Github user HyukjinKwon commented on the issue:

    https://github.com/apache/spark/pull/16429
  
    @holdenk, Yup. (actually, it is cloudpipe/cloudpickle@cbd3f34 because there 
were more minor fixes). It seems there are several customized codes such as 
injecting `numpy` as below:
    
    ```python
        def inject_numpy(self):
            numpy = sys.modules.get('numpy')
            if not numpy or not hasattr(numpy, 'ufunc'):
                return
            self.dispatch[numpy.ufunc] = self.__class__.save_ufunc
    ```
    
    So, I tried to take out the valid changes from there for now.
    
    I also agree with using it as a thirdparty library if possible. That would 
be bigger job than this though because we now have a quite lot of customized 
codes there.
    



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