+ &j^RIHt^RIt^RIHt^RIHt.R Ot!RR]P4t!R R]P4t !R R]P4t R#) AnyN)nnQConfig QuantStub DeQuantStub QuantWrappercXaa]tRt^ toRtRV3RlV3RllltV3RlRltRtVtV;t #)raQuantize 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 c.<V^8dQhRS[R,/#qconfigNr)format __classdict__s"s/Users/jameslopez/projects/CWCArchive/cwc-podcast/.venv/lib/python3.14/site-packages/torch/ao/quantization/stubs.py __annotate__QuantStub.__annotate__s##$#cD<\SV`4V'd WnR#R#Nsuper__init__rselfr __class__s&&rrQuantStub.__init__  "L rcN<V^8dQhRS[PRS[P/#rxreturntorchTensor)rrs"rrr#%,,rcV#rrr"s&&rforwardQuantStub.forwardrrr __name__ __module__ __qualname____firstlineno____doc__rr+__static_attributes____classdictcell__ __classcell__rrs@@rrr ### rcXaa]tRt^toRtRV3RlV3RllltV3RlRltRtVtV;t #)r aDequantize stub module, before calibration, this is same as identity, this will be swapped as `nnq.DeQuantize` in `convert`. Args: qconfig: quantization configuration for the tensor, if qconfig is not provided, we will get qconfig from parent modules c.<V^8dQhRS[R,/#r r)rrs"rrDeQuantStub.__annotate__&s##d #rcD<\SV`4V'd WnR#R#rrrs&&rrDeQuantStub.__init__&rrcN<V^8dQhRS[PRS[P/#r!r$)rrs"rrr<+r'rcV#rr)r*s&&rr+DeQuantStub.forward+r-rr.rr/r8s@@rr r r9rc`aa]tRt^/toRtV3RlV3RlltV3RlRltV3RltRtVt V;t #)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`. c4<V^8dQhRS[P/#)rmodule)rModule)rrs"rrQuantWrapper.__annotate__?s$$ryy$rc<\SV`4\VRR4pVPR\ V44VPR\ V44VPRV4VP VP4R#)rNquantdequantrD)rrgetattr add_modulerr traintraining)rrDrrs&& rrQuantWrapper.__init__?s` &)T2 7!34  ;w#78 &) 6??#rcN<V^8dQhRS[PRS[P/#)rXr#r$)rrs"rrrFGs#%,,rchVPV4pVPV4pVPV4#r)rHrDrI)rrPs&&rr+QuantWrapper.forwardGs* JJqM KKN||ArcR<V^8dQh/S[;R&S[;R&S[P;R&#)rrHrIrD)rr rrE)rrs"rrrF/s0  IIrr)) r0r1r2r3r4rr+__annotate_func__r5r6r7r8s@@rr r /s% $$1r)rr r ) typingrr%rtorch.ao.quantizationr__all__rErr r r)rrrXsH ) 7 $"))$299r