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The code parts are not consistent with each other. After you run the first part of the code(quantization), dequantization does not work as the quantized tensor variables do not match.
Updated Introducing Quantized Tensor (markdown)
Made sure the examples run
Add the Link to the PyTorch Quantization Design Proposal
moving quantization docs into one folder