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__pycache__/ | ||
*.pyc |
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#!/usr/bin/env python | ||
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import findspark | ||
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findspark.init() | ||
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import os | ||
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projectDir = os.path.join(os.path.dirname(__file__), "../../../../..") | ||
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irisCsvFile = os.path.join(projectDir, "src/test/resources/Iris.csv") | ||
jpmmlPackageJarFile = os.path.join(projectDir, "target/jpmml-sparkml-package-1.0-SNAPSHOT.jar") | ||
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os.environ['PYSPARK_SUBMIT_ARGS'] = ("--master local[2] --jars " + jpmmlPackageJarFile + " pyspark-shell") | ||
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from jpmml_sparkml import toPMMLBytes | ||
from pyspark.context import SparkContext | ||
from pyspark.ml import Pipeline | ||
from pyspark.ml.classification import DecisionTreeClassifier | ||
from pyspark.ml.feature import RFormula | ||
from pyspark.sql import SQLContext | ||
from unittest import TestCase | ||
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class JPMMLTest(TestCase): | ||
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def setUp(self): | ||
self.sc = SparkContext() | ||
self.sqlContext = SQLContext(self.sc) | ||
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def tearDown(self): | ||
self.sc.stop() | ||
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def testWorkflow(self): | ||
df = self.sqlContext.read.csv(irisCsvFile, header = True, inferSchema = True) | ||
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formula = RFormula(formula = "Species ~ .") | ||
classifier = DecisionTreeClassifier() | ||
pipeline = Pipeline(stages = [formula, classifier]) | ||
pipelineModel = pipeline.fit(df) | ||
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pmmlBytes = toPMMLBytes(self.sc, df, pipelineModel) | ||
pmmlString = pmmlBytes.decode("UTF-8") | ||
self.assertTrue(pmmlString.find("<PMML xmlns=\"http://www.dmg.org/PMML-4_3\" version=\"4.3\">") > -1) |
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Sepal_Length,Sepal_Width,Petal_Length,Petal_Width,Species | ||
5.1,3.5,1.4,0.2,setosa | ||
4.9,3,1.4,0.2,setosa | ||
4.7,3.2,1.3,0.2,setosa | ||
4.6,3.1,1.5,0.2,setosa | ||
5,3.6,1.4,0.2,setosa | ||
5.4,3.9,1.7,0.4,setosa | ||
4.6,3.4,1.4,0.3,setosa | ||
5,3.4,1.5,0.2,setosa | ||
4.4,2.9,1.4,0.2,setosa | ||
4.9,3.1,1.5,0.1,setosa | ||
5.4,3.7,1.5,0.2,setosa | ||
4.8,3.4,1.6,0.2,setosa | ||
4.8,3,1.4,0.1,setosa | ||
4.3,3,1.1,0.1,setosa | ||
5.8,4,1.2,0.2,setosa | ||
5.7,4.4,1.5,0.4,setosa | ||
5.4,3.9,1.3,0.4,setosa | ||
5.1,3.5,1.4,0.3,setosa | ||
5.7,3.8,1.7,0.3,setosa | ||
5.1,3.8,1.5,0.3,setosa | ||
5.4,3.4,1.7,0.2,setosa | ||
5.1,3.7,1.5,0.4,setosa | ||
4.6,3.6,1,0.2,setosa | ||
5.1,3.3,1.7,0.5,setosa | ||
4.8,3.4,1.9,0.2,setosa | ||
5,3,1.6,0.2,setosa | ||
5,3.4,1.6,0.4,setosa | ||
5.2,3.5,1.5,0.2,setosa | ||
5.2,3.4,1.4,0.2,setosa | ||
4.7,3.2,1.6,0.2,setosa | ||
4.8,3.1,1.6,0.2,setosa | ||
5.4,3.4,1.5,0.4,setosa | ||
5.2,4.1,1.5,0.1,setosa | ||
5.5,4.2,1.4,0.2,setosa | ||
4.9,3.1,1.5,0.2,setosa | ||
5,3.2,1.2,0.2,setosa | ||
5.5,3.5,1.3,0.2,setosa | ||
4.9,3.6,1.4,0.1,setosa | ||
4.4,3,1.3,0.2,setosa | ||
5.1,3.4,1.5,0.2,setosa | ||
5,3.5,1.3,0.3,setosa | ||
4.5,2.3,1.3,0.3,setosa | ||
4.4,3.2,1.3,0.2,setosa | ||
5,3.5,1.6,0.6,setosa | ||
5.1,3.8,1.9,0.4,setosa | ||
4.8,3,1.4,0.3,setosa | ||
5.1,3.8,1.6,0.2,setosa | ||
4.6,3.2,1.4,0.2,setosa | ||
5.3,3.7,1.5,0.2,setosa | ||
5,3.3,1.4,0.2,setosa | ||
7,3.2,4.7,1.4,versicolor | ||
6.4,3.2,4.5,1.5,versicolor | ||
6.9,3.1,4.9,1.5,versicolor | ||
5.5,2.3,4,1.3,versicolor | ||
6.5,2.8,4.6,1.5,versicolor | ||
5.7,2.8,4.5,1.3,versicolor | ||
6.3,3.3,4.7,1.6,versicolor | ||
4.9,2.4,3.3,1,versicolor | ||
6.6,2.9,4.6,1.3,versicolor | ||
5.2,2.7,3.9,1.4,versicolor | ||
5,2,3.5,1,versicolor | ||
5.9,3,4.2,1.5,versicolor | ||
6,2.2,4,1,versicolor | ||
6.1,2.9,4.7,1.4,versicolor | ||
5.6,2.9,3.6,1.3,versicolor | ||
6.7,3.1,4.4,1.4,versicolor | ||
5.6,3,4.5,1.5,versicolor | ||
5.8,2.7,4.1,1,versicolor | ||
6.2,2.2,4.5,1.5,versicolor | ||
5.6,2.5,3.9,1.1,versicolor | ||
5.9,3.2,4.8,1.8,versicolor | ||
6.1,2.8,4,1.3,versicolor | ||
6.3,2.5,4.9,1.5,versicolor | ||
6.1,2.8,4.7,1.2,versicolor | ||
6.4,2.9,4.3,1.3,versicolor | ||
6.6,3,4.4,1.4,versicolor | ||
6.8,2.8,4.8,1.4,versicolor | ||
6.7,3,5,1.7,versicolor | ||
6,2.9,4.5,1.5,versicolor | ||
5.7,2.6,3.5,1,versicolor | ||
5.5,2.4,3.8,1.1,versicolor | ||
5.5,2.4,3.7,1,versicolor | ||
5.8,2.7,3.9,1.2,versicolor | ||
6,2.7,5.1,1.6,versicolor | ||
5.4,3,4.5,1.5,versicolor | ||
6,3.4,4.5,1.6,versicolor | ||
6.7,3.1,4.7,1.5,versicolor | ||
6.3,2.3,4.4,1.3,versicolor | ||
5.6,3,4.1,1.3,versicolor | ||
5.5,2.5,4,1.3,versicolor | ||
5.5,2.6,4.4,1.2,versicolor | ||
6.1,3,4.6,1.4,versicolor | ||
5.8,2.6,4,1.2,versicolor | ||
5,2.3,3.3,1,versicolor | ||
5.6,2.7,4.2,1.3,versicolor | ||
5.7,3,4.2,1.2,versicolor | ||
5.7,2.9,4.2,1.3,versicolor | ||
6.2,2.9,4.3,1.3,versicolor | ||
5.1,2.5,3,1.1,versicolor | ||
5.7,2.8,4.1,1.3,versicolor | ||
6.3,3.3,6,2.5,virginica | ||
5.8,2.7,5.1,1.9,virginica | ||
7.1,3,5.9,2.1,virginica | ||
6.3,2.9,5.6,1.8,virginica | ||
6.5,3,5.8,2.2,virginica | ||
7.6,3,6.6,2.1,virginica | ||
4.9,2.5,4.5,1.7,virginica | ||
7.3,2.9,6.3,1.8,virginica | ||
6.7,2.5,5.8,1.8,virginica | ||
7.2,3.6,6.1,2.5,virginica | ||
6.5,3.2,5.1,2,virginica | ||
6.4,2.7,5.3,1.9,virginica | ||
6.8,3,5.5,2.1,virginica | ||
5.7,2.5,5,2,virginica | ||
5.8,2.8,5.1,2.4,virginica | ||
6.4,3.2,5.3,2.3,virginica | ||
6.5,3,5.5,1.8,virginica | ||
7.7,3.8,6.7,2.2,virginica | ||
7.7,2.6,6.9,2.3,virginica | ||
6,2.2,5,1.5,virginica | ||
6.9,3.2,5.7,2.3,virginica | ||
5.6,2.8,4.9,2,virginica | ||
7.7,2.8,6.7,2,virginica | ||
6.3,2.7,4.9,1.8,virginica | ||
6.7,3.3,5.7,2.1,virginica | ||
7.2,3.2,6,1.8,virginica | ||
6.2,2.8,4.8,1.8,virginica | ||
6.1,3,4.9,1.8,virginica | ||
6.4,2.8,5.6,2.1,virginica | ||
7.2,3,5.8,1.6,virginica | ||
7.4,2.8,6.1,1.9,virginica | ||
7.9,3.8,6.4,2,virginica | ||
6.4,2.8,5.6,2.2,virginica | ||
6.3,2.8,5.1,1.5,virginica | ||
6.1,2.6,5.6,1.4,virginica | ||
7.7,3,6.1,2.3,virginica | ||
6.3,3.4,5.6,2.4,virginica | ||
6.4,3.1,5.5,1.8,virginica | ||
6,3,4.8,1.8,virginica | ||
6.9,3.1,5.4,2.1,virginica | ||
6.7,3.1,5.6,2.4,virginica | ||
6.9,3.1,5.1,2.3,virginica | ||
5.8,2.7,5.1,1.9,virginica | ||
6.8,3.2,5.9,2.3,virginica | ||
6.7,3.3,5.7,2.5,virginica | ||
6.7,3,5.2,2.3,virginica | ||
6.3,2.5,5,1.9,virginica | ||
6.5,3,5.2,2,virginica | ||
6.2,3.4,5.4,2.3,virginica | ||
5.9,3,5.1,1.8,virginica |