k jSSKrSSKrSSKrSSKrSSKrSSKrSSKJr SSKJr SSK J r SSK J r SSKJ r Sr"SS 5r"S S 5rS rS r\S:Xa\R("\"55 gg)N)tqdm)OllamaEmbeddings)FAISS)PromptTemplate) ChatOllamac[SS9nSUSU3n[RRU5(az[R"U5Vs/sHoDR S5(dMUPM nnU(a%[ R"X2SS9n[SU35 U$[S US 35 g[S US US 35 gs snf) Nznomic-embed-text)modelzmy_embeddings_video//)z.faissz.pklT)allow_dangerous_deserializationzEmbeddings loaded from zNo embedding files found in .z"No embeddings found for client_id z and reference_id ) rospathisdirlistdirendswithr load_localprint) client_id reference_id embeddings reference_dirfembedding_filesvectorss J/var/www/eduai.edurigo.com/question_generate/testing/generate_mcq_video.pyload_all_embeddingsr s!(:;J*9+Q|nEM ww}}]##&(jj&?b&?::N`Ca1&?b &&}bfgG +M?; <N 0qA B  29+=OP\~]^_` cs C+Cc8\rSrSrSrSrSrSrSrSr Sr g ) QuestionHistorycJSUSUS3UlUR5Ulg)Nzquestion_history_video/r z.json) file_pathload questions)selfrrs r__init__QuestionHistory.__init__s%29+Q|nERc[RRUR5(an[ URS5nUR 5R 5nSSS5 W(a[[R"U55$[5$[S5 [5$!,(df  NS=f![Ra& [SURS35 [5s$f=f)NrzWarning: Invalid JSON in z!. Starting with an empty history.z6No history file found. Starting with an empty history.) r rexistsr!openreadstripsetjsonloadsJSONDecodeErrorr)r$rcontents rr"QuestionHistory.load"s 77>>$.. ) ) $..#.!ffhnn.G/3:s4::g./EE J L5L/.'' 1$..1AAbcdu  s/CB2%-C C2 C<C7C=<C=c0[R"[RRUR5SS9 [ URS5n[ R"[UR5U5 SSS5 g!,(df  g=f)NT)exist_okw) r makedirsrdirnamer!r+r/dumplistr#)r$rs rsaveQuestionHistory.save/sT BGGOODNN3dC $..# &! IId4>>*A .' & &s +B Bc:URRU5 gN)r#addr$questions rr?QuestionHistory.add4s 8$r'cXR;$r>)r#r@s r __contains__QuestionHistory.__contains__7s>>))r'c,[UR5$r>)lenr#)r$s r__len__QuestionHistory.__len__:s4>>""r')r!r#N) __name__ __module__ __qualname____firstlineno__r%r"r;r?rDrH__static_attributes__r'rrrs % / %*#r'rc \rSrSrSrSrSrg) RateLimiter=c*XlX l/Ulgr> max_requestsperiodrequests)r$rUrVs rr%RateLimiter.__init__>s(  r'c# [R"5nURVs/sHo!U- UR:dMUPM snUl[UR5UR:aBURXRS- - nUS:a[ R "U5IShvN URR[R"55 gs snfN87f)Nr)timerWrVrGrUasynciosleepappend)r$nowreq sleep_times rwaitRateLimiter.waitCsiik(, Q sT[[9P Q t}} !2!2 2mmA.>(>?JA~mmJ/// TYY[) R0s#$C)C"C"A(C).C'/9C)rTN)rJrKrLrMr%rarNrOr'rrQrQ=s  *r'rQc ^^^^^# [X5nU(d[S5 /SS4$[X5mURSS0S9n[ SSS9m[ S S /S S 9m[ R"S [ R5m/nSnSn[SSS9mUUUUU4Sjn [USS9n [R"5S-n Sn URU 5IShvN n U Vs/sHoRPM nn[U5U:Ga+[R"5U :GaU[U5- n[US5n[ R""U5nU "UUU5IShvN nUHn[U5U:dMUST;dMUR%U5 TR'US5 US- nU[USR)55[+SUSR-555-- nM U R/S5 [U5U:a[R"5U :aGM[U5U:a[S[U5SUS35 TR35 U[T5U4sSSS5 $GNs snfGN,![0an[SU35 SnAGMSnAff=f!,(df  g=f7f)Nz=No embeddings found for the given client ID and reference ID.rk ) search_kwargszhttp://127.0.0.1:11434z gemma3:12b)base_urlr context num_questionsa: {context} Generate {num_questions} multiple-choice questions based on the information provided above. Each question should have one correct option and three incorrect options. Use the following format: Q: A) B) C) D) Correct: Ensure questions are concise and directly related to the content. Try to cover different aspects of the provided information. Do not include phrases like "in the document", "according to the text", or any other references to the source material in the questions. )input_variablestemplatezFQ: (.+?)\nA\) (.+?)\nB\) (.+?)\nC\) (.+?)\nD\) (.+?)\nCorrect: ([A-D])<)rUrVc ># TR5IShvN TRXS9nTRU/5IShvN nURn/nTR U5HnUR 5upppUR 5n[R"SSU[RS9R 5n[R"SSU[RS9R 5nUT;dMURU[U5-UU R 5U R 5U R 5U R 5S.U S.5 M U$GNGGN!7f)N)rhrize\b(in|from|according to|mentioned in|stated in|as per) (the|this)? ?(document|text|passage|content)\b)flagszQ^(The|This) (document|text|passage|content) (states|mentions|says|indicates) that)ABCD)numberrAoptionscorrect_answer) raformatainvoker2finditergroupsr-resub IGNORECASEr]rG)rh start_number batch_sizepromptresponse response_strr#matchrAoption_aoption_boption_coption_dcorrect_letterllm mcq_regex mcq_templatequestion_history rate_limiters rprocess_context+generate_mcq_video..process_contextms}!!!$$W$OfX..''  '' 5EOT||~ LHH~~'HvvGIKMU]_]j]jkqqsHvvrtvyAIKIVIVW]]_H//  *S^; (%^^-%^^-%^^-%^^-   '5 " 6(5 ".s)E$E(E$E!B4E$9A&E$!E$zGenerating MCQs)totaldesci,z6Provide a comprehensive overview of the entire contentrAc3T# UHn[UR55v M g7fr>)rGsplit).0options r %generate_mcq_video..s2PKsJhnPSTZT`T`TbPcPcsJs&(rwzError processing context: zWarning: Only generated z unique questions out of z requested.)rrr as_retrieverrrr}compileDOTALLrQrrZrz page_contentrGminrandomchoicer]r?rsumvaluesupdate Exceptionr;)rrirGPUr retrievermcqsquestion_numbertotal_token_countrpbartimeoutqueryresultsresultcontextsremaining_questionsrrhnew_mcqsmcqerrrrrs @@@@@rgenerate_mcq_videorLs!):G  MN1ax&y?$$C9$=I ) C""O4   L dfhfofopI DOBr:L: M(9 :d))+#H!))%006=>gF''g>$i-'DIIK',A"/#d)"; 0!4JmmH-G !0/:!VV#C4y=0S_L\5\ C((,,S_='1,)SZ1F1F1H-ICPKruvsAsHsHsJPKMK.KK) $  A$i-'DIIK',A( t9} $ ,SYK7PQ^P__jk lS)*,=== ; :1>W 21#67 - ; :sBK%/J2JJ2J2AJ2 J JJ 7J BJ (J2/AJ26 KJ2J2J  J/J*#J2*J//J22 K<Kcd# SnSnSn[XU5IShvN up4nU(d [S5 g[SU35 [SU35 UHXn[SUSSUS 35 US R5Hupx[US U35 M [S US S35 MZ gN7f)Nrrz'No multiple-choice questions generated.zTotal questions in history: zTotal token count: z Question rvz: rArwz) zCorrect Answer: rx )rritems) rrirr history_count token_countrrtexts rmainrsIML-? Zf-g'g$D  78 ( 89  } -. #h-3z?*;<= N002LF VHBtf% &3  %5!6 7r:; (hsB0B.BB0__main__)r rr/r[r}rZrlangchain_ollamar langchain_community.vectorstoresrlangchain_core.promptsrrrrrQrrrJrunrOr'rrsi  -21' ##@ * *\>|<& z KKr'