j=BSSKrSSKrSSKJr SSKJr SSKJr SSKJ r Sr Sr SSjr \ S :XaQS rS r\ "\\5urrrr\"S \5 \"S \SS35 \"S\35 \"S5 \Hr\"S\35 M gg!\ar\"S\35 SrCgSrCff=f)N)OllamaEmbeddings)FAISS)ChatGroq)PromptTemplate8gsk_CEh3itIpUAkEkEKsUDqVWGdyb3FYoTjqmXNTBHOSxJFK3obGTzXZcX[SS9nSU3n[RRU5(d[ SU35eSn[R "U5Hn[RR X$5n[RRU5(dMH[R"XQSS9nURRR5HnXGRS'M UcUnMURU5 M Uc[ SU35e[S U35 U$) Nznomic-embed-text)modelzmy_embeddings/zNo embeddings found for client T)allow_dangerous_deserialization reference_idz%No valid embeddings found for client z!All embeddings loaded for client )rospathexistsFileNotFoundErrorlistdirjoinisdirr load_localdocstore_dictvaluesmetadata merge_fromprint) client_id embeddings client_dir all_vectorsr folder_pathvectorsdocs C/var/www/eduai.edurigo.com/question_generate/production/chatting.pyload_all_client_embeddingsr" s!(:;J!)-J 77>>* % %"A) MNNK :. ggll:< 77== % %&&{`deG''--446/; ^,7"% &&w//"G { STT -i[ 9: c[R"5n[U5n[ S[ US9nSn[ USS/S 9nURS S 0S 9n U RU5n S RU V s/sHoRPM sn 5n URXS9n URU 5n[R"5nX- nURn[SU 55[UR55-nU V s/sHoR R#SS5PM nn UUUU4$![an[SU35 S/S4sSnA$SnAff=fs sn fs sn f)NzError: zDI couldn't access the necessary information to answer your question.rzLlama3-8b-8192) model_name groq_api_key max_tokensaYou are a highly intelligent and professional AI assistant. Use the following context to answer the question. If the answer is not in the context, say "I don't have enough information to answer that question." Context: {context} Question: {question} Answer: contextquestion)templateinput_variablesk) search_kwargsz )r(r)c3h# UH(n[URR55v M* g7f)N)len page_contentsplit).0r s r! "answer_question..Ss'L s3++11344 s02r Unknown)timer"rrr GROQ_API_KEYr as_retrieverinvokerr1formatcontentsumr0r2rget)rr)r' start_timerellmr*prompt retriever source_docsr r(formatted_promptresponseend_timeprocessing_timeanswer total_tokenssource_reference_idss r!answer_questionrL(swJ],Y7 #! C  H"J/F $$C8$rWs -2#1I 80Gh zI.H )=LYX`=a: \? i  ((=XFG 3L>BC #$C Bse*  ) #A3'(()sA BB BB