Search code examples
pythonpickledynamic-class

Pickling of dynamic class definition


I am trying to pickle a dynamically generated class as a factory for an alternative class. Something like the following:

import sys, pickle

class BC(object):
    pass

C = type("NewClassName", (BC,), {})

pickle.dump(C, sys.stdout)

This leads to the following error:

pickle.PicklingError: Can't pickle <class '__main__.NewClassName'>: it's not found as __main__.NewClassName

For pickling an object of a dynamically generated class, you can define an __reduce__ method, but is there a way to achieve this only for a class definition.

I don't want to use BC directly, because I only need it as a factory for new classes.


Solution

  • A simple workaround to the error is to use the class name as variable name so that pickle can find it:

    import sys, pickle
    
    class BC(object):
        pass
    
    NewClassName = type("NewClassName", (BC,), {})
    
    pickle.dump(NewClassName, sys.stdout)

    However, this probably doesn't really do what you want. When loading the pickled class:

    pickle.loads("""c__main__
    NewClassName
    p0
    .""")
    

    You again get the error:

    AttributeError: 'module' object has no attribute 'NewClassName'
    

    unless you've already defined the class.


    As the documentation states:

    pickle can save and restore class instances transparently, however the class definition must be importable and live in the same module as when the object was stored.

    So you can't use it to generate new classes, just to make sure your objects refer to the correct classes.


    There are workarounds like pickling type parameters as shown in the other answer, but even then you will not be able to pickle objects of those dynamic classes without exposing the class in the global namespace of both the pickling and the unpickling process (i.e. __main__.ClassName must refer to the class).

    Therefore, I would rethink the whole dynamic class approach.