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Posted to reviews@spark.apache.org by GitBox <gi...@apache.org> on 2020/03/05 02:57:48 UTC

[GitHub] [spark] zhengruifeng commented on a change in pull request #27785: [SPARK-30934][ML][DOCS] Update ml-guide and ml-migration-guide for 3.0 release

zhengruifeng commented on a change in pull request #27785: [SPARK-30934][ML][DOCS] Update ml-guide and ml-migration-guide for 3.0 release
URL: https://github.com/apache/spark/pull/27785#discussion_r388053897
 
 

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 File path: docs/ml-migration-guide.md
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 @@ -33,16 +33,65 @@ Please refer [Migration Guide: SQL, Datasets and DataFrame](sql-migration-guide.
 
 * `OneHotEncoder` which is deprecated in 2.3, is removed in 3.0 and `OneHotEncoderEstimator` is now renamed to `OneHotEncoder`.
 * `org.apache.spark.ml.image.ImageSchema.readImages` which is deprecated in 2.3, is removed in 3.0, use `spark.read.format('image')` instead.
+* `org.apache.spark.mllib.clustering.KMeans.train` with param Int `runs` which is deprecated in 2.1, is removed in 3.0, use `train` method without `runs` instead.
+* `org.apache.spark.mllib.classification.LogisticRegressionWithSGD` which is deprecated in 2.0, is removed in 3.0, use `org.apache.spark.ml.classification.LogisticRegression` or `spark.mllib.classification.LogisticRegressionWithLBFGS` instead.
+* `org.apache.spark.mllib.feature.ChiSqSelectorModel.isSorted ` which is deprecated in 2.1, is removed in 3.0, is not intended for subclasses to use.
+* `org.apache.spark.mllib.regression.RidgeRegressionWithSGD` which is deprecated in 2.0, is removed in 3.0, use `org.apache.spark.ml.regression.LinearRegression` with `elasticNetParam` = 0.0. Note the default `regParam` is 0.01 for `RidgeRegressionWithSGD`, but is 0.0 for `LinearRegression`.
+* `org.apache.spark.mllib.regression.LassoWithSGD` which is deprecated in 2.0, is removed in 3.0, use `org.apache.spark.ml.regression.LinearRegression` with `elasticNetParam` = 1.0. Note the default `regParam` is 0.01 for `LassoWithSGD`, but is 0.0 for `LinearRegression`.
+* `org.apache.spark.mllib.regression.LinearRegressionWithSGD` which is deprecated in 2.0, is removed in 3.0, use `org.apache.spark.ml.regression.LinearRegression` or `LBFGS` instead.
+* `org.apache.spark.mllib.clustering.KMeans.getRuns` and `setRuns` which are deprecated in 2.1, is removed in 3.0, have no effect since Spark 2.0.0.
+* `org.apache.spark.ml.LinearSVCModel.setWeightCol` which is deprecated in 2.4, is removed in 3.0, is not intended for users.
+* From 3.0, `org.apache.spark.ml.classification.MultilayerPerceptronClassificationModel` extends `MultilayerPerceptronParams` to expose the training params. As a result, layers in `MultilayerPerceptronClassificationModel` has been changed from Array[Int] to IntArrayParam. Users should use `MultilayerPerceptronClassificationModel.getLayers` instead of `MultilayerPerceptronClassificationModel.layers` to retrieve the size of layers.
+* `org.apache.spark.ml.classification.GBTClassifier.numTrees`  which is deprecated in 2.4.5, is removed in 3.0, use `getNumTrees` instead.
+* `org.apache.spark.ml.clustering.KMeansModel.computeCost` which is deprecated in 2.4, is removed in 3.0, use `ClusteringEvaluator` instead.
+* `org.apache.spark.mllib.evaluation.MulticlassMetrics.precision` which is deprecated in 2.0, is removed in 3.0, use `accuracy` instead.
+* `org.apache.spark.mllib.evaluation.MulticlassMetrics.recall` which is deprecated in 2.0, is removed in 3.0, use `accuracy` instead.
+* `org.apache.spark.mllib.evaluation.MulticlassMetrics.fMeasure` which is deprecated in 2.0, is removed in 3.0, use `accuracy` instead.
+* `org.apache.spark.ml.util.GeneralMLWriter.context` which is deprecated in 2.0, is removed in 3.0, use `session` instead.
+* `org.apache.spark.ml.util.MLWriter.context` which is deprecated in 2.0, is removed in 3.0, use `session` instead.
+* `org.apache.spark.ml.util.MLReader.context` which is deprecated in 2.0, is removed in 3.0, use `session` instead.
+* `abstract class UnaryTransformer[IN, OUT, T <: UnaryTransformer[IN, OUT, T]]` is changed to `abstract class UnaryTransformer[IN: TypeTag, OUT: TypeTag, T <: UnaryTransformer[IN, OUT, T]]` in 3.0.
 
-### Changes of behavior
+### Deprecations and changes of behavior
 {:.no_toc}
 
+**Deprecations**
+
+* [SPARK-11215](https://issues.apache.org/jira/browse/SPARK-11215):
+`labels` in `StringIndexer` is deprecated and will be removed in 3.1.0. Use `labelsArray` instead.
+* [SPARK-25758](https://issues.apache.org/jira/browse/SPARK-25758):
+`computeCost` in `BisectingKMeans` is deprecated and will be removed in future versions. Use `ClusteringEvaluator` instead.
+
+**Changes of behavior**
 
 Review comment:
   I am netural on it, since it is not a big change.

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