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Copy pathSSSPExample.scala
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36 lines (33 loc) · 1.29 KB
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import org.apache.spark.graphx.{Graph, VertexId}
import org.apache.spark.graphx.util.GraphGenerators
import org.apache.spark.sql.SparkSession
object SSSPExample {
def main(args: Array[String]): Unit = {
// Creates a SparkSession.
val spark = SparkSession
.builder
.appName(s"${this.getClass.getSimpleName}")
.getOrCreate()
val sc = spark.sparkContext
// A graph with edge attributes containing distances
val graph: Graph[Long, Double] =
GraphGenerators.logNormalGraph(sc, numVertices = 100).mapEdges(e => e.attr.toDouble)
val sourceId: VertexId = 42 // The ultimate source
// Initialize the graph such that all vertices except the root have distance infinity.
val initialGraph = graph.mapVertices((id, _) =>
if (id == sourceId) 0.0 else Double.PositiveInfinity)
val sssp = initialGraph.pregel(Double.PositiveInfinity)(
(id, dist, newDist) => math.min(dist, newDist), // Vertex Program
triplet => { // Send Message
if (triplet.srcAttr + triplet.attr < triplet.dstAttr) {
Iterator((triplet.dstId, triplet.srcAttr + triplet.attr))
} else {
Iterator.empty
}
},
(a, b) => math.min(a, b) // Merge Message
)
println(sssp.vertices.collect.mkString("\n"))
spark.stop()
}
}