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Posted to commits@spark.apache.org by jk...@apache.org on 2016/04/26 23:38:35 UTC
spark git commit: [SPARK-14514][DOC] Add python example for
VectorSlicer
Repository: spark
Updated Branches:
refs/heads/master e4f3eec5b -> e88476c8c
[SPARK-14514][DOC] Add python example for VectorSlicer
## What changes were proposed in this pull request?
Add the missing python example for VectorSlicer
## How was this patch tested?
manual tests
Author: Zheng RuiFeng <ru...@foxmail.com>
Closes #12282 from zhengruifeng/vecslicer_pe.
Project: http://git-wip-us.apache.org/repos/asf/spark/repo
Commit: http://git-wip-us.apache.org/repos/asf/spark/commit/e88476c8
Tree: http://git-wip-us.apache.org/repos/asf/spark/tree/e88476c8
Diff: http://git-wip-us.apache.org/repos/asf/spark/diff/e88476c8
Branch: refs/heads/master
Commit: e88476c8c6a74a92eb70b4bda8394936e0036729
Parents: e4f3eec
Author: Zheng RuiFeng <ru...@foxmail.com>
Authored: Tue Apr 26 14:38:29 2016 -0700
Committer: Joseph K. Bradley <jo...@databricks.com>
Committed: Tue Apr 26 14:38:29 2016 -0700
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docs/ml-features.md | 8 ++++
.../src/main/python/ml/vector_slicer_example.py | 44 ++++++++++++++++++++
2 files changed, 52 insertions(+)
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http://git-wip-us.apache.org/repos/asf/spark/blob/e88476c8/docs/ml-features.md
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diff --git a/docs/ml-features.md b/docs/ml-features.md
index 11d5acb..0b8f2d7 100644
--- a/docs/ml-features.md
+++ b/docs/ml-features.md
@@ -1191,6 +1191,14 @@ for more details on the API.
{% include_example java/org/apache/spark/examples/ml/JavaVectorSlicerExample.java %}
</div>
+
+<div data-lang="python" markdown="1">
+
+Refer to the [VectorSlicer Python docs](api/python/pyspark.ml.html#pyspark.ml.feature.VectorSlicer)
+for more details on the API.
+
+{% include_example python/ml/vector_slicer_example.py %}
+</div>
</div>
## RFormula
http://git-wip-us.apache.org/repos/asf/spark/blob/e88476c8/examples/src/main/python/ml/vector_slicer_example.py
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diff --git a/examples/src/main/python/ml/vector_slicer_example.py b/examples/src/main/python/ml/vector_slicer_example.py
new file mode 100644
index 0000000..31a7530
--- /dev/null
+++ b/examples/src/main/python/ml/vector_slicer_example.py
@@ -0,0 +1,44 @@
+#
+# 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.
+#
+
+from __future__ import print_function
+
+from pyspark import SparkContext
+from pyspark.sql import SQLContext
+# $example on$
+from pyspark.ml.feature import VectorSlicer
+from pyspark.mllib.linalg import Vectors
+from pyspark.sql.types import Row
+# $example off$
+
+if __name__ == "__main__":
+ sc = SparkContext(appName="VectorSlicerExample")
+ sqlContext = SQLContext(sc)
+
+ # $example on$
+ df = sqlContext.createDataFrame([
+ Row(userFeatures=Vectors.sparse(3, {0: -2.0, 1: 2.3}),),
+ Row(userFeatures=Vectors.dense([-2.0, 2.3, 0.0]),)])
+
+ slicer = VectorSlicer(inputCol="userFeatures", outputCol="features", indices=[1])
+
+ output = slicer.transform(df)
+
+ output.select("userFeatures", "features").show()
+ # $example off$
+
+ sc.stop()
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