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authorJoseph K. Bradley <joseph@databricks.com>2015-12-16 11:53:04 -0800
committerJoseph K. Bradley <joseph@databricks.com>2015-12-16 11:53:04 -0800
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[SPARK-11608][MLLIB][DOC] Added migration guide for MLlib 1.6
No known breaking changes, but some deprecations and changes of behavior. CC: mengxr Author: Joseph K. Bradley <joseph@databricks.com> Closes #10235 from jkbradley/mllib-guide-update-1.6.
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@@ -7,6 +7,25 @@ description: MLlib migration guides from before Spark SPARK_VERSION_SHORT
The migration guide for the current Spark version is kept on the [MLlib Programming Guide main page](mllib-guide.html#migration-guide).
+## From 1.4 to 1.5
+
+In the `spark.mllib` package, there are no breaking API changes but several behavior changes:
+
+* [SPARK-9005](https://issues.apache.org/jira/browse/SPARK-9005):
+ `RegressionMetrics.explainedVariance` returns the average regression sum of squares.
+* [SPARK-8600](https://issues.apache.org/jira/browse/SPARK-8600): `NaiveBayesModel.labels` become
+ sorted.
+* [SPARK-3382](https://issues.apache.org/jira/browse/SPARK-3382): `GradientDescent` has a default
+ convergence tolerance `1e-3`, and hence iterations might end earlier than 1.4.
+
+In the `spark.ml` package, there exists one breaking API change and one behavior change:
+
+* [SPARK-9268](https://issues.apache.org/jira/browse/SPARK-9268): Java's varargs support is removed
+ from `Params.setDefault` due to a
+ [Scala compiler bug](https://issues.scala-lang.org/browse/SI-9013).
+* [SPARK-10097](https://issues.apache.org/jira/browse/SPARK-10097): `Evaluator.isLargerBetter` is
+ added to indicate metric ordering. Metrics like RMSE no longer flip signs as in 1.4.
+
## From 1.3 to 1.4
In the `spark.mllib` package, there were several breaking changes, but all in `DeveloperApi` or `Experimental` APIs: