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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.
*/
package org.apache.spark.graphx.impl
import scala.reflect.ClassTag
import org.apache.spark.Partitioner
import org.apache.spark.rdd.RDD
import org.apache.spark.rdd.ShuffledRDD
import org.apache.spark.util.collection.{BitSet, PrimitiveVector}
import org.apache.spark.graphx._
import org.apache.spark.graphx.util.collection.GraphXPrimitiveKeyOpenHashMap
/**
* A message from the edge partition `pid` to the vertex partition containing `vid` specifying that
* the edge partition references `vid` in the specified `position` (src, dst, or both).
*/
private[graphx]
class RoutingTableMessage(
var vid: VertexId,
var pid: PartitionID,
var position: Byte)
extends Product2[VertexId, (PartitionID, Byte)] with Serializable {
override def _1 = vid
override def _2 = (pid, position)
override def canEqual(that: Any): Boolean = that.isInstanceOf[RoutingTableMessage]
}
private[graphx]
class RoutingTableMessageRDDFunctions(self: RDD[RoutingTableMessage]) {
/** Copartition an `RDD[RoutingTableMessage]` with the vertex RDD with the given `partitioner`. */
def copartitionWithVertices(partitioner: Partitioner): RDD[RoutingTableMessage] = {
new ShuffledRDD[VertexId, (PartitionID, Byte), (PartitionID, Byte), RoutingTableMessage](
self, partitioner).setSerializer(new RoutingTableMessageSerializer)
}
}
private[graphx]
object RoutingTableMessageRDDFunctions {
import scala.language.implicitConversions
implicit def rdd2RoutingTableMessageRDDFunctions(rdd: RDD[RoutingTableMessage]) = {
new RoutingTableMessageRDDFunctions(rdd)
}
}
private[graphx]
object RoutingTablePartition {
val empty: RoutingTablePartition = new RoutingTablePartition(Array.empty)
/** Generate a `RoutingTableMessage` for each vertex referenced in `edgePartition`. */
def edgePartitionToMsgs(pid: PartitionID, edgePartition: EdgePartition[_, _])
: Iterator[RoutingTableMessage] = {
// Determine which positions each vertex id appears in using a map where the low 2 bits
// represent src and dst
val map = new GraphXPrimitiveKeyOpenHashMap[VertexId, Byte]
edgePartition.srcIds.iterator.foreach { srcId =>
map.changeValue(srcId, 0x1, (b: Byte) => (b | 0x1).toByte)
}
edgePartition.dstIds.iterator.foreach { dstId =>
map.changeValue(dstId, 0x2, (b: Byte) => (b | 0x2).toByte)
}
map.iterator.map { vidAndPosition =>
new RoutingTableMessage(vidAndPosition._1, pid, vidAndPosition._2)
}
}
/** Build a `RoutingTablePartition` from `RoutingTableMessage`s. */
def fromMsgs(numEdgePartitions: Int, iter: Iterator[RoutingTableMessage])
: RoutingTablePartition = {
val pid2vid = Array.fill(numEdgePartitions)(new PrimitiveVector[VertexId])
val srcFlags = Array.fill(numEdgePartitions)(new PrimitiveVector[Boolean])
val dstFlags = Array.fill(numEdgePartitions)(new PrimitiveVector[Boolean])
for (msg <- iter) {
pid2vid(msg.pid) += msg.vid
srcFlags(msg.pid) += (msg.position & 0x1) != 0
dstFlags(msg.pid) += (msg.position & 0x2) != 0
}
new RoutingTablePartition(pid2vid.zipWithIndex.map {
case (vids, pid) => (vids.trim().array, toBitSet(srcFlags(pid)), toBitSet(dstFlags(pid)))
})
}
/** Compact the given vector of Booleans into a BitSet. */
private def toBitSet(flags: PrimitiveVector[Boolean]): BitSet = {
val bitset = new BitSet(flags.size)
var i = 0
while (i < flags.size) {
if (flags(i)) {
bitset.set(i)
}
i += 1
}
bitset
}
}
/**
* Stores the locations of edge-partition join sites for each vertex attribute in a particular
* vertex partition. This provides routing information for shipping vertex attributes to edge
* partitions.
*/
private[graphx]
class RoutingTablePartition(
private val routingTable: Array[(Array[VertexId], BitSet, BitSet)]) extends Serializable {
/** The maximum number of edge partitions this `RoutingTablePartition` is built to join with. */
val numEdgePartitions: Int = routingTable.size
/** Returns the number of vertices that will be sent to the specified edge partition. */
def partitionSize(pid: PartitionID): Int = routingTable(pid)._1.size
/** Returns an iterator over all vertex ids stored in this `RoutingTablePartition`. */
def iterator: Iterator[VertexId] = routingTable.iterator.flatMap(_._1.iterator)
/** Returns a new RoutingTablePartition reflecting a reversal of all edge directions. */
def reverse: RoutingTablePartition = {
new RoutingTablePartition(routingTable.map {
case (vids, srcVids, dstVids) => (vids, dstVids, srcVids)
})
}
/**
* Runs `f` on each vertex id to be sent to the specified edge partition. Vertex ids can be
* filtered by the position they have in the edge partition.
*/
def foreachWithinEdgePartition
(pid: PartitionID, includeSrc: Boolean, includeDst: Boolean)
(f: VertexId => Unit) {
val (vidsCandidate, srcVids, dstVids) = routingTable(pid)
val size = vidsCandidate.length
if (includeSrc && includeDst) {
// Avoid checks for performance
vidsCandidate.iterator.foreach(f)
} else if (!includeSrc && !includeDst) {
// Do nothing
} else {
val relevantVids = if (includeSrc) srcVids else dstVids
relevantVids.iterator.foreach { i => f(vidsCandidate(i)) }
}
}
}
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