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Posted to commits@spark.apache.org by sr...@apache.org on 2018/06/08 13:45:59 UTC
spark git commit: [SPARK-24191][ML] Scala Example code for Power
Iteration Clustering
Repository: spark
Updated Branches:
refs/heads/master 2c100209f -> a5d775a1f
[SPARK-24191][ML] Scala Example code for Power Iteration Clustering
## What changes were proposed in this pull request?
Added example code for Power Iteration Clustering in Spark ML examples
Author: Shahid <sh...@gmail.com>
Closes #21248 from shahidki31/sparkCommit.
Project: http://git-wip-us.apache.org/repos/asf/spark/repo
Commit: http://git-wip-us.apache.org/repos/asf/spark/commit/a5d775a1
Tree: http://git-wip-us.apache.org/repos/asf/spark/tree/a5d775a1
Diff: http://git-wip-us.apache.org/repos/asf/spark/diff/a5d775a1
Branch: refs/heads/master
Commit: a5d775a1f3aad7bef0ac0f93869eaf96b677411b
Parents: 2c10020
Author: Shahid <sh...@gmail.com>
Authored: Fri Jun 8 08:45:56 2018 -0500
Committer: Sean Owen <sr...@gmail.com>
Committed: Fri Jun 8 08:45:56 2018 -0500
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.../ml/PowerIterationClusteringExample.scala | 56 ++++++++++++++++++++
1 file changed, 56 insertions(+)
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http://git-wip-us.apache.org/repos/asf/spark/blob/a5d775a1/examples/src/main/scala/org/apache/spark/examples/ml/PowerIterationClusteringExample.scala
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diff --git a/examples/src/main/scala/org/apache/spark/examples/ml/PowerIterationClusteringExample.scala b/examples/src/main/scala/org/apache/spark/examples/ml/PowerIterationClusteringExample.scala
new file mode 100644
index 0000000..ca8f7af
--- /dev/null
+++ b/examples/src/main/scala/org/apache/spark/examples/ml/PowerIterationClusteringExample.scala
@@ -0,0 +1,56 @@
+/*
+ * 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.
+ */
+
+// scalastyle:off println
+package org.apache.spark.examples.ml
+
+// $example on$
+import org.apache.spark.ml.clustering.PowerIterationClustering
+// $example off$
+import org.apache.spark.sql.SparkSession
+
+object PowerIterationClusteringExample {
+ def main(args: Array[String]): Unit = {
+ val spark = SparkSession
+ .builder
+ .appName(s"${this.getClass.getSimpleName}")
+ .getOrCreate()
+
+ // $example on$
+ val dataset = spark.createDataFrame(Seq(
+ (0L, 1L, 1.0),
+ (0L, 2L, 1.0),
+ (1L, 2L, 1.0),
+ (3L, 4L, 1.0),
+ (4L, 0L, 0.1)
+ )).toDF("src", "dst", "weight")
+
+ val model = new PowerIterationClustering().
+ setK(2).
+ setMaxIter(20).
+ setInitMode("degree").
+ setWeightCol("weight")
+
+ val prediction = model.assignClusters(dataset).select("id", "cluster")
+
+ // Shows the cluster assignment
+ prediction.show(false)
+ // $example off$
+
+ spark.stop()
+ }
+ }
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