Github user yanboliang commented on a diff in the pull request:
https://github.com/apache/spark/pull/9839#discussion_r45349108
--- Diff:
mllib/src/test/scala/org/apache/spark/ml/feature/StandardScalerSuite.scala ---
@@ -116,23 +116,19 @@ class StandardScalerSuite extends SparkFunSuite with
MLlibTestSparkContext
assertResult(standardScaler3.transform(df3))
}
- test("StandardScaler read/write") {
- val t = new StandardScaler()
- .setInputCol("myInputCol")
- .setOutputCol("myOutputCol")
- .setWithStd(false)
- .setWithMean(true)
- testDefaultReadWrite(t)
- }
-
- test("StandardScalerModel read/write") {
- val oldModel = new feature.StandardScalerModel(
- Vectors.dense(1.0, 2.0), Vectors.dense(3.0, 4.0), false, true)
- val instance = new StandardScalerModel("myStandardScalerModel",
oldModel)
- val newInstance = testDefaultReadWrite(instance)
- assert(newInstance.std === instance.std)
- assert(newInstance.mean === instance.mean)
- assert(newInstance.getWithStd === instance.getWithStd)
- assert(newInstance.getWithMean === instance.getWithMean)
+ test("read/write") {
+ def checkModelData(model1: StandardScalerModel, model2:
StandardScalerModel): Unit = {
+ assert(model1.mean === model2.mean)
+ assert(model1.std === model2.std)
+ }
+ val allParams: Map[String, Any] = Map(
+ "inputCol" -> "features",
+ "outputCol" -> "standardized_features",
+ "withMean" -> true,
+ "withStd" -> true
+ )
+ val df =
sqlContext.createDataFrame(data.zip(resWithBoth)).toDF("features", "expected")
+ val standardScaler = new StandardScaler()
+ testEstimatorAndModelReadWrite(standardScaler, df, allParams,
checkModelData)
}
--- End diff --
```withStd``` and ```withStd``` of ```StandardScalerModel``` must be
inherited from ```StandardScaler```, so we can not construct
```StandardScalerModel``` by specifying the two variables. Here we combine the
original test cases into one with ```testEstimatorAndModelReadWrite```.
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