
  private var curSize = 0

  // Array for extra elements
  private var otherElements: Array[T] = null

  def apply(position: Int): T = {
    if (position < 0 || position >= curSize) {
      throw new IndexOutOfBoundsException
    }
    if (position == 0) {
      element0
    } else if (position == 1) {
      element1
    } else {
      otherElements(position - 2)
    }
  }

  private def update(position: Int, value: T): Unit = {
    if (position < 0 || position >= curSize) {
      throw new IndexOutOfBoundsException
    }
    if (position == 0) {
      element0 = value
    } else if (position == 1) {
      element1 = value
    } else {
      otherElements(position - 2) = value
    }
  }

  def += (value: T): CompactBuffer[T] = {
    val newIndex = curSize
    if (newIndex == 0) {
      element0 = value
      curSize = 1
    } else if (newIndex == 1) {
      element1 = value
      curSize = 2
    } else {
      growToSize(curSize + 1)
      otherElements(newIndex - 2) = value
    }
    this
  }

  def ++= (values: TraversableOnce[T]): CompactBuffer[T] = {
    values match {
      // Optimize merging of CompactBuffers, used in cogroup and groupByKey
      case compactBuf: CompactBuffer[T] =>
        val oldSize = curSize
        // Copy the other buffer's size and elements to local variables in case it is equal to us
        val itsSize = compactBuf.curSize
        val itsElements = compactBuf.otherElements
        growToSize(curSize + itsSize)
        if (itsSize == 1) {
          this(oldSize) = compactBuf.element0
        } else if (itsSize == 2) {
          this(oldSize) = compactBuf.element0
          this(oldSize + 1) = compactBuf.element1
        } else if (itsSize > 2) {
          this(oldSize) = compactBuf.element0
          this(oldSize + 1) = compactBuf.element1
          // At this point our size is also above 2, so just copy its array directly into ours.
          // Note that since we added two elements above, the index in this.otherElements that we
          // should copy to is oldSize.
          System.arraycopy(itsElements, 0, otherElements, oldSize, itsSize - 2)
        }

      case _ =>
        values.foreach(e => this += e)
    }
    this
  }

  override def length: Int = curSize

  override def iterator: Iterator[T] = new Iterator[T] {
    private var pos = 0
    override def hasNext: Boolean = pos < curSize
    override def next(): T = {
      if (!hasNext) {
        throw new NoSuchElementException
      }
      pos += 1
      apply(pos - 1)
    }
  }

  /** Increase our size to newSize and grow the backing array if needed. */
  private def growToSize(newSize: Int): Unit = {
    // since two fields are hold in element0 and element1, an array holds newSize - 2 elements
    val newArraySize = newSize - 2
    val arrayMax = ByteArrayMethods.MAX_ROUNDED_ARRAY_LENGTH
    if (newSize < 0 || newArraySize > arrayMax) {
      throw new UnsupportedOperationException(s"Can't grow buffer past $arrayMax elements")
    }
    val capacity = if (otherElements != null) otherElements.length else 0
    if (newArraySize > capacity) {
      var newArrayLen = 8L
      while (newArraySize > newArrayLen) {
        newArrayLen *= 2
      }
      if (newArrayLen > arrayMax) {
        newArrayLen = arrayMax
      }
      val newArray = new Array[T](newArrayLen.toInt)
      if (otherElements != null) {
        System.arraycopy(otherElements, 0, newArray, 0, otherElements.length)
      }
      otherElements = newArray
    }
    curSize = newSize
  }
}

private[spark] object CompactBuffer {
  def apply[T: ClassTag](): CompactBuffer[T] = new CompactBuffer[T]

  def apply[T: ClassTag](value: T): CompactBuffer[T] = {
    val buf = new CompactBuffer[T]
    buf += value
  }
}

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