From fc24a084d15a7149e9e5b122e49541df59d9d6fa Mon Sep 17 00:00:00 2001 From: Iman Akbari Date: Thu, 18 Jun 2020 03:34:26 +0000 Subject: [PATCH 1/5] Fix 'dim' parameter not being parsed --- node2vec_spark/src/main/scala/com/navercorp/Main.scala | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/node2vec_spark/src/main/scala/com/navercorp/Main.scala b/node2vec_spark/src/main/scala/com/navercorp/Main.scala index f3494e5..bfcd02a 100644 --- a/node2vec_spark/src/main/scala/com/navercorp/Main.scala +++ b/node2vec_spark/src/main/scala/com/navercorp/Main.scala @@ -36,6 +36,9 @@ object Main { opt[Int]("walkLength") .text(s"walkLength: ${defaultParams.walkLength}") .action((x, c) => c.copy(walkLength = x)) + opt[Int]("dim") + .text(s"dim: ${defaultParams.dim}") + .action((x, c) => c.copy(dim = x)) opt[Int]("numWalks") .text(s"numWalks: ${defaultParams.numWalks}") .action((x, c) => c.copy(numWalks = x)) @@ -93,7 +96,7 @@ object Main { parser.parse(args, defaultParams).map { param => val conf = new SparkConf().setAppName("Node2Vec") val context: SparkContext = new SparkContext(conf) - + Node2vec.setup(context, param) param.cmd match { From db3bf596c96faf34eca0079afc17d7d970ab6cc8 Mon Sep 17 00:00:00 2001 From: Iman Akbari Date: Thu, 18 Jun 2020 03:37:47 +0000 Subject: [PATCH 2/5] Upgrade to scala 2.11 to support new Spark --- node2vec_spark/pom.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/node2vec_spark/pom.xml b/node2vec_spark/pom.xml index b958576..eb3d993 100644 --- a/node2vec_spark/pom.xml +++ b/node2vec_spark/pom.xml @@ -17,7 +17,7 @@ 2.4.3 1.4.0 1.7 - 2.10 + 2.11 From 25689695a656d76fdda8f13dea3b95fc55dd12e6 Mon Sep 17 00:00:00 2001 From: Iman Akbari Date: Fri, 19 Jun 2020 02:22:41 +0000 Subject: [PATCH 3/5] Add Neo4j integration --- node2vec_spark/pom.xml | 9 ++++ .../src/main/scala/com/navercorp/Main.scala | 12 +++++- .../main/scala/com/navercorp/Node2vec.scala | 43 +++++++++++++++++++ 3 files changed, 62 insertions(+), 2 deletions(-) diff --git a/node2vec_spark/pom.xml b/node2vec_spark/pom.xml index eb3d993..92beef2 100644 --- a/node2vec_spark/pom.xml +++ b/node2vec_spark/pom.xml @@ -124,6 +124,15 @@ guava 19.0 + + + neo4j-contrib + neo4j-spark-connector + 2.4.5-M1 + system + ${project.basedir}/src/main/resources/neo4j-spark-connector-full-2.4.5-M1.jar + + diff --git a/node2vec_spark/src/main/scala/com/navercorp/Main.scala b/node2vec_spark/src/main/scala/com/navercorp/Main.scala index bfcd02a..20f8f40 100644 --- a/node2vec_spark/src/main/scala/com/navercorp/Main.scala +++ b/node2vec_spark/src/main/scala/com/navercorp/Main.scala @@ -8,7 +8,7 @@ import com.navercorp.lib.AbstractParams object Main { object Command extends Enumeration { type Command = Value - val node2vec, randomwalk, embedding = Value + val node2vec, randomwalk, embedding, neo2vec = Value } import Command._ @@ -26,6 +26,7 @@ object Main { degree: Int = 30, indexed: Boolean = true, nodePath: String = null, + neoQuery: String = "MATCH (a)-[r]->(b) RETURN id(a) as source, id(b) as target, 1.0 as value", input: String = null, output: String = null, cmd: Command = Command.node2vec) extends AbstractParams[Params] with Serializable @@ -63,6 +64,9 @@ object Main { opt[String]("nodePath") .text("Input node2index file path: empty") .action((x, c) => c.copy(nodePath = x)) + opt[String]("neoQuery") + .text("Query for fetching graph from Neo4j") + .action((x, c) => c.copy(neoQuery = x)) opt[String]("input") .required() .text("Input edge file path: empty") @@ -108,7 +112,11 @@ object Main { case Command.randomwalk => Node2vec.load() .initTransitionProb() .randomWalk() - .saveRandomPath() + case Command.neo2vec => Node2vec.loadNeo() + .initTransitionProb() + .randomWalk() + .embedding() + .save() case Command.embedding => { val randomPaths = Word2vec.setup(context, param).read(param.input) Word2vec.fit(randomPaths).save(param.output) diff --git a/node2vec_spark/src/main/scala/com/navercorp/Node2vec.scala b/node2vec_spark/src/main/scala/com/navercorp/Node2vec.scala index 07ec21a..f0c6208 100644 --- a/node2vec_spark/src/main/scala/com/navercorp/Node2vec.scala +++ b/node2vec_spark/src/main/scala/com/navercorp/Node2vec.scala @@ -10,6 +10,10 @@ import org.apache.spark.rdd.RDD import org.apache.spark.graphx.{EdgeTriplet, Graph, _} import com.navercorp.graph.{GraphOps, EdgeAttr, NodeAttr} +import org.neo4j.spark._ +import org.apache.spark.graphx._ +import org.apache.spark.graphx.lib._ + object Node2vec extends Serializable { lazy val logger: Logger = LoggerFactory.getLogger(getClass.getName); @@ -28,6 +32,45 @@ object Node2vec extends Serializable { this } + def loadNeo(): this.type = { + + val neo = Neo4j(context) + + val graphQuery = config.neoQuery + + println("Using graph query: %s".format(graphQuery)) + + val graph: Graph[Long, Double] = neo.rels(graphQuery).partitions(10).batch(200).loadGraph + + val bcMaxDegree = context.broadcast(config.degree) + val bcEdgeCreator = config.directed match { + case true => context.broadcast(GraphOps.createDirectedEdge) + case false => context.broadcast(GraphOps.createUndirectedEdge) + } + + val inputTriplets = graph.edges + + // TODO optimize by removing the graph recomposition redundancy + indexedNodes = inputTriplets.flatMap { e => + bcEdgeCreator.value.apply(e.srcId, e.dstId, e.attr) + }.reduceByKey(_++_).map { case (nodeId, neighbors: Array[(VertexId, Double)]) => + var neighbors_ = neighbors + if (neighbors_.length > bcMaxDegree.value) { + neighbors_ = neighbors.sortWith{ case (left, right) => left._2 > right._2 }.slice(0, bcMaxDegree.value) + } + + (nodeId, NodeAttr(neighbors = neighbors_.distinct)) + }.repartition(200).cache + + indexedEdges = indexedNodes.flatMap { case (srcId, clickNode) => + clickNode.neighbors.map { case (dstId, weight) => + Edge(srcId, dstId, EdgeAttr()) + } + }.repartition(200).cache + + this + } + def load(): this.type = { val bcMaxDegree = context.broadcast(config.degree) val bcEdgeCreator = config.directed match { From 04adbcf27d498df1357db95f649fe9aac8420fb5 Mon Sep 17 00:00:00 2001 From: Iman Akbari Date: Fri, 26 Jun 2020 01:01:10 +0000 Subject: [PATCH 4/5] Add required JAR files for Neo4j --- ...neo4j-spark-connector-2.4.5-M1-sources.jar | Bin 0 -> 20865 bytes .../neo4j-spark-connector-2.4.5-M1.jar | Bin 0 -> 191496 bytes .../neo4j-spark-connector-full-2.4.5-M1.jar | Bin 0 -> 6378672 bytes 3 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 node2vec_spark/src/main/resources/neo4j-spark-connector-2.4.5-M1-sources.jar create mode 100644 node2vec_spark/src/main/resources/neo4j-spark-connector-2.4.5-M1.jar create mode 100644 node2vec_spark/src/main/resources/neo4j-spark-connector-full-2.4.5-M1.jar diff --git a/node2vec_spark/src/main/resources/neo4j-spark-connector-2.4.5-M1-sources.jar b/node2vec_spark/src/main/resources/neo4j-spark-connector-2.4.5-M1-sources.jar new file mode 100644 index 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