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-rw-r--r--examples/src/main/python/ml/aft_survival_regression.py19
1 files changed, 13 insertions, 6 deletions
diff --git a/examples/src/main/python/ml/aft_survival_regression.py b/examples/src/main/python/ml/aft_survival_regression.py
index 0ee01fd825..9879679829 100644
--- a/examples/src/main/python/ml/aft_survival_regression.py
+++ b/examples/src/main/python/ml/aft_survival_regression.py
@@ -17,19 +17,26 @@
from __future__ import print_function
-from pyspark import SparkContext
-from pyspark.sql import SQLContext
# $example on$
from pyspark.ml.regression import AFTSurvivalRegression
from pyspark.mllib.linalg import Vectors
# $example off$
+from pyspark.sql import SparkSession
+
+"""
+An example demonstrating aft survival regression.
+Run with:
+ bin/spark-submit examples/src/main/python/ml/aft_survival_regression.py
+"""
if __name__ == "__main__":
- sc = SparkContext(appName="AFTSurvivalRegressionExample")
- sqlContext = SQLContext(sc)
+ spark = SparkSession \
+ .builder \
+ .appName("PythonAFTSurvivalRegressionExample") \
+ .getOrCreate()
# $example on$
- training = sqlContext.createDataFrame([
+ training = spark.createDataFrame([
(1.218, 1.0, Vectors.dense(1.560, -0.605)),
(2.949, 0.0, Vectors.dense(0.346, 2.158)),
(3.627, 0.0, Vectors.dense(1.380, 0.231)),
@@ -48,4 +55,4 @@ if __name__ == "__main__":
model.transform(training).show(truncate=False)
# $example off$
- sc.stop()
+ spark.stop()