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Posted to reviews@spark.apache.org by GitBox <gi...@apache.org> on 2019/02/01 20:00:57 UTC
[GitHub] huaxingao commented on a change in pull request #23157:
[SPARK-26185][PYTHON]add weightCol in python
MulticlassClassificationEvaluator
huaxingao commented on a change in pull request #23157: [SPARK-26185][PYTHON]add weightCol in python MulticlassClassificationEvaluator
URL: https://github.com/apache/spark/pull/23157#discussion_r253181905
##########
File path: python/pyspark/mllib/evaluation.py
##########
@@ -192,16 +192,53 @@ class MulticlassMetrics(JavaModelWrapper):
0.66...
>>> metrics.weightedFMeasure(2.0)
0.65...
+ >>> predAndLabelsWithOptWeight = sc.parallelize([(0.0, 0.0, 1.0), (0.0, 1.0, 1.0),
+ ... (0.0, 0.0, 1.0), (1.0, 0.0, 1.0), (1.0, 1.0, 1.0), (1.0, 1.0, 1.0), (1.0, 1.0, 1.0),
+ ... (2.0, 2.0, 1.0), (2.0, 0.0, 1.0)])
+ >>> metrics = MulticlassMetrics(predAndLabelsWithOptWeight)
+ >>> metrics.confusionMatrix().toArray()
+ array([[ 2., 1., 1.],
+ [ 1., 3., 0.],
+ [ 0., 0., 1.]])
+ >>> metrics.falsePositiveRate(0.0)
+ 0.2...
+ >>> metrics.precision(1.0)
+ 0.75...
+ >>> metrics.recall(2.0)
+ 1.0...
+ >>> metrics.fMeasure(0.0, 2.0)
+ 0.52...
+ >>> metrics.accuracy
+ 0.66...
+ >>> metrics.weightedFalsePositiveRate
+ 0.19...
+ >>> metrics.weightedPrecision
+ 0.68...
+ >>> metrics.weightedRecall
+ 0.66...
+ >>> metrics.weightedFMeasure()
+ 0.66...
+ >>> metrics.weightedFMeasure(2.0)
+ 0.65...
.. versionadded:: 1.4.0
"""
- def __init__(self, predictionAndLabels):
- sc = predictionAndLabels.ctx
+ def __init__(self, predAndLabelsWithOptWeight):
+ sc = predAndLabelsWithOptWeight.ctx
sql_ctx = SQLContext.getOrCreate(sc)
- df = sql_ctx.createDataFrame(predictionAndLabels, schema=StructType([
- StructField("prediction", DoubleType(), nullable=False),
- StructField("label", DoubleType(), nullable=False)]))
+ numCol = len(predAndLabelsWithOptWeight.first())
+ schema = None
+ if (numCol == 2):
Review comment:
@imatiach-msft Thanks for the comment. Will make change.
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