o qb@sddlZddlZddlZddlmZddlmZddlZddl m Z ddl m Z ddl mZddl mZmZmZddl mZmZeeZd ejd <ed e d d ejdZeedZedZe deedZededZedZ e de edZ!ededZ"edZ#e de#e"dZ$ededZ%edZ&e de&e%dZ'ededZ(edZ)ede*eddZ+ededej,ed d!d"d#Z-ed$krdZ.dSdS)%N) lru_cache)unquote)Timer)pipeline)ArabertPreprocessor) AutoTokenizerAutoModelForSeq2SeqLMAutoModelForCausalLM)GPT2TokenizerFast BertTokenizerfalseTOKENIZERS_PARALLELISMzLoading models...loading Time: {:.2f}textloggerz ./bert2bertztext2text-generation)model tokenizerzBERT2BERT is loadedz./mbertzmBERT2mBERT is loadedz./t5z T5 is loadedz ./transformerzTransformer is loadedzaubmindlab/aragpt2-basez./gpt2zGPT-2 is loaded) model_namezFinished loading the models...zTime spent loading: )maxsizec Cstdtd|td|td|tddtjd}|ttt|d t|dd }|d kr]t |t j |d d |d ddd}td n|dkrd|d}t ddit j|gddd d}tj|dd ||ddddd}t j|dd ddd}tdnP|d krt|tj |d d |d ddd}td!n6|d"krt|tj |d d |d ddd}td#n|d$krt|tj |d d |d ddd}td%nd&}|td'|j|S)(NzB =================================================================zText: zmodel_selected: zlength_penalty: summarizerr Transformerg@r) pad_token_id num_beamsrepetition_penalty max_lengthlength_penaltyno_repeat_ngram_sizergenerated_textzGPT-2u النص: u الملخص: pad_tokenzptr!)return_tensorspaddingr! input_idsis))r)r r"rr!r eos_token_id bos_token_idT)skip_special_tokens mBERT2mBERTmBERTT5t5 BERT2BERT bert2bertu$الرجاء اختيار نموذجz Time spent: )rinforloggingstartlen preprocessor preprocesssplitjoingeneration_pipeline_transformertokenizer_transformerr,tokenizer_gpt2add_special_tokensbatch_encode_plus model_gpt2generatedecodestripgeneration_pipeline_mberttokenizer_mbertgeneration_pipeline_t5 tokenizer_t5generation_pipelinerstoplast) rmodel_selectedrr" reader_timeresulttext_processed text_tokensoutput_rS[C:\Users\MyPc\Desktop\الرسالة\code\New folder\arabic-text-summarization\summarize.py get_results5s       rU__main__)/r6osre functoolsr urllib.parser streamlitst codetimingr transformersrr:rrrr r r getLogger__name__renvironr5rNr7from_pretrainedrrrJrG model_mbertrFrImodel_t5rHr>model_transformerr=r?rBrKr9rLrU results_dictrSrSrSrTsX                          C