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| 1 | +/* |
| 2 | + * Licensed to the Apache Software Foundation (ASF) under one or more |
| 3 | + * contributor license agreements. See the NOTICE file distributed with |
| 4 | + * this work for additional information regarding copyright ownership. |
| 5 | + * The ASF licenses this file to You under the Apache License, Version 2.0 |
| 6 | + * (the "License"); you may not use this file except in compliance with |
| 7 | + * the License. You may obtain a copy of the License at |
| 8 | + * |
| 9 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 10 | + * |
| 11 | + * Unless required by applicable law or agreed to in writing, software |
| 12 | + * distributed under the License is distributed on an "AS IS" BASIS, |
| 13 | + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 14 | + * See the License for the specific language governing permissions and |
| 15 | + * limitations under the License. |
| 16 | + */ |
| 17 | + |
| 18 | +package org.apache.spark.graphx.lib |
| 19 | + |
| 20 | +import org.scalatest.FunSuite |
| 21 | + |
| 22 | +import org.apache.spark.graphx._ |
| 23 | + |
| 24 | +class LabelPropagationSuite extends FunSuite with LocalSparkContext { |
| 25 | + test("Label Propagation") { |
| 26 | + withSpark { sc => |
| 27 | + // Construct a graph with two cliques connected by a single edge |
| 28 | + val n = 5 |
| 29 | + val clique1 = for (u <- 0L until n; v <- 0L until n) yield Edge(u, v, 1) |
| 30 | + val clique2 = for (u <- 0L to n; v <- 0L to n) yield Edge(u + n, v + n, 1) |
| 31 | + val twoCliques = sc.parallelize(clique1 ++ clique2 :+ Edge(0L, n, 1)) |
| 32 | + val graph = Graph.fromEdges(twoCliques, 1) |
| 33 | + // Run label propagation |
| 34 | + val labels = LabelPropagation.run(graph, n * 4).cache() |
| 35 | + |
| 36 | + // All vertices within a clique should have the same label |
| 37 | + val clique1Labels = labels.vertices.filter(_._1 < n).map(_._2).collect.toArray |
| 38 | + assert(clique1Labels.forall(_ == clique1Labels(0))) |
| 39 | + val clique2Labels = labels.vertices.filter(_._1 >= n).map(_._2).collect.toArray |
| 40 | + assert(clique2Labels.forall(_ == clique2Labels(0))) |
| 41 | + // The two cliques should have different labels |
| 42 | + assert(clique1Labels(0) != clique2Labels(0)) |
| 43 | + } |
| 44 | + } |
| 45 | +} |
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