Vh'UddlmZddlZddlmZmZmZmZddlZddl m Z ddl m Z erddl mZdgZdd d d d d Zded<ddZGddZy)) annotationsN)AnyCallable TYPE_CHECKINGUnion)QConfigMapping)_QCONFIG_STYLE_ORDER) QConfigAnyQConfigMultiMapping set_globalset_object_typeset_module_name_regexset_module_name!set_module_name_object_type_order)global_qconfigobject_type_qconfigsmodule_name_regex_qconfigsmodule_name_qconfigs&module_name_object_type_order_qconfigszdict[str, str]_QCONFIG_STYLE_TO_METHODc"g}t|D]a\}}||j|nI|d|D]?}tjjj ||s.|j|ac|dddD]}|j |y)N) enumerateappendtorchao quantizationqconfig_equalspop) qconfig_list to_removeindex cur_qconfigchecked_qconfigs T/home/dcms/DCMS/lib/python3.12/site-packages/torch/ao/ns/fx/qconfig_multi_mapping.py_remove_duplicates_and_noner&sI' 5{     U # +FU3 Oxx$$33KQ  '  4R4  ceZdZdZd dZ ddZ ddZddZ ddZ ddZ ddZ dd Z d Z e dd Zy )r a& This class, used with the prepare_n_shadows_model API, stores a list of :class:`torch.ao.quantization.QConfigMapping`s so that multiple QConfigs can be specified for each QConfig matching style. The user can specify QConfigs using the following methods (in increasing match priority): ``set_global`` : sets the global (default) QConfigs ``set_object_type`` : sets the QConfigs for a given module type, function, or method name ``set_module_name_regex`` : sets the QConfigs for modules matching the given regex string ``set_module_name`` : sets the QConfigs for modules matching the given module name ``set_module_name_object_type_order`` : sets the QConfigs for modules matching a combination of the given module name, object type, and the index at which the module appears Note: Usage of set methods is the same as in QConfigMapping except with a passed in list of QConfigs rather than a single QConfig. Example usage:: qconfig_mapping = QConfigMultiMapping() .set_global([qconfig1, qconfig2]) .set_object_type(torch.nn.Linear, [qconfig2, qconfig3]) .set_object_type(torch.nn.ReLU, [qconfig1]) .set_module_name_regex("foo.*bar.*conv[0-9]+", [qconfig2]) .set_module_name_regex("foo.*", [qconfig1, qconfig2, qconfig3]) .set_module_name("module1", [None]) .set_module_name("module2", [qconfig2]) .set_module_name_object_type_order("foo.bar", torch.nn.functional.linear, 0, [qconfig3]) c$tg|_yN)rqconfig_mappings_listselfs r%__init__zQConfigMultiMapping.__init__Ks > #1"2 $(#=#= #7#;9K$+O[$IM+23F +T(,948,S199  l#c$*D*D&EE**11$--@S2TUl#c$*D*D&EE l#c$*D*D&EE##D)l#c$*D*D&EEr'ct||j||t|}t|j|D]\}}t ||}|g||yr*)r&r<rzipr+r2)r-r5argsr method_namer7qconfig set_methods r%_insert_qconfig_listz(QConfigMultiMapping._insert_qconfig_list|sc $L1 '' e<.u5 (+D,F,F (U ' $OW +>J  & &g & 'r'c,|jdg||S)zz Set global QConfigs see :func:`~torch.ao.quantization.QConfigMapping.set_global()` for more info rrC)r-global_qconfig_lists r%r zQConfigMultiMapping.set_globals !!"2B8KL r'c.|jd|g||S)z Set object type QConfigs see :func:`~torch.ao.quantization.QConfigMapping.set_object_type()` for more info rrE)r- object_typer s r%r z#QConfigMultiMapping.set_object_type !!"8;-V r'c.|jd|g||S)z Set module_name_regex QConfigs see :func:`~torch.ao.quantization.QConfigMapping.set_module_name_regex()` for more info rrE)r-module_name_regexr s r%rz)QConfigMultiMapping.set_module_name_regexs$ !! (+<*=|  r'c.|jd|g||S)z Set module_name QConfigs see :func:`~torch.ao.quantization.QConfigMapping.set_module_name()` for more info rrE)r- module_namer s r%rz#QConfigMultiMapping.set_module_namerIr'c2|jd|||g||S)z Set module_name QConfigs see :func:`~torch.ao.quantization.QConfigMapping.set_module_name_object_type_order()` for more info rrE)r-rMrHr"r s r%rz5QConfigMultiMapping.set_module_name_object_type_orders) !! 4 +u -   r'c|jjdzdjd|jDzdzS)Nz [c3DK|]}d|jdyw) ,N)__repr__).0r7s r% z/QConfigMultiMapping.__repr__..s+#_--/02s z ]) __class____name__joinr+r,s r%rTzQConfigMultiMapping.__repr__sJ NN # # gg'+'A'A     r'c|}tj||_tddD]}i}|D]C}t ||}|j D]"\}}||vrg||<||j |$Et|} t || } |j D])\}} t|tr | g|| !| || +|S)zN Creates a QConfigMultiMapping from a list of QConfigMappings r0N) r3r4r+r r2itemsrr isinstancetuple) clsqconfig_mapping_listnew_qconfig_multi_mappingr5qconfig_dict_listr7 qconfig_dictr;rAset_method_namerBr s r%from_list_qconfig_mappingz-QConfigMultiMapping.from_list_qconfig_mappings%(E!:>-- ; !7*!"- 2E>@ #7 ;&> $0$6$6$8;LC"3313)#.%c*11':; ;7u=O !:OLJ%6%<%<%> 2!\c5)22\2sL1  2 2()(r'N)returnNone)r list[QConfigAny]r5strrerf)r5rhr?zlist[Union[str, int, Callable]]r rgrerf)rFrgrer )rHzUnion[Callable, str]r rgrer )rKrhr rgrer )rMrhr rgrer ) rMrhrHrr"intr rgrer )r_zlist[QConfigMapping]rer )rX __module__ __qualname____doc__r.r<rCr r rrrrT classmethodrdr'r%r r (s DN**,**58** **Z''.'' '  '"/?O  !$ 4D   .>   '   $  &)#7&) &)&)r')r rgrerf) __future__rr3typingrrrrrtorch.ao.quantizationr%torch.ao.quantization.qconfig_mappingr torch.ao.quantization.qconfigr __all__r__annotations__r&r rnr'r%rvs[" 66 0F8 !#-"9-.Q ,.  Q)Q)r'