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Posted to commits@spark.apache.org by gu...@apache.org on 2018/07/03 18:10:31 UTC

[13/14] spark-website git commit: Fix signature description broken in PySpark API documentation in 2.1.2

http://git-wip-us.apache.org/repos/asf/spark-website/blob/6bbac496/site/docs/2.1.2/api/python/_modules/pyspark/ml/feature.html
----------------------------------------------------------------------
diff --git a/site/docs/2.1.2/api/python/_modules/pyspark/ml/feature.html b/site/docs/2.1.2/api/python/_modules/pyspark/ml/feature.html
index 776d399..3a2c2a1 100644
--- a/site/docs/2.1.2/api/python/_modules/pyspark/ml/feature.html
+++ b/site/docs/2.1.2/api/python/_modules/pyspark/ml/feature.html
@@ -137,7 +137,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, threshold=0.0, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">Binarizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">Binarizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.Binarizer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">threshold</span><span class="o">=</span><span class="mf">0.0</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -223,7 +223,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, splits=None, inputCol=None, outputCol=None, handleInvalid=&quot;error&quot;)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">Bucketizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">Bucketizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.Bucketizer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">handleInvalid</span><span class="o">=</span><span class="s2">&quot;error&quot;</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -336,7 +336,7 @@
 <span class="sd">        __init__(self, minTF=1.0, minDF=1.0, vocabSize=1 &lt;&lt; 18, binary=False, inputCol=None,\</span>
 <span class="sd">                 outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">CountVectorizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">CountVectorizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.CountVectorizer&quot;</span><span class="p">,</span>
                                             <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">minTF</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">minDF</span><span class="o">=</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">vocabSize</span><span class="o">=</span><span class="mi">1</span> <span class="o">&lt;&lt;</span> <span class="mi">18</span><span class="p">,</span> <span class="n">binary</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
@@ -469,7 +469,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, inverse=False, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">DCT</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">DCT</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.DCT&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">inverse</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -533,7 +533,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, scalingVec=None, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">ElementwiseProduct</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">ElementwiseProduct</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.ElementwiseProduct&quot;</span><span class="p">,</span>
                                             <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -603,7 +603,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, numFeatures=1 &lt;&lt; 18, binary=False, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">HashingTF</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">HashingTF</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.HashingTF&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">numFeatures</span><span class="o">=</span><span class="mi">1</span> <span class="o">&lt;&lt;</span> <span class="mi">18</span><span class="p">,</span> <span class="n">binary</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -676,7 +676,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, minDocFreq=0, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">IDF</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">IDF</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.IDF&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">minDocFreq</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -766,7 +766,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">MaxAbsScaler</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">MaxAbsScaler</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.MaxAbsScaler&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">()</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -860,7 +860,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, min=0.0, max=1.0, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">MinMaxScaler</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">MinMaxScaler</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.MinMaxScaler&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="nb">min</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span> <span class="nb">max</span><span class="o">=</span><span class="mf">1.0</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -978,7 +978,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, n=2, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">NGram</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">NGram</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.NGram&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">n</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -1042,7 +1042,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, p=2.0, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">Normalizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">Normalizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.Normalizer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">p</span><span class="o">=</span><span class="mf">2.0</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -1122,7 +1122,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, includeFirst=True, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">OneHotEncoder</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">OneHotEncoder</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.OneHotEncoder&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">dropLast</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -1187,7 +1187,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, degree=2, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">PolynomialExpansion</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">PolynomialExpansion</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span>
             <span class="s2">&quot;org.apache.spark.ml.feature.PolynomialExpansion&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">degree</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
@@ -1283,7 +1283,7 @@
 <span class="sd">        __init__(self, numBuckets=2, inputCol=None, outputCol=None, relativeError=0.001, \</span>
 <span class="sd">                 handleInvalid=&quot;error&quot;)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">QuantileDiscretizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">QuantileDiscretizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.QuantileDiscretizer&quot;</span><span class="p">,</span>
                                             <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">numBuckets</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">relativeError</span><span class="o">=</span><span class="mf">0.001</span><span class="p">,</span> <span class="n">handleInvalid</span><span class="o">=</span><span class="s2">&quot;error&quot;</span><span class="p">)</span>
@@ -1409,7 +1409,7 @@
 <span class="sd">        __init__(self, minTokenLength=1, gaps=True, pattern=&quot;\\s+&quot;, inputCol=None, \</span>
 <span class="sd">                 outputCol=None, toLowercase=True)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">RegexTokenizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">RegexTokenizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.RegexTokenizer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">minTokenLength</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">gaps</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">pattern</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\\</span><span class="s2">s+&quot;</span><span class="p">,</span> <span class="n">toLowercase</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -1513,7 +1513,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, statement=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">SQLTransformer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">SQLTransformer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.SQLTransformer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">setParams</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
@@ -1591,7 +1591,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, withMean=False, withStd=True, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">StandardScaler</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">StandardScaler</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.StandardScaler&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">withMean</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">withStd</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -1707,7 +1707,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, inputCol=None, outputCol=None, handleInvalid=&quot;error&quot;)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">StringIndexer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">StringIndexer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.StringIndexer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">handleInvalid</span><span class="o">=</span><span class="s2">&quot;error&quot;</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -1765,7 +1765,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, inputCol=None, outputCol=None, labels=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">IndexToString</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">IndexToString</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.IndexToString&quot;</span><span class="p">,</span>
                                             <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -1827,7 +1827,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, inputCol=None, outputCol=None, stopWords=None, caseSensitive=false)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">StopWordsRemover</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">StopWordsRemover</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.StopWordsRemover&quot;</span><span class="p">,</span>
                                             <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">stopWords</span><span class="o">=</span><span class="n">StopWordsRemover</span><span class="o">.</span><span class="n">loadDefaultStopWords</span><span class="p">(</span><span class="s2">&quot;english&quot;</span><span class="p">),</span>
@@ -1923,7 +1923,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">Tokenizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">Tokenizer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.Tokenizer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">setParams</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
@@ -1967,7 +1967,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, inputCols=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">VectorAssembler</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">VectorAssembler</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.VectorAssembler&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">setParams</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
@@ -2064,7 +2064,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, maxCategories=20, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">VectorIndexer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">VectorIndexer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.VectorIndexer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">maxCategories</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -2179,7 +2179,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, inputCol=None, outputCol=None, indices=None, names=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">VectorSlicer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">VectorSlicer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.VectorSlicer&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">indices</span><span class="o">=</span><span class="p">[],</span> <span class="n">names</span><span class="o">=</span><span class="p">[])</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -2301,7 +2301,7 @@
 <span class="sd">        __init__(self, vectorSize=100, minCount=5, numPartitions=1, stepSize=0.025, maxIter=1, \</span>
 <span class="sd">                 seed=None, inputCol=None, outputCol=None, windowSize=5, maxSentenceLength=1000)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">Word2Vec</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">Word2Vec</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.Word2Vec&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">vectorSize</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">minCount</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">numPartitions</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">stepSize</span><span class="o">=</span><span class="mf">0.025</span><span class="p">,</span> <span class="n">maxIter</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
                          <span class="n">windowSize</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">maxSentenceLength</span><span class="o">=</span><span class="mi">1000</span><span class="p">)</span>
@@ -2463,7 +2463,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        __init__(self, k=None, inputCol=None, outputCol=None)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">PCA</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">PCA</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.PCA&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">setParams</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
@@ -2602,7 +2602,7 @@
 <span class="sd">        __init__(self, formula=None, featuresCol=&quot;features&quot;, labelCol=&quot;label&quot;, \</span>
 <span class="sd">                 forceIndexLabel=False)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">RFormula</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">RFormula</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.RFormula&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">forceIndexLabel</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
         <span class="n">kwargs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_kwargs</span>
@@ -2731,7 +2731,7 @@
 <span class="sd">        __init__(self, numTopFeatures=50, featuresCol=&quot;features&quot;, outputCol=None, \</span>
 <span class="sd">                 labelCol=&quot;label&quot;, selectorType=&quot;numTopFeatures&quot;, percentile=0.1, fpr=0.05)</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">ChiSqSelector</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">ChiSqSelector</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_java_obj</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_java_obj</span><span class="p">(</span><span class="s2">&quot;org.apache.spark.ml.feature.ChiSqSelector&quot;</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">uid</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span><span class="n">numTopFeatures</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">selectorType</span><span class="o">=</span><span class="s2">&quot;numTopFeatures&quot;</span><span class="p">,</span> <span class="n">percentile</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span>
                          <span class="n">fpr</span><span class="o">=</span><span class="mf">0.05</span><span class="p">)</span>
@@ -2831,7 +2831,7 @@
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_call_java</span><span class="p">(</span><span class="s2">&quot;selectedFeatures&quot;</span><span class="p">)</span></div>
 
 
-<span class="k">if</span> <span class="n">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
     <span class="kn">import</span> <span class="nn">doctest</span>
     <span class="kn">import</span> <span class="nn">tempfile</span>
 
@@ -2839,7 +2839,7 @@
     <span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="k">import</span> <span class="n">Row</span><span class="p">,</span> <span class="n">SparkSession</span>
 
     <span class="n">globs</span> <span class="o">=</span> <span class="nb">globals</span><span class="p">()</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
-    <span class="n">features</span> <span class="o">=</span> <span class="n">pyspark</span><span class="o">.</span><span class="n">ml</span><span class="o">.</span><span class="n">feature</span><span class="o">.</span><span class="n">__dict__</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+    <span class="n">features</span> <span class="o">=</span> <span class="n">pyspark</span><span class="o">.</span><span class="n">ml</span><span class="o">.</span><span class="n">feature</span><span class="o">.</span><span class="vm">__dict__</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
     <span class="n">globs</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">features</span><span class="p">)</span>
 
     <span class="c1"># The small batch size here ensures that we see multiple batches,</span>

http://git-wip-us.apache.org/repos/asf/spark-website/blob/6bbac496/site/docs/2.1.2/api/python/_modules/pyspark/ml/linalg.html
----------------------------------------------------------------------
diff --git a/site/docs/2.1.2/api/python/_modules/pyspark/ml/linalg.html b/site/docs/2.1.2/api/python/_modules/pyspark/ml/linalg.html
index 69f389f..587bb99 100644
--- a/site/docs/2.1.2/api/python/_modules/pyspark/ml/linalg.html
+++ b/site/docs/2.1.2/api/python/_modules/pyspark/ml/linalg.html
@@ -188,7 +188,7 @@
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="nd">@classmethod</span>
-    <span class="k">def</span> <span class="nf">sqlType</span><span class="p">(</span><span class="n">cls</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">sqlType</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
         <span class="k">return</span> <span class="n">StructType</span><span class="p">([</span>
             <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;type&quot;</span><span class="p">,</span> <span class="n">ByteType</span><span class="p">(),</span> <span class="kc">False</span><span class="p">),</span>
             <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;size&quot;</span><span class="p">,</span> <span class="n">IntegerType</span><span class="p">(),</span> <span class="kc">True</span><span class="p">),</span>
@@ -196,11 +196,11 @@
             <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;values&quot;</span><span class="p">,</span> <span class="n">ArrayType</span><span class="p">(</span><span class="n">DoubleType</span><span class="p">(),</span> <span class="kc">False</span><span class="p">),</span> <span class="kc">True</span><span class="p">)])</span>
 
     <span class="nd">@classmethod</span>
-    <span class="k">def</span> <span class="nf">module</span><span class="p">(</span><span class="n">cls</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">module</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
         <span class="k">return</span> <span class="s2">&quot;pyspark.ml.linalg&quot;</span>
 
     <span class="nd">@classmethod</span>
-    <span class="k">def</span> <span class="nf">scalaUDT</span><span class="p">(</span><span class="n">cls</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">scalaUDT</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
         <span class="k">return</span> <span class="s2">&quot;org.apache.spark.ml.linalg.VectorUDT&quot;</span>
 
     <span class="k">def</span> <span class="nf">serialize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">obj</span><span class="p">):</span>
@@ -235,7 +235,7 @@
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="nd">@classmethod</span>
-    <span class="k">def</span> <span class="nf">sqlType</span><span class="p">(</span><span class="n">cls</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">sqlType</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
         <span class="k">return</span> <span class="n">StructType</span><span class="p">([</span>
             <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;type&quot;</span><span class="p">,</span> <span class="n">ByteType</span><span class="p">(),</span> <span class="kc">False</span><span class="p">),</span>
             <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;numRows&quot;</span><span class="p">,</span> <span class="n">IntegerType</span><span class="p">(),</span> <span class="kc">False</span><span class="p">),</span>
@@ -246,11 +246,11 @@
             <span class="n">StructField</span><span class="p">(</span><span class="s2">&quot;isTransposed&quot;</span><span class="p">,</span> <span class="n">BooleanType</span><span class="p">(),</span> <span class="kc">False</span><span class="p">)])</span>
 
     <span class="nd">@classmethod</span>
-    <span class="k">def</span> <span class="nf">module</span><span class="p">(</span><span class="n">cls</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">module</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
         <span class="k">return</span> <span class="s2">&quot;pyspark.ml.linalg&quot;</span>
 
     <span class="nd">@classmethod</span>
-    <span class="k">def</span> <span class="nf">scalaUDT</span><span class="p">(</span><span class="n">cls</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">scalaUDT</span><span class="p">(</span><span class="bp">cls</span><span class="p">):</span>
         <span class="k">return</span> <span class="s2">&quot;org.apache.spark.ml.linalg.MatrixUDT&quot;</span>
 
     <span class="k">def</span> <span class="nf">serialize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">obj</span><span class="p">):</span>
@@ -491,19 +491,19 @@
             <span class="k">return</span> <span class="n">DenseVector</span><span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">array</span><span class="p">,</span> <span class="n">op</span><span class="p">)(</span><span class="n">other</span><span class="p">))</span>
         <span class="k">return</span> <span class="n">func</span>
 
-    <span class="n">__neg__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__neg__&quot;</span><span class="p">)</span>
-    <span class="n">__add__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__add__&quot;</span><span class="p">)</span>
-    <span class="n">__sub__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__sub__&quot;</span><span class="p">)</span>
-    <span class="n">__mul__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__mul__&quot;</span><span class="p">)</span>
+    <span class="fm">__neg__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__neg__&quot;</span><span class="p">)</span>
+    <span class="fm">__add__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__add__&quot;</span><span class="p">)</span>
+    <span class="fm">__sub__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__sub__&quot;</span><span class="p">)</span>
+    <span class="fm">__mul__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__mul__&quot;</span><span class="p">)</span>
     <span class="n">__div__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__div__&quot;</span><span class="p">)</span>
-    <span class="n">__truediv__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__truediv__&quot;</span><span class="p">)</span>
-    <span class="n">__mod__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__mod__&quot;</span><span class="p">)</span>
-    <span class="n">__radd__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__radd__&quot;</span><span class="p">)</span>
-    <span class="n">__rsub__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__rsub__&quot;</span><span class="p">)</span>
-    <span class="n">__rmul__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__rmul__&quot;</span><span class="p">)</span>
+    <span class="fm">__truediv__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__truediv__&quot;</span><span class="p">)</span>
+    <span class="fm">__mod__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__mod__&quot;</span><span class="p">)</span>
+    <span class="fm">__radd__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__radd__&quot;</span><span class="p">)</span>
+    <span class="fm">__rsub__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__rsub__&quot;</span><span class="p">)</span>
+    <span class="fm">__rmul__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__rmul__&quot;</span><span class="p">)</span>
     <span class="n">__rdiv__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__rdiv__&quot;</span><span class="p">)</span>
-    <span class="n">__rtruediv__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__rtruediv__&quot;</span><span class="p">)</span>
-    <span class="n">__rmod__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__rmod__&quot;</span><span class="p">)</span></div>
+    <span class="fm">__rtruediv__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__rtruediv__&quot;</span><span class="p">)</span>
+    <span class="fm">__rmod__</span> <span class="o">=</span> <span class="n">_delegate</span><span class="p">(</span><span class="s2">&quot;__rmod__&quot;</span><span class="p">)</span></div>
 
 
 <div class="viewcode-block" id="SparseVector"><a class="viewcode-back" href="../../../pyspark.ml.html#pyspark.ml.linalg.SparseVector">[docs]</a><span class="k">class</span> <span class="nc">SparseVector</span><span class="p">(</span><span class="n">Vector</span><span class="p">):</span>
@@ -778,7 +778,7 @@
         <span class="k">return</span> <span class="mf">0.</span>
 
     <span class="k">def</span> <span class="nf">__ne__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
-        <span class="k">return</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">__eq__</span><span class="p">(</span><span class="n">other</span><span class="p">)</span>
+        <span class="k">return</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="fm">__eq__</span><span class="p">(</span><span class="n">other</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="n">result</span> <span class="o">=</span> <span class="mi">31</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">size</span>
@@ -925,7 +925,7 @@
 <span class="sd">    Column-major dense matrix.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numRows</span><span class="p">,</span> <span class="n">numCols</span><span class="p">,</span> <span class="n">values</span><span class="p">,</span> <span class="n">isTransposed</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-        <span class="n">Matrix</span><span class="o">.</span><span class="n">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numRows</span><span class="p">,</span> <span class="n">numCols</span><span class="p">,</span> <span class="n">isTransposed</span><span class="p">)</span>
+        <span class="n">Matrix</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numRows</span><span class="p">,</span> <span class="n">numCols</span><span class="p">,</span> <span class="n">isTransposed</span><span class="p">)</span>
         <span class="n">values</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert_to_array</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
         <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)</span> <span class="o">==</span> <span class="n">numRows</span> <span class="o">*</span> <span class="n">numCols</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">values</span> <span class="o">=</span> <span class="n">values</span>
@@ -1038,7 +1038,7 @@
     <span class="sd">&quot;&quot;&quot;Sparse Matrix stored in CSC format.&quot;&quot;&quot;</span>
     <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numRows</span><span class="p">,</span> <span class="n">numCols</span><span class="p">,</span> <span class="n">colPtrs</span><span class="p">,</span> <span class="n">rowIndices</span><span class="p">,</span> <span class="n">values</span><span class="p">,</span>
                  <span class="n">isTransposed</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-        <span class="n">Matrix</span><span class="o">.</span><span class="n">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numRows</span><span class="p">,</span> <span class="n">numCols</span><span class="p">,</span> <span class="n">isTransposed</span><span class="p">)</span>
+        <span class="n">Matrix</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numRows</span><span class="p">,</span> <span class="n">numCols</span><span class="p">,</span> <span class="n">isTransposed</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">colPtrs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert_to_array</span><span class="p">(</span><span class="n">colPtrs</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">rowIndices</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert_to_array</span><span class="p">(</span><span class="n">rowIndices</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">values</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_convert_to_array</span><span class="p">(</span><span class="n">values</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
@@ -1208,7 +1208,7 @@
     <span class="k">if</span> <span class="n">failure_count</span><span class="p">:</span>
         <span class="n">exit</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
 
-<span class="k">if</span> <span class="n">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
     <span class="n">_test</span><span class="p">()</span>
 </pre></div>
 

http://git-wip-us.apache.org/repos/asf/spark-website/blob/6bbac496/site/docs/2.1.2/api/python/_modules/pyspark/ml/param.html
----------------------------------------------------------------------
diff --git a/site/docs/2.1.2/api/python/_modules/pyspark/ml/param.html b/site/docs/2.1.2/api/python/_modules/pyspark/ml/param.html
index 6ccd4df..d5f7fd5 100644
--- a/site/docs/2.1.2/api/python/_modules/pyspark/ml/param.html
+++ b/site/docs/2.1.2/api/python/_modules/pyspark/ml/param.html
@@ -136,7 +136,7 @@
     <span class="nd">@staticmethod</span>
     <span class="k">def</span> <span class="nf">_is_numeric</span><span class="p">(</span><span class="n">value</span><span class="p">):</span>
         <span class="n">vtype</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">vtype</span> <span class="ow">in</span> <span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">int64</span><span class="p">]</span> <span class="ow">or</span> <span class="n">vtype</span><span class="o">.</span><span class="n">__name__</span> <span class="o">==</span> <span class="s1">&#39;long&#39;</span>
+        <span class="k">return</span> <span class="n">vtype</span> <span class="ow">in</span> <span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">int64</span><span class="p">]</span> <span class="ow">or</span> <span class="n">vtype</span><span class="o">.</span><span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;long&#39;</span>
 
     <span class="nd">@staticmethod</span>
     <span class="k">def</span> <span class="nf">_is_integer</span><span class="p">(</span><span class="n">value</span><span class="p">):</span>
@@ -275,7 +275,7 @@
     <span class="n">__metaclass__</span> <span class="o">=</span> <span class="n">ABCMeta</span>
 
     <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">Params</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">__init__</span><span class="p">()</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">Params</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
         <span class="c1">#: internal param map for user-supplied values param map</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_paramMap</span> <span class="o">=</span> <span class="p">{}</span>
 
@@ -292,8 +292,8 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Copy all params defined on the class to current object.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">cls</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
-        <span class="n">src_name_attrs</span> <span class="o">=</span> <span class="p">[(</span><span class="n">x</span><span class="p">,</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">x</span><span class="p">))</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">dir</span><span class="p">(</span><span class="n">cls</span><span class="p">)]</span>
+        <span class="bp">cls</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+        <span class="n">src_name_attrs</span> <span class="o">=</span> <span class="p">[(</span><span class="n">x</span><span class="p">,</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">x</span><span class="p">))</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">dir</span><span class="p">(</span><span class="bp">cls</span><span class="p">)]</span>
         <span class="n">src_params</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">nameAttr</span><span class="p">:</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">nameAttr</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">Param</span><span class="p">),</span> <span class="n">src_name_attrs</span><span class="p">))</span>
         <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">param</span> <span class="ow">in</span> <span class="n">src_params</span><span class="p">:</span>
             <span class="nb">setattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">param</span><span class="o">.</span><span class="n">_copy_new_parent</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>


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