msegala

class AutoEncoder(Layer):
    def __init__(self, incoming, num_units, n_hidden, W=init.Uniform(), bhid=init.Constant(0.), bvis=init.Constant(0.),
                 nonlinearity=nonlinearities.rectify, **kwargs):
        super(AutoEncoder, self).__init__(incoming, **kwargs)
        if nonlinearity is None:
            self.nonlinearity = nonlinearities.identity
        else:
            self.nonlinearity = nonlinearity

        self.num_units = num_units