
    sh                     <   S SK JrJrJr  S SKrS SKJr  SSK7  SSKJrJr  SSK	7  SSK
7  SSKJrJrJrJrJrJr  SSKJrJrJr  SSK7  SSK7  SSK7  SSK7  SSK7  SSK7  SSK7  \\ \!4   r"S	\"l#        \\\\4 H
  r$S	\$l#        M     / S
Qr%S r& " S S\ 5      r'g)    )CallableOptionalUnionN)Tensor   )*)fuse_modulesfuse_modules_qat)compare_results
CUSTOM_KEYextract_results_from_loggersgenerate_numeric_debug_handleNUMERIC_DEBUG_HANDLE_KEY"prepare_for_propagation_comparison) _allow_exported_model_train_eval_move_exported_model_to_eval_move_exported_model_to_trainztorch.ao.quantization)DeQuantStubFakeQuantizeFakeQuantizeBaseFixedQParamsFakeQuantizeFixedQParamsObserverFusedMovingAvgObsFakeQuantizeHistogramObserverMatchAllNodeMinMaxObserverMovingAverageMinMaxObserver%MovingAveragePerChannelMinMaxObserverNoopObserverObserverBaseObserverOrFakeQuantizePatternPerChannelMinMaxObserverPlaceholderObserverQConfig
QConfigAnyQConfigDynamicQConfigMapping	QuantStub	QuantTypeQuantWrapperRecordingObserverReuseInputObserverUniformQuantizationObserverBaseadd_quant_dequantconvertconvert_dynamic_jitconvert_jit'default_affine_fixed_qparams_fake_quant%default_affine_fixed_qparams_observerdefault_debug_observerdefault_dynamic_fake_quantdefault_dynamic_quant_observerdefault_embedding_fake_quant!default_embedding_fake_quant_4bitdefault_eval_fndefault_fake_quant+default_fixed_qparams_range_0to1_fake_quant)default_fixed_qparams_range_0to1_observer.default_fixed_qparams_range_neg1to1_fake_quant,default_fixed_qparams_range_neg1to1_observerdefault_float_qparams_observer#default_float_qparams_observer_4bitdefault_fused_act_fake_quant'default_fused_per_channel_wt_fake_quantdefault_fused_wt_fake_quantdefault_histogram_fake_quantdefault_histogram_observerdefault_observer%default_per_channel_weight_fake_quant#default_per_channel_weight_observerdefault_placeholder_observerdefault_reuse_input_observer*default_symmetric_fixed_qparams_fake_quant(default_symmetric_fixed_qparams_observerdefault_weight_fake_quantdefault_weight_observerdisable_fake_quantdisable_observerenable_fake_quantenable_observerfuse_conv_bnfuse_conv_bn_jitfuse_conv_bn_relufuse_convtranspose_bnfuse_linear_bnr	   r
   4fused_per_channel_wt_fake_quant_range_neg_127_to_127(fused_wt_fake_quant_range_neg_127_to_127get_combined_dict&get_default_compare_output_module_listget_default_custom_config_dict)get_default_dynamic_quant_module_mappings0get_default_dynamic_sparse_quant_module_mappings0get_default_float_to_quantized_operator_mappingsget_default_qat_module_mappingsget_default_qat_qconfigget_default_qat_qconfig_dictget_default_qat_qconfig_mappingget_default_qconfigget_default_qconfig_dictget_default_qconfig_mapping$get_default_qconfig_propagation_list(get_default_static_quant_module_mappings2get_default_static_quant_reference_module_mappings/get_default_static_sparse_quant_module_mappingsget_dynamic_quant_module_class!get_embedding_qat_module_mappings*get_embedding_static_quant_module_mappingsget_fuser_methodget_fuser_method_newget_observer_state_dictget_quantized_operatorget_static_quant_module_classload_observer_state_dictmove_exported_model_to_evalmove_exported_model_to_trainallow_exported_model_train_evalno_observer_set0per_channel_weight_observer_range_neg_127_to_127prepareprepare_dynamic_jitprepare_jitprepare_qatpropagate_qconfig_qconfig_equalsquantizequantize_dynamicquantize_dynamic_jitquantize_jitquantize_qatscript_qconfigscript_qconfig_dictswap_module$weight_observer_range_neg_127_to_127r   r   r   r   r   r   AffineQuantizedObserverBaseGranularityMappingTypePerAxisPerBlockPerGroupPerRow	PerTensorPerTokenTorchAODTypeZeroPointDomainget_block_sizec                 *    U H  u  p#U " U5        M     g)zDefine the default evaluation function.

Default evaluation function takes a torch.utils.data.Dataset or a list of
input Tensors and run the model on the dataset
N )model
calib_datadata_targets       r/Users/tiagomarins/Projetos/claudeai/copy_bank/venv/lib/python3.13/site-packages/torch/ao/quantization/__init__.pyr:   r:      s     $d $    c                      ^  \ rS rSrSr    SS\R                  S\\   S\	\\   /\
\\4   4   S\\   S\\   S\\R                     S	\\   4U 4S
 jjjrS\S\4S jrS rSrU =r$ )_DerivedObserverOrFakeQuantize   zmThis observer is used to describe an observer whose quantization parameters
are derived from other observers
dtype
obs_or_fqsderive_qparams_fn	quant_min	quant_maxqschemech_axisc                    > [         T	U ]  U5        X l        X0l        X@l        XPl        X`l        Xpl        SSKJ	n  U" U R                  5      (       a  U R                  c   S5       eg g )Nr   )is_per_channelz6Must provide a valid ch_axis if qscheme is per channel)
super__init__r   r   r   r   r   r   utilsr   )
selfr   r   r   r   r   r   r   r   	__class__s
            r   r   '_DerivedObserverOrFakeQuantize.__init__   sd     	$!2"")$,,''(HGH( (r   xreturnc                     U$ Nr   )r   r   s     r   forward&_DerivedObserverOrFakeQuantize.forward   s    r   c                 8    U R                  U R                  5      $ r   )r   r   )r   s    r   calculate_qparams0_DerivedObserverOrFakeQuantize.calculate_qparams   s    %%doo66r   )r   r   r   r   r   r   )NNNN)__name__
__module____qualname____firstlineno____doc__torchr   listr!   r   tupler   r   intr   r   r   r   __static_attributes____classcell__)r   s   @r   r   r      s     $(#'+/!%H{{H /0H $()*E&&.,AA
	H C=H C=H %--(H #H H6 F 7 7r   r   )(typingr   r   r   r   r   fake_quantizer	   r
   fuser_method_mappingsobserverpt2e._numeric_debuggerr   r   r   r   r   r   pt2e.export_utilsr   rw   r   ru   r   rv   qconfigqconfig_mapping
quant_typequantization_mappingsr   r   stubsr    r   r!   r   _f__all__r:   r   r   r   r   <module>r      s    - ,    8 $   
    $    |-==> $;  ! !&	B ,BML^$7\ $7r   