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Be sure to use the higher version of Pickle protocol. Except if you have very slow I/O, it shouldn't take more than a second.

Use CPickle too, if you can. (You can find numerous benchmark between Pickle, Cpickle, Json ...on stackoverflow)

cPickle.dumps(obj, protocol=pickle.HIGHEST_PROTOCOL)