def serialized(self):
        to_ret = {}
        for group, requirements in self.items():
            to_ret[group] = [str(requirement) for requirement in requirements]
        return to_ret
def projection_shortcut(inputs, name):
    return conv2d_fixed_padding(
        inputs=inputs,
        filters=filters_out,
        kernel_size=1,
        strides=strides,
        data_format=data_format,
        name=name)