a  d4 @sjUdZddlZddlZddlZddlZddlmZmZddlm Z ddl m Z ddl m Z mZmZmZmZmZmZmZmZmZddlmZmZgd ZeeZeeeefed <iZeeefed <iZ eeed e ffed <eZ!eeed<iZ"eeefed<iZ#eeefed<ee$Z%eeeefed<ee&Z'eeeeeeffed<iZ(eeeefed<dKeeeeefdddZ)eedddZ*eeeeee feffdddZ+ed e fed e fddd Z,dLeeed!d"d#Z-eeeeefd$d%d&Z.eeee/efd'd(d)Z0ed*d+d,Z1dMeeeefee2eeeefe2ee2eed.d/d0Z3dNeeeefeeed1d2d3Z4dOeeeefd4d5d6Z5ee2dd7d8Z6dPeeeed e fd9d:d;Z7eed<d=d>Z8eeeed feeeefe2d?d@dAZ9ee2ddBdCZ:dQee2eedEdFdGZ;eeee dHdIdJZr!r rr=rHr6rr7rr enumerater;r2joinrJrr$r8r"r%r#) rEmodmodule_name_split module_namer)rDpretrained_cfgZtag_idxr.Z is_defaultZmodel_name_tagZ replace_itemsr/r/r0rKsH        r)deprecated_name current_fn current_tagcsdfdd }|S)NFcsrdusJddr,djgnj}tjdd|ddd|dd}f||pfd |S) NzModel z& has been removed with no replacement.r,zMapping deprecated model name z to current ) stacklevelrV) pretrainedrV)rRrOwarningswarnpop)r\kwargs current_namerVrXrYrWr/r0_fns  z#_deprecated_model_shim.._fn)Fr/)rWrXrYrcr/rbr0_deprecated_model_shimsrd)rUdeprecation_mapc Cstj|}|d}t|r$|dnd}|D]\}}t|drN|j|d}d}|rpt|\}}t ||}t |||} t ||| | t |<|t |<t|||t|<|t||<q0dS)Nr,rFr(rG)rKrLr-rNr5rPrGr>rgetattrrdsetattrr!r rr=r'r&) rUrerSrT deprecatedcurrentrXrYraZdeprecated_entrypoint_fnr/r/r0register_model_deprecationss$        rj)string_r+cCsddtd|DS)zHSee https://blog.codinghorror.com/sorting-for-humans-natural-sort-order/cSs g|]}|rt|n|qSr/)isdigitint).0sr/r/r0 z _natural_key..z(\d+))rer-lower)rkr/r/r0 _natural_keysrt)filtercCs,t|\}}|s"d|dg|gS|gSdS)z< expand a 'base_filter' to 'base_filter.*' if no tag portionr,r3N)rrR)ruZ filter_baseZ filter_tagr/r/r0_expand_filters rvF)rumoduler\exclude_filtersname_matches_cfg include_tagsr+cCs>|rt|ttfr|n|g}ng}|dur.|}|r:t|n tt}|t}|rt}|D]} |t | q`|}dd|D}dd|D}|rt} |D]"} t || } t | r| | } qn|} |rt|ttfs|g}|D]"} t | | }t |r| |} q|rt| } |r2tt| } t| tdS)a Return list of available model names, sorted alphabetically Args: filter - Wildcard filter string that works with fnmatch module - Limit model selection to a specific submodule (ie 'vision_transformer') pretrained - Include only models with valid pretrained weights if True exclude_filters - Wildcard filters to exclude models after including them with filter name_matches_cfg - Include only models w/ model_name matching default_cfg name (excludes some aliases) include_tags - Include pretrained tags in model names (model.tag). If None, defaults set to True when pretrained=True else False (default: None) Returns: models - The sorted list of models Example: model_list('gluon_resnet*') -- returns all models starting with 'gluon_resnet' model_list('*resnext*, 'resnet') -- returns all models with 'resnext' in 'resnet' module NcSsg|]}t|D]}|qqSr/rvrnfZefr/r/r0rprqzlist_models..cSsg|]}t|D]}|qqSr/r{r|r/r/r0rprq)key)r6tuplelistrr4r!keysr'updater%fnmatchrurNunion differencer" intersectionr$sortedrt)rurwr\rxryrzZinclude_filtersZ all_modelsZmodels_with_tagsmmodelsr}Zinclude_modelsZxfZexclude_modelsr/r/r0rsB     r)rurxr+cCst|d|ddS)NT)rur\rxrz)r)rurxr/r/r0rs r)rwr+cCs|r t|nt}t|SN)r&r'r)rwZall_deprecatedr/r/r0get_deprecated_models srcCst|}|tvS)z" Check if a model name exists )rr!)r) arch_namer/r/r0rsr)r) module_filterr+cCs:t|}|r2|t|ivr2td|d|dt|S)z6Fetch a model entrypoint for specified model name zModel (z not found in module r,)rrget RuntimeErrorr!)r)rrr/r/r0rsr)r+cCst}t|S)zI Return list of module names that contain models / model entrypoints )rrr)rLr/r/r0rsr)r) module_namesr+cs2t|t|tttfsJtfdd|DS)zCheck if a model exists within a subset of modules Args: model_name - name of model to check module_names - names of modules to search in c3s|]}t|vVqdSr)r)rnnrr/r0 0rqz&is_model_in_modules..)rr6rrr4any)r)rr/rr0r%s rcCs|tvSr)r"r1r/r/r0r3srT)r)allow_unregisteredr+cCsZ|tvrtt|St|\}}|tvr>td|d|d|rFdStd|ddS)NzInvalid pretrained tag (z) for r,zModel architecture (z#) has no pretrained cfg registered.)r$rrr#r)r)rrr.r/r/r0get_pretrained_cfg7s  r)r)cfg_keyr+cCst|dd}t||dS)zO Get a specific model default_cfg value by key. None if key doesn't exist. F)rN)rrf)r)rcfgr/r/r0rDs r)r()Nr()r(r(Fr(FN)r(r()r()N)T)=__doc__rrrrKr] collectionsrrcopyrZ dataclassesrtypingrrrr r r r r rrZ _pretrainedrrrGr4rstr__annotations__r r!r"r#r$rr%r7r&r'rrrrrdrjrmrtrvboolrrrrrrrrrrr/r/r/r0sv  0$& :   K