diff options
-rw-r--r-- | graphx/src/main/scala/org/apache/spark/graphx/lib/SVDPlusPlus.scala | 42 |
1 files changed, 15 insertions, 27 deletions
diff --git a/graphx/src/main/scala/org/apache/spark/graphx/lib/SVDPlusPlus.scala b/graphx/src/main/scala/org/apache/spark/graphx/lib/SVDPlusPlus.scala index fc84cfbe64..3e4157a63f 100644 --- a/graphx/src/main/scala/org/apache/spark/graphx/lib/SVDPlusPlus.scala +++ b/graphx/src/main/scala/org/apache/spark/graphx/lib/SVDPlusPlus.scala @@ -17,8 +17,6 @@ package org.apache.spark.graphx.lib -import org.apache.spark.annotation.Experimental - import scala.util.Random import org.jblas.DoubleMatrix import org.apache.spark.rdd._ @@ -40,8 +38,17 @@ object SVDPlusPlus { extends Serializable /** - * :: Experimental :: - * + * This method is now replaced by the updated version of `run()` and returns exactly + * the same result. + */ + @deprecated("Call run()", "1.4.0") + def runSVDPlusPlus(edges: RDD[Edge[Double]], conf: Conf) + : (Graph[(Array[Double], Array[Double], Double, Double), Double], Double) = + { + run(edges, conf) + } + + /** * Implement SVD++ based on "Factorization Meets the Neighborhood: * a Multifaceted Collaborative Filtering Model", * available at [[http://public.research.att.com/~volinsky/netflix/kdd08koren.pdf]]. @@ -49,35 +56,14 @@ object SVDPlusPlus { * The prediction rule is rui = u + bu + bi + qi*(pu + |N(u)|^(-0.5)*sum(y)), * see the details on page 6. * - * This method temporarily replaces `run()`, and replaces `DoubleMatrix` in `run()`'s return - * value with `Array[Double]`. In 1.4.0, this method will be deprecated, but will be copied - * to replace `run()`, which will then be undeprecated. - * * @param edges edges for constructing the graph * * @param conf SVDPlusPlus parameters * * @return a graph with vertex attributes containing the trained model */ - @Experimental - def runSVDPlusPlus(edges: RDD[Edge[Double]], conf: Conf) - : (Graph[(Array[Double], Array[Double], Double, Double), Double], Double) = - { - val (graph, u) = run(edges, conf) - // Convert DoubleMatrix to Array[Double]: - val newVertices = graph.vertices.mapValues(v => (v._1.toArray, v._2.toArray, v._3, v._4)) - (Graph(newVertices, graph.edges), u) - } - - /** - * This method is deprecated in favor of `runSVDPlusPlus()`, which replaces `DoubleMatrix` - * with `Array[Double]` in its return value. This method is deprecated. It will effectively - * be removed in 1.4.0 when `runSVDPlusPlus()` is copied to replace `run()`, and hence the - * return type of this method changes. - */ - @deprecated("Call runSVDPlusPlus", "1.3.0") def run(edges: RDD[Edge[Double]], conf: Conf) - : (Graph[(DoubleMatrix, DoubleMatrix, Double, Double), Double], Double) = + : (Graph[(Array[Double], Array[Double], Double, Double), Double], Double) = { // Generate default vertex attribute def defaultF(rank: Int): (DoubleMatrix, DoubleMatrix, Double, Double) = { @@ -194,7 +180,9 @@ object SVDPlusPlus { g.unpersist() g = gJoinT3 - (g, u) + // Convert DoubleMatrix to Array[Double]: + val newVertices = g.vertices.mapValues(v => (v._1.toArray, v._2.toArray, v._3, v._4)) + (Graph(newVertices, g.edges), u) } /** |