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0001 # 0002 # Licensed to the Apache Software Foundation (ASF) under one or more 0003 # contributor license agreements. See the NOTICE file distributed with 0004 # this work for additional information regarding copyright ownership. 0005 # The ASF licenses this file to You under the Apache License, Version 2.0 0006 # (the "License"); you may not use this file except in compliance with 0007 # the License. You may obtain a copy of the License at 0008 # 0009 # http://www.apache.org/licenses/LICENSE-2.0 0010 # 0011 # Unless required by applicable law or agreed to in writing, software 0012 # distributed under the License is distributed on an "AS IS" BASIS, 0013 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 0014 # See the License for the specific language governing permissions and 0015 # limitations under the License. 0016 # 0017 0018 from __future__ import print_function 0019 0020 # $example on$ 0021 from numpy import array 0022 # $example off$ 0023 0024 from pyspark import SparkContext 0025 # $example on$ 0026 from pyspark.mllib.clustering import GaussianMixture, GaussianMixtureModel 0027 # $example off$ 0028 0029 if __name__ == "__main__": 0030 sc = SparkContext(appName="GaussianMixtureExample") # SparkContext 0031 0032 # $example on$ 0033 # Load and parse the data 0034 data = sc.textFile("data/mllib/gmm_data.txt") 0035 parsedData = data.map(lambda line: array([float(x) for x in line.strip().split(' ')])) 0036 0037 # Build the model (cluster the data) 0038 gmm = GaussianMixture.train(parsedData, 2) 0039 0040 # Save and load model 0041 gmm.save(sc, "target/org/apache/spark/PythonGaussianMixtureExample/GaussianMixtureModel") 0042 sameModel = GaussianMixtureModel\ 0043 .load(sc, "target/org/apache/spark/PythonGaussianMixtureExample/GaussianMixtureModel") 0044 0045 # output parameters of model 0046 for i in range(2): 0047 print("weight = ", gmm.weights[i], "mu = ", gmm.gaussians[i].mu, 0048 "sigma = ", gmm.gaussians[i].sigma.toArray()) 0049 # $example off$ 0050 0051 sc.stop()
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