9iSSKJrJr SSKrSSKJr SSKJr /SQr"SS\R5r "SS \R5r "S S \R5r g) )AnyOptionalN)nn)QConfig) QuantStub DeQuantStub QuantWrappercx^\rSrSrSrS S\\4U4SjjjrS\RS\R4Sjr Sr U=r $) r aQuantize stub module, before calibration, this is same as an observer, it will be swapped as `nnq.Quantize` in `convert`. Args: qconfig: quantization configuration for the tensor, if qconfig is not provided, we will get qconfig from parent modules qconfigc>>[TU]5 U(aXlggNsuper__init__r selfr __class__s [/var/www/html/land-doc-ocr/venv/lib/python3.13/site-packages/torch/ao/quantization/stubs.pyrQuantStub.__init__  "L xreturncU$rrrs rforwardQuantStub.forwardrr r) __name__ __module__ __qualname____firstlineno____doc__rrrtorchTensorr__static_attributes__ __classcell__rs@rrr s># 1## %,,rrcx^\rSrSrSrS S\\4U4SjjjrS\RS\R4Sjr Sr U=r $) raDequantize stub module, before calibration, this is same as identity, this will be swapped as `nnq.DeQuantize` in `convert`. Args: qconfig: quantization configuration for the tensor, if qconfig is not provided, we will get qconfig from parent modules r c>>[TU]5 U(aXlggrrrs rrDeQuantStub.__init__&rrrrcU$rrrs rrDeQuantStub.forward+r rr!r) r"r#r$r%r&rrrr'r(rr)r*r+s@rrrs=# ## %,,rrc^\rSrSr%Sr\\S'\\S'\R\S'S\R4U4Sjjr S\ RS\ R4S jr S rU=r$) r /aA wrapper class that wraps the input module, adds QuantStub and DeQuantStub and surround the call to module with call to quant and dequant modules. This is used by the `quantization` utility functions to add the quant and dequant modules, before `convert` function `QuantStub` will just be observer, it observes the input tensor, after `convert`, `QuantStub` will be swapped to `nnq.Quantize` which does actual quantization. Similarly for `DeQuantStub`. quantdequantmodulec>[TU]5 [USS5nURS[ U55 URS[ U55 URSU5 UR UR5 g)Nr r4r5r6)rrgetattr add_modulerrtraintraining)rr6r rs rrQuantWrapper.__init__?s` &)T2 7!34  ;w#78 &) 6??#rXrchURU5nURU5nURU5$r)r4r6r5)rr=s rrQuantWrapper.forwardGs* JJqM KKN||Arr)r"r#r$r%r&r__annotations__rrModulerr'r(rr)r*r+s@rr r /sP    II$ryy$%,,rr ) typingrrr'rtorch.ao.quantizationr__all__rArrr rrrrEsH ) 7 $"))$299r