[US5(d,[SSSS9UlURUR/SS9 OURUlX@l[ TU]XU5 g)N image_tokenzFT) normalizedspecial)special_tokens)hasattrr r1 add_tokensnum_query_tokenssuper__init__)selfr+r,r-r7kwargs __class__s r&r9InstructBlipProcessor.__init__Jsay-00))tTD   $"2"2!3D I(44D  0 5FGr%imagestextr;returnc UcUc [S5eUR"[4SURR0UD6nUSR SS5n0nUGb][ U[5(aU/nO8[ U[5(d#[ US[5(d [S5eUR"U40USD6n U R S5US 'U R S 5US 'USRS 5bUSS ==UR-ss'UR"U40USD6n UbuURRUR-n S USS'S USS'S USS'UR"U 40USD6n U Hn XVs/sH oU U-PM snX'M URU 5 Ub'UR"U40USD6nURU5 [!XS9nU$s snf)aP This method uses [`BlipImageProcessor.__call__`] method to prepare image(s) for the model, and [`BertTokenizerFast.__call__`] to prepare text for the model. Please refer to the docstring of the above two methods for more information. Args: images (`ImageInput`): The image or batch of images to be prepared. Each image can be a PIL image, NumPy array or PyTorch tensor. Both channels-first and channels-last formats are supported. text (`TextInput`, `PreTokenizedInput`, `list[TextInput]`, `list[PreTokenizedInput]`): The sequence or batch of sequences to be encoded. Each sequence can be a string or a list of strings (pretokenized string). If the sequences are provided as list of strings (pretokenized), you must set `is_split_into_words=True` (to lift the ambiguity with a batch of sequences). Nz,You have to specify at least images or text.tokenizer_init_kwargsrreturn_tensorsrzAInvalid input text. Please provide a string, or a list of strings input_idsqformer_input_idsattention_maskqformer_attention_mask max_lengthFrr truncationr) tensor_type) ValueError _merge_kwargsrr, init_kwargspop isinstancestrlistr-getr7r1contentupdater+r)r:r>r?audiovideosr; output_kwargsrCencodingqformer_text_encoding text_encoding image_tokensimage_text_encodingksampleimage_encodings r&__call__InstructBlipProcessor.__call__Ts%, >dlKL L** ' "&.."<"<  '}599:JDQ  $$$vd++JtAw4L4L !dee$($:$:4$`=Q^C_$` !,A,E,Ek,RH( )1F1J1JK[1\H- .]+// =Im,\:d>S>SS: NN4P=3OPM!#//77$:O:OO EJ m,-AB:? m,Y7=B m,\:&*nn\&b]S`Ea&b#&AVcVf'gVfFA(>(GVf'gM$' OOM *  !11&[M/!% @ @&*&:&:&L&L#DMM"7"UVWWr%c >[RRU5(a[SUS35e[R"USS9 [RR US5nUR RU5 SUR;nU(aURRS5 [TU]"U40UD6nU(aU=RS/- slU$)NzProvided path (z#) should be a directory, not a fileT)exist_okr-) ospathisfilerKmakedirsjoinr-save_pretrained attributesremover8)r:save_directoryr;qformer_tokenizer_pathqformer_presentoutputsr<s r&ry%InstructBlipProcessor.save_pretraineds 77>>. ) )~.>>abc c NT2!#n>Q!R ../EF.@  OO " "#6 7').CFC  OO 34 4Or%c >[TU]"U40UD6n[U[5(aUSn[R"USS9nXClU$)Nrr-) subfolder)r8from_pretrainedrOtuplerr-)clspretrained_model_name_or_pathr; processorr-r<s r&r%InstructBlipProcessor.from_pretrainedsQG+,ITVT  i ' '!! I)99:Wcvw&7#r%)r1r7rk)NNNN)rr r!r"__doc__rzimage_processor_classtokenizer_classqformer_tokenizer_classr9rrr r rQr rrr`rcrhpropertyrlry classmethodrr$ __classcell__)r<s@r&r)r)2s$GJL%O-H"^b AAI0$y/4HYCZZ[A 45 A AH<6XX &r%r))rrttypingrimage_processing_utilsr image_utilsrprocessing_utilsrrr tokenization_utils_baser r r utilsr autor get_loggerrloggerrr)__all__rr%r&rsd 2%HHOO    H %"2%"YNYx # #r%