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authorNick Pentreath <nickp@za.ibm.com>2016-05-07 10:57:40 +0200
committerNick Pentreath <nickp@za.ibm.com>2016-05-07 10:57:40 +0200
commitb0cafdb6ccff9add89dc31c45adf87c8fa906aac (patch)
tree1ce9876b0c6237387283cee2ff021dfb6815e0c4 /examples/src/main/python
parentdf89f1d43d4eaa1dd8a439a8e48bca16b67d5b48 (diff)
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[MINOR][ML][PYSPARK] ALS example cleanup
Cleans up ALS examples by removing unnecessary casts to double for `rating` and `prediction` columns, since `RegressionEvaluator` now supports `Double` & `Float` input types. ## How was this patch tested? Manual compile and run with `run-example ml.ALSExample` and `spark-submit examples/src/main/python/ml/als_example.py`. Author: Nick Pentreath <nickp@za.ibm.com> Closes #12892 from MLnick/als-examples-cleanup.
Diffstat (limited to 'examples/src/main/python')
-rw-r--r--examples/src/main/python/ml/als_example.py9
1 files changed, 3 insertions, 6 deletions
diff --git a/examples/src/main/python/ml/als_example.py b/examples/src/main/python/ml/als_example.py
index ff0829b0dd..1a979ff5b5 100644
--- a/examples/src/main/python/ml/als_example.py
+++ b/examples/src/main/python/ml/als_example.py
@@ -48,12 +48,9 @@ if __name__ == "__main__":
model = als.fit(training)
# Evaluate the model by computing the RMSE on the test data
- rawPredictions = model.transform(test)
- predictions = rawPredictions\
- .withColumn("rating", rawPredictions.rating.cast("double"))\
- .withColumn("prediction", rawPredictions.prediction.cast("double"))
- evaluator =\
- RegressionEvaluator(metricName="rmse", labelCol="rating", predictionCol="prediction")
+ predictions = model.transform(test)
+ evaluator = RegressionEvaluator(metricName="rmse", labelCol="rating",
+ predictionCol="prediction")
rmse = evaluator.evaluate(predictions)
print("Root-mean-square error = " + str(rmse))
# $example off$