Created by: JiayiFeng
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Register assign_value_op an empty grad_op, so we are able to use it in a normal network configuration.
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Refine assign layer. Give assign layer's second parameter 'output' a default value: None. If it is None, the output variable will be created inside the layer.
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Refine CustomReader. Add a member variable 'scope_' to it. The 'scope_' will act as the global scope of preprocessing, making it possible to save something cross batches.
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Add a new attribute named 'startuo_seed' to RandomCropOp. If the input 'Seed' is not initialized, the 'startup_seed' will be used to replace it.
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Make buffers of DoubleBufferReader and open_files bigger.