
    qi                        d dl Z d dlmZ d dlmZmZ d dlZd dlmZ ddl ddl	m	Z	m
Z
 ddl ddl ddlmZmZmZmZmZmZ dd	lmZmZmZ ddl ddl ddl ddl ddl ddl  ddl! e jD                  d
k  ree#e$f   Z%de%_&        nd dlm'Z'  e'de#e$z        Z%eeeefD ]	  Z(de(_&         g dZ)d Z* G d de#      Z+y)    N)Callable)OptionalUnion)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_train)      ztorch.ao.quantization)TypeAliasTypeObserverOrFakeQuantize)DeQuantStubFakeQuantizeFakeQuantizeBaseFixedQParamsFakeQuantizeFixedQParamsObserverFusedMovingAvgObsFakeQuantizeHistogramObserverMatchAllNodeMinMaxObserverMovingAverageMinMaxObserver%MovingAveragePerChannelMinMaxObserverNoopObserverObserverBaser   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                 (    |D ]  \  }} | |        y)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       d/home/ubuntu/crypto_trading_bot/.venv/lib/python3.12/site-packages/torch/ao/quantization/__init__.pyr=   r=      s     $ gd    c                        e Zd ZdZ	 	 	 	 ddej
                  dee   deee   ge	e
e
f   f   dedz  dedz  dej                  dz  d	edz  f fd
Zde
de
fdZd Z xZS )_DerivedObserverOrFakeQuantizezuThis observer is used to describe an observer whose quantization parameters
    are derived from other observers
    Ndtype
obs_or_fqsderive_qparams_fn	quant_min	quant_maxqschemech_axisc                     t         	|   |       || _        || _        || _        || _        || _        || _        ddlm	}  || j                        r| j                  t        d      y y )Nr   )is_per_channelz6Must provide a valid ch_axis if qscheme is per channel)super__init__r   r   r   r   r   r   utilsr   AssertionError)
selfr   r   r   r   r   r   r   r   	__class__s
            r   r   z'_DerivedObserverOrFakeQuantize.__init__   sp     	$!2"")$,,'||#$L  $ (r   xreturnc                     |S Nr   )r   r   s     r   forwardz&_DerivedObserverOrFakeQuantize.forward   s    r   c                 8    | j                  | j                        S r   )r   r   )r   s    r   calculate_qparamsz0_DerivedObserverOrFakeQuantize.calculate_qparams   s    %%doo66r   )NNNN)__name__
__module____qualname____doc__torchr   listr   r   tupler   intr   r   r   r   __classcell__)r   s   @r   r   r      s     !% $(,"{{ /0 $()*E&&.,AA
	 : : % t8 F 7r   r   ),syscollections.abcr   typingr   r   r   r   fake_quantizer	   r
   fuser_method_mappingsobserverpt2e._numeric_debuggerr   r   r   r   r   r   pt2e.export_utilsr   rz   r   rx   r   ry   qconfigqconfig_mapping
quant_typequantization_mappingsr   r   stubsversion_infor$   r   r   r   r   _f__all__r=   r   r   r   r   <module>r      s     $ "    8 $       $    g"<1A#AB(?%$* ,1A"A
  !&	 ,B ,BM,L^%7\ %7r   