test_function_module.py 文件源码

python
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项目:Theano-Deep-learning 作者: GeekLiB 项目源码 文件源码
def test_copy_share_memory(self):
        x = T.fscalar('x')
        # SharedVariable for tests, one of them has update
        y = theano.shared(value=1)
        z = theano.shared(value=2)
        out = T.tanh((x + y + 2) / (x + z - 0.2)**2)

        # Test for different linkers
        for mode in ["FAST_RUN", "FAST_COMPILE"]:
            ori = theano.function([x], [out], mode=mode, updates={z: z + 1})
            cpy = ori.copy(share_memory=True)

            # Test if memories shared
            storage_map_ori = ori.fn.storage_map
            storage_map_cpy = cpy.fn.storage_map
            fgraph_cpy = cpy.maker.fgraph

            # Assert intermediate and Constants storages are shared.
            # and output stoarges are not shared
            i_o_variables = fgraph_cpy.inputs + fgraph_cpy.outputs
            ori_storages = storage_map_ori.values()
            l = [val for key, val in storage_map_cpy.items()
                 if key not in i_o_variables or isinstance(key, theano.tensor.Constant)]
            for storage in l:
                self.assertTrue(any([storage is s for s in ori_storages]))

            # Assert storages of SharedVariable without updates are shared
            for (input, _1, _2), here, there in zip(ori.indices,
                                                    ori.input_storage,
                                                    cpy.input_storage):
                self.assertTrue(here.data is there.data)
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