Github user HyukjinKwon commented on a diff in the pull request: https://github.com/apache/spark/pull/18734#discussion_r133609212 --- Diff: python/pyspark/cloudpickle.py --- @@ -241,11 +338,32 @@ def save_function(self, obj, name=None): if getattr(themodule, name, None) is obj: return self.save_global(obj, name) + # a builtin_function_or_method which comes in as an attribute of some + # object (e.g., object.__new__, itertools.chain.from_iterable) will end + # up with modname "__main__" and so end up here. But these functions + # have no __code__ attribute in CPython, so the handling for + # user-defined functions below will fail. + # So we pickle them here using save_reduce; have to do it differently + # for different python versions. + if not hasattr(obj, '__code__'): + if PY3: + if sys.version_info < (3, 4): + raise pickle.PicklingError("Can't pickle %r" % obj) + else: + rv = obj.__reduce_ex__(self.proto) + else: + if hasattr(obj, '__self__'): + rv = (getattr, (obj.__self__, name)) + else: + raise pickle.PicklingError("Can't pickle %r" % obj) + return Pickler.save_reduce(self, obj=obj, *rv) + # if func is lambda, def'ed at prompt, is in main, or is nested, then # we'll pickle the actual function object rather than simply saving a # reference (as is done in default pickler), via save_function_tuple. - if islambda(obj) or obj.__code__.co_filename == '<stdin>' or themodule is None: - #print("save global", islambda(obj), obj.__code__.co_filename, modname, themodule) + if (islambda(obj) --- End diff -- Just as a side note, it looks this PR includes https://github.com/cloudpipe/cloudpickle/pull/51 too (SPARK-21753).
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