qi#UddlZddlmZmZddlmZddlZddlmZddl m Z m Z ddl m Z mZddlmZdd lmZdd lmZgZeeed <eeeee dzefZeeeee dzeefZej8fd Z dd e deeej>j@fdee efdee efdeedzdee!dzdeedzdeeeffdZ"y)N)CallableIterable)Any) QConfigAny) MatchAllNodePattern)GraphNode)type_before_parametrizations)_is_observed_standalone_module)QuantizeHandler__all__ct|tr(|^}}|tur t|dk7r t dg}n|}g}t|t rt |try||k(ryt|trt|j|kDryt|t rPt |tjjr,|jdk7ryt|j|k7ryt!|rF|jdk7s|j|ury|jturU|j"d|dk7r@yt|t$r|jdk7s|j|k7ry|j|k7ry|syt|t|j"k7ryt'fd t)|j"|DS) z&Matches a node in fx against a patternz.Expecting getattr pattern to have two elementsTF call_module call_functionr call_methodc3BK|]\}}t||dyw)r )max_usesN) _is_match).0node arg_matchmoduless j/home/ubuntu/crypto_trading_bot/.venv/lib/python3.12/site-packages/torch/ao/quantization/fx/match_utils.py z_is_match..Ks+ D) '4Q77s) isinstancetuplegetattrlenAssertionErrortype issubclassrr userstorchnnModuleopr targetcallableargsstrallzip)rrpatternr self_match arg_matchess` rrrs'5!#* [  7|q $%UVVK  *d# :|(L w dD !S_x%?*d# :uxx(O 77m # ' (< = K *  77o %J)F [[G #yy|wqz) J $ 77m #t{{j'@  "  ;3tyy>) "499k: graphrpatternsroot_node_getter_mappingstandalone_module_namesstandalone_module_classescustom_module_classesreturnc |g}ggi}t}fdfdt|jD]} | j|vs| j|vs!|j D][\} } |j | } t || | s%| j|vs4g} | | | | || | || }| }||| | | || td|jD]L} | jdk(st|| j|vs.| | dt| |df|| j<Ndtd tttjj fffd }|jD]]} | jdk(s|| j|st#|| js?| | dt| |d f|| j<_|S) a Matches the nodes in the input graph to quantization patterns, and outputs the information needed to quantize them in future steps. Inputs: - graph: an fx.Graph object - modules: a mapping of fully qualified module name to instance, for example, {'foo': ModuleFoo, ...} - patterns: a mapping from a tuple of nodes in reverse order to uninitialized QuantizeHandler subclass. Outputs a map of node_name -> (node, matched_values, matched_pattern, QuantizeHandler instance, qconfig) For example, { 'relu_1': (relu_1, [relu_1], torch.nn.functional.relu, , QConfig(...)), ... } Nc t|tr||||f||j<yt|tsy|D]}||||||y)N)rr namer) last_node match_map node_patternmatched_node_patternr0 match_valuen#_recursive_record_node_in_match_maps rrDz:_find_matches.._recursive_record_node_in_match_map|sa lD )$ ,Il'' ( L(3 ! 3y!-A7K r3ct|tr|^}}t|dk(}g} ||||||dtur*t ||j D]\} }  | | |||t|dkDr8|r|j t|y|jt|y|j |dy|j |y)Nr r) rrr!r r/r,appendextendlist) r0rr>rAr?sr, is_single_argcurrent_node_pattern subpatternarg record_matchs rrNz#_find_matches..record_matchs gu %HAINM/1 D)-A9 Mqz('*4';YOJ S$8LiXY'(1,!(//6J0KL(//5I0JK$++,@,CD ' ' -r3modules must not be NonerT)is_custom_module node_targetrcJ| td|vxst||vS)NrO)r"r#)rQrr8r7s ris_standalone_modulez+_find_matches..is_standalone_modules< ? !;< < 2 2 )GK()() r3)rS)setreversednodesr=itemsgetrr"r)r#r*rr-dictr&r'r(r )r4rr5r6r7r8r9r? all_matchedrr0quantize_handler_clsroot_node_getterrAquantize_handlerr>rSrDrNs `` @@r _find_matchesr^Qs>$ " ($&!&"$)+IEK&.4% 99I %$));*F191A --#;#?#?#H WdG4)9S79( $6JIV';,g7G($!%I7!!,,( ) 2788  GG} $WT[[)*.CCgE $Idii  # S%((//=Q8R   77m # g 6-gdkk.BCgDI $Idii  r3)NNN)#syscollections.abcrrtypingrr&torch.ao.quantization.qconfigrtorch.ao.quantization.utilsrrtorch.fx.graphr r torch.nn.utils.parametrizer graph_moduler r]rrrHr-__annotations__r _MatchResult_MatchResultWithQConfigmaxsizerrYr'r(r#r^r3rrls0 . 4=&C8-cT4:w~FG $t*gnozA03{{/n1537.2V V #uxx& 'V7O+,V#7H#45 V "#Y- V $DzD0 V 9t+V #| Vr3