Github user MechCoder commented on a diff in the pull request:
https://github.com/apache/spark/pull/7879#discussion_r36062700
--- Diff: python/pyspark/ml/feature.py ---
@@ -1110,6 +1110,80 @@ class PCAModel(JavaModel):
"""
+@inherit_doc
+class RFormula(JavaEstimator, HasFeaturesCol, HasLabelCol):
+ """
+ .. note:: Experimental
+
+ Implements the transforms required for fitting a dataset against an
+ R model formula. Currently we support a limited subset of the R
+ operators, including '~', '+', '-', and '.'. Also see the R formula
+ docs:
+ http://stat.ethz.ch/R-manual/R-patched/library/stats/html/formula.html
+
+ >>> df = sqlContext.createDataFrame([
+ ... (1.0, 1.0, "a"),
+ ... (0.0, 2.0, "b"),
+ ... (0.0, 0.0, "a")
+ ... ], ["y", "x", "s"])
+ >>> rf = RFormula(formula="y ~ x + s")
+ >>> rf.fit(df).transform(df).show()
--- End diff --
Not a PySpark comment, but is this expected behavior?
>>> df = sqlContext.createDataFrame([
... (1.0, 1.0, "a"),
... (0.0, 2.0, "b"),
... (0.0, 0.0, "c")
... ], ["y", "x", "s"])
>>> rf.fit(df).transform(df).collect()
[Row(y=1.0, x=1.0, s='a', features=DenseVector([1.0, 1.0, 0.0]),
label=1.0),
Row(y=0.0, x=2.0, s='b', features=DenseVector([2.0, 0.0, 1.0]),
label=0.0),
Row(y=0.0, x=0.0, s='c', features=SparseVector(3, {}), label=0.0)]
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