Use tf_optimizer.OptimizeGraph() to reimplement create_inference_graph()...
Use tf_optimizer.OptimizeGraph() to reimplement create_inference_graph() method, and fix a bug in GetDeviceAndAllocator() where it doesn't set the cuda_device_id even if the device is found.
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