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One strategy that I am exploring right now is to create a new ProtoBuf called InferenceDesc that can incorporate the ProgramDesc and Model Params. This is a related issue for that #7328
I added a proposal in the same issue to avoid duplication, since I started working on the same issue (#7328) as well. @abhinavarora and I can work together on this I guess.
Currently Pickle is used in fluid.io.save_inference_model to save inference protobuf string and feed and fetch var names.
However it is not well supported for the c++ side to parse the serializing format provided by pickle.
To make the inference API concise, we need to get rid of pickle.
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