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prototype_source/fx_graph_mode_quant_guide.rst

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@@ -26,7 +26,7 @@ If the code that is not symbolically traceable does not need to be quantized, we
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to run FX Graph Mode Quantization:
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a. Symbolically trace only the code that needs to be quantized
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Symbolically trace only the code that needs to be quantized
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-----------------------------------------------------------------
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When the whole model is not symbolically traceable but the submodule we want to quantize is
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symbolically traceable, we can run quantization only on that submodule.
@@ -71,7 +71,7 @@ Note if original model needs to be preserved, you will have to
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copy it yourself before calling the quantization APIs.
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b. Skip symbolically trace the non-traceable code
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Skip symbolically trace the non-traceable code
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---------------------------------------------------
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When we have some non-traceable code in the module, and this part of code doesn’t need to be quantized,
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we can factor out this part of the code into a submodule and skip symbolically trace that submodule.
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If the code that is not symbolically traceable needs to be quantized, we have the following two options:
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a. Refactor your code to make it symbolically traceable
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Refactor your code to make it symbolically traceable
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--------------------------------------------------------
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If it is easy to refactor the code and make the code symbolically traceable,
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we can refactor the code and remove the use of non-traceable constructs in python.
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b. Write your own observed and quantized submodule
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Write your own observed and quantized submodule
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-----------------------------------------------------
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If the non-traceable code can’t be refactored to be symbolically traceable,

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