Github user mengxr commented on a diff in the pull request:

    https://github.com/apache/spark/pull/6499#discussion_r32784725
  
    --- Diff: python/pyspark/mllib/clustering.py ---
    @@ -21,14 +21,17 @@
     if sys.version > '3':
         xrange = range
     
    -from numpy import array
    +from math import exp, log
    +
    +from numpy import array, random, tile
     
    -from pyspark import RDD
     from pyspark import SparkContext
    +from pyspark.rdd import RDD, ignore_unicode_prefix
     from pyspark.mllib.common import callMLlibFunc, callJavaFunc, _py2java, 
_java2py
    -from pyspark.mllib.linalg import SparseVector, _convert_to_vector
    +from pyspark.mllib.linalg import SparseVector, _convert_to_vector, 
DenseVector
     from pyspark.mllib.stat.distribution import MultivariateGaussian
     from pyspark.mllib.util import Saveable, Loader, inherit_doc
    +from pyspark.streaming import DStream
     
     __all__ = ['KMeansModel', 'KMeans', 'GaussianMixtureModel', 
'GaussianMixture']
    --- End diff --
    
    import `StreamingKMeans` and `StreamingKMeansModel`


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