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I think I found the reason for the problems we encountered with inheriting from nd.matrix. The reasons are detailed here: http://docs.scipy.org/doc/numpy-1.10.1/user/basics.subclassing.html
So in case we do plan to subclass np.matrix / np.ndarray we need to take this into account (maybe we simply shouldn't).