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authorYanbo Liang <ybliang8@gmail.com>2016-11-07 04:07:19 -0800
committerYanbo Liang <ybliang8@gmail.com>2016-11-07 04:07:19 -0800
commitdaa975f4bfa4f904697bf3365a4be9987032e490 (patch)
treede8926dca9d828601a3a4c9fad0c0c02dbd03b68 /external
parenta814eeac6b3c38d1294b88c60cd083fc4d01bd25 (diff)
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[SPARK-18291][SPARKR][ML] SparkR glm predict should output original label when family = binomial.
## What changes were proposed in this pull request? SparkR ```spark.glm``` predict should output original label when family = "binomial". ## How was this patch tested? Add unit test. You can also run the following code to test: ```R training <- suppressWarnings(createDataFrame(iris)) training <- training[training$Species %in% c("versicolor", "virginica"), ] model <- spark.glm(training, Species ~ Sepal_Length + Sepal_Width,family = binomial(link = "logit")) showDF(predict(model, training)) ``` Before this change: ``` +------------+-----------+------------+-----------+----------+-----+-------------------+ |Sepal_Length|Sepal_Width|Petal_Length|Petal_Width| Species|label| prediction| +------------+-----------+------------+-----------+----------+-----+-------------------+ | 7.0| 3.2| 4.7| 1.4|versicolor| 0.0| 0.8271421517601544| | 6.4| 3.2| 4.5| 1.5|versicolor| 0.0| 0.6044595910413112| | 6.9| 3.1| 4.9| 1.5|versicolor| 0.0| 0.7916340858281998| | 5.5| 2.3| 4.0| 1.3|versicolor| 0.0|0.16080518180591158| | 6.5| 2.8| 4.6| 1.5|versicolor| 0.0| 0.6112229217050189| | 5.7| 2.8| 4.5| 1.3|versicolor| 0.0| 0.2555087295500885| | 6.3| 3.3| 4.7| 1.6|versicolor| 0.0| 0.5681507664364834| | 4.9| 2.4| 3.3| 1.0|versicolor| 0.0|0.05990570219972002| | 6.6| 2.9| 4.6| 1.3|versicolor| 0.0| 0.6644434078306246| | 5.2| 2.7| 3.9| 1.4|versicolor| 0.0|0.11293577405862379| | 5.0| 2.0| 3.5| 1.0|versicolor| 0.0|0.06152372321585971| | 5.9| 3.0| 4.2| 1.5|versicolor| 0.0|0.35250697207602555| | 6.0| 2.2| 4.0| 1.0|versicolor| 0.0|0.32267018290814303| | 6.1| 2.9| 4.7| 1.4|versicolor| 0.0| 0.433391153814592| | 5.6| 2.9| 3.6| 1.3|versicolor| 0.0| 0.2280744262436993| | 6.7| 3.1| 4.4| 1.4|versicolor| 0.0| 0.7219848389339459| | 5.6| 3.0| 4.5| 1.5|versicolor| 0.0|0.23527698971404695| | 5.8| 2.7| 4.1| 1.0|versicolor| 0.0| 0.285024533520016| | 6.2| 2.2| 4.5| 1.5|versicolor| 0.0| 0.4107047877447493| | 5.6| 2.5| 3.9| 1.1|versicolor| 0.0|0.20083561961645083| +------------+-----------+------------+-----------+----------+-----+-------------------+ ``` After this change: ``` +------------+-----------+------------+-----------+----------+-----+----------+ |Sepal_Length|Sepal_Width|Petal_Length|Petal_Width| Species|label|prediction| +------------+-----------+------------+-----------+----------+-----+----------+ | 7.0| 3.2| 4.7| 1.4|versicolor| 0.0| virginica| | 6.4| 3.2| 4.5| 1.5|versicolor| 0.0| virginica| | 6.9| 3.1| 4.9| 1.5|versicolor| 0.0| virginica| | 5.5| 2.3| 4.0| 1.3|versicolor| 0.0|versicolor| | 6.5| 2.8| 4.6| 1.5|versicolor| 0.0| virginica| | 5.7| 2.8| 4.5| 1.3|versicolor| 0.0|versicolor| | 6.3| 3.3| 4.7| 1.6|versicolor| 0.0| virginica| | 4.9| 2.4| 3.3| 1.0|versicolor| 0.0|versicolor| | 6.6| 2.9| 4.6| 1.3|versicolor| 0.0| virginica| | 5.2| 2.7| 3.9| 1.4|versicolor| 0.0|versicolor| | 5.0| 2.0| 3.5| 1.0|versicolor| 0.0|versicolor| | 5.9| 3.0| 4.2| 1.5|versicolor| 0.0|versicolor| | 6.0| 2.2| 4.0| 1.0|versicolor| 0.0|versicolor| | 6.1| 2.9| 4.7| 1.4|versicolor| 0.0|versicolor| | 5.6| 2.9| 3.6| 1.3|versicolor| 0.0|versicolor| | 6.7| 3.1| 4.4| 1.4|versicolor| 0.0| virginica| | 5.6| 3.0| 4.5| 1.5|versicolor| 0.0|versicolor| | 5.8| 2.7| 4.1| 1.0|versicolor| 0.0|versicolor| | 6.2| 2.2| 4.5| 1.5|versicolor| 0.0|versicolor| | 5.6| 2.5| 3.9| 1.1|versicolor| 0.0|versicolor| +------------+-----------+------------+-----------+----------+-----+----------+ ``` Author: Yanbo Liang <ybliang8@gmail.com> Closes #15788 from yanboliang/spark-18291.
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