Github user BryanCutler commented on a diff in the pull request:
https://github.com/apache/spark/pull/17849#discussion_r132530521
--- Diff: python/pyspark/ml/tests.py ---
@@ -417,6 +417,54 @@ def test_logistic_regression_check_thresholds(self):
LogisticRegression, threshold=0.42, thresholds=[0.5, 0.5]
)
+ @staticmethod
+ def check_params(test_self, py_stage, check_params_exist=True):
+ """
+ Checks common requirements for Params.params:
+ - set of params exist in Java and Python and are ordered by names
+ - param parent has the same UID as the object's UID
+ - default param value from Java matches value in Python
+ - optionally check if all params from Java also exist in Python
+ """
+ py_stage_str = "%s %s" % (type(py_stage), py_stage)
+ if not hasattr(py_stage, "_to_java"):
+ return
+ java_stage = py_stage._to_java()
+ if java_stage is None:
+ return
+ test_self.assertEqual(py_stage.uid, java_stage.uid(),
msg=py_stage_str)
+ if check_params_exist:
+ param_names = [p.name for p in py_stage.params]
+ java_params = list(java_stage.params())
+ java_param_names = [jp.name() for jp in java_params]
+ test_self.assertEqual(
+ param_names, sorted(java_param_names),
+ "Param list in Python does not match Java for %s:\nJava =
%s\nPython = %s"
+ % (py_stage_str, java_param_names, param_names))
--- End diff --
I also changed the return to continue on line 454, this loop is checking
all params so it was meant to skip over random seed params - not break out of
the loop entirely (this is why that default value for MLP was missed). I
cleaned up the NaN checks, before it was just checking for Imputer params, but
it should be the same for any params with NaN's as default values. This is
lines 460-462
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