j&SrSSKrSSKrSSKrSSKrSSKrSSKrSSKJr SSKJ r SSK J r SSK J r SSKJr Sr"S S 5r"S S 5rS rSr\S:XaSr\R,"\"55 gg)z generate_mcq_ppt.py =================== MCQ generation module for PPT/PPTX presentation formats. Generates MCQs from FAISS embeddings created during PPT/PPTX training. N)tqdm)OllamaEmbeddings)FAISS)PromptTemplate) ChatOllamac[SS9nSUSUS3n[RRU5(az[R"U5Vs/sHoDR S5(dMUPM nnU(a%[ R"X2SS9n[S U35 U$[S US 35 g[S US US 35 gs snf)z:Load FAISS embeddings for a specific client and reference.znomic-embed-text)modelzmy_embeddings//z /merged_faiss)z.faissz.pklT)allow_dangerous_deserializationz[PPT] Embeddings loaded from z"[PPT] No embedding files found in .z([PPT] No embeddings found for client_id=z, reference_id=N) rospathisdirlistdirendswithr load_localprint) client_id reference_id embeddings reference_dirfembedding_filesvectorss K/var/www/eduai.edurigo.com/question_generate/production/generate_mcq_ppt.pyload_all_embeddingsrs!(:;J$YKqmLM ww}}]##&(jj&?b&?::N`Ca1&?b &&}bfgG 1-A BN 6}oQG H  8 ?S_R``abc cs C,Cc<\rSrSrSrSrSrSrSrSr Sr S r g ) QuestionHistory&z>$.. ) ) $..#.!ffhnn.G7>3tzz'23CE/. u /. u '' u  s0CAB( C( B?2C?CC#"C#c0[R"[RRUR5SS9 [ URS5n[ R"[UR5U5 SSS5 g!,(df  g=f)NT)exist_okw) r makedirsrdirnamer!r+r/dumplistr#)r$rs rsaveQuestionHistory.save6sT BGGOODNN3dC $..# &! IId4>>*A .' & &s +B Bc:URRU5 gN)r#addr$questions rr?QuestionHistory.add;s 8$r'cXR;$r>)r#r@s r __contains__QuestionHistory.__contains__>s>>))r'c,[UR5$r>)lenr#)r$s r__len__QuestionHistory.__len__As4>>""r')r!r#N) __name__ __module__ __qualname____firstlineno____doc__r%r"r;r?rDrH__static_attributes__r'rrr&s#F%/ %*#r'rc$\rSrSrSrSrSrSrg) RateLimiterEz%Async rate limiter for LLM API calls.c*XlX l/Ulgr> max_requestsperiodrequests)r$rVrWs rr%RateLimiter.__init__Gs(  r'c# [R"5nURVs/sHo!U- UR:dMUPM snUl[UR5UR:aBURXRS- - nUS:a[ R "U5IShvN URR[R"55 gs snfN87f)Nr)timerXrWrGrVasynciosleepappend)r$nowreq sleep_times rwaitRateLimiter.waitLsiik(, Q sT[[9P Q t}} !2!2 2mmA.>(>?JA~mmJ/// TYY[) R0s#$C)C"C"A(C).C'/9C)rUN)rJrKrLrMrNr%rbrOrPr'rrRrREs/ *r'rRcURSS5RSS5RSS5RSS5n[R"SU5n/nUGH}nUR5nU(dM[R"SU5nU(dM=USUR 5R5nU(dMg0nS HZnS U-S -n [R"X[R 5n U (a#U RS 5R5Xx'MZ O [U5S :aM[R"SU5n U (a U RS 5R5n OP[R"SU[R 5n U (a U RS 5R5n OGMhURUUU S.5 GM U$)z Robustly parses multiple-choice questions from the LLM response string. Supports bolding, different bullet styles, double newlines, and trailing spaces. z***___z3(?i)(?:^|\n)\s*(?:Q|Question)\s*(?:\d+)?\s*[:.-]\s*z(?i)(?:^|\n)\s*A[\s).:-]+N)ABCDz(?i)(?:^|\n)\s*z9[\s).:-]+(.*?)(?=\n\s*(?:[A-D][\s).:-]|Correct|Answer)|$)z:(?i)(?:Correct|Answer|Correct\s*Answer)\s*[:.-]*\s*([A-D])z'(?i)(?:Correct|Answer)\s*.*?\b([A-D])\b)rAoptionscorrect_answer) replaceresplitr-searchstartDOTALLgrouprGupperr^) response_strcleaned raw_blocksr#block opt_a_match question_textroopt opt_pattern opt_match correct_matchcorrect_lettercorrect_match_fallbacks rparse_mcqs_robustlyrVs ""4,44S"=EEdBOWWX[]_`GPRYZJI  ii A) B) C) D) Correct: Guidelines: Ensure questions are clear, relevant, and focused on key details from the presentation slides. Phrase questions concisely to avoid ambiguity. Avoid questions like "in this presentation" or "in this slide" or "in given slides" unless accompanied by specific, relevant information. Make incorrect options (distractors) credible and similar in structure or content to the correct answer, encouraging thoughtful selection. )input_variablestemplaterm)zkey concepts and definitionszimportant facts and detailszmain topics and summaryz processes methods and proceduresz#examples applications and use casesNoverviewc4># SRU5nT RX2S9nT RU5IShvN nURn[ U5n/nUH8n U Sn U T ;dMUR U[ U5-U U SU SS.5 M: U$N]7f)z>Process multiple contexts in a single LLM call for efficiency.z --- )rrNrArorp)numberrArorp)joinformatainvoker2rr^rG)contexts start_numbernum_to_generatecombined_contextpromptresponseryparsed_questionsr#qrAllm mcq_templatequestion_historys r process_batch'generate_mcq_ppt..process_batchs(--h7$$-=$]V,,'' .|< !A}H//  *S^; ( |&'(8&9 ""-s5BB+B(/BzGenerating MCQs (PPT))totaldesci,rAz [PPT] Error processing context: z[PPT] Warning: Only generated z unique questions out of z requested.)rr as_retrieverrrr.invokehash page_contentr?r^ Exceptionrr[rGminrangemaxupdaterr;)rrrGPUr retrievermcqsquestion_number all_contexts seen_contents seed_queriesrresultsr) content_hashrpbartimeout ctx_indexremaining_questions batch_sizebatch_contextsiidxnew_mcqsmcqerrrs @@@rgenerate_mcq_pptrs!):G 1u &y?$$C9$=I ) C ""O4 L* DOLEML &&q)G#ANN4C$89 4!%%l3 ''7  "":.0781 8( M(? @D))+# $i-'DIIK',A"/#d)"; 0"5J N3q#l"345 1}L(99%%l3&786#Q#c,.?*CCI !.~PZ![[#C4y=0S_L\5\ C((,,S_='1, A $4yM)1$i-'DIIK',A4 t9} $ 23t9+=VWdVeepq r? AB %& &&{    9L\ 8<= / A @sA"L+(1K0K L+-K+L+CL K3*K0+K3K3?K38L *L4%L+ K(#L+'K((L+0K33 L=L LLL L($L+__main__c# [SSSS5IShvN upU(a/[SU35 UHn[SUSSUS 35 M ggN=7f) NrrdrmzTotal questions in history: Qrz: rA)rr)r history_countrs rmainrsa$4QC$CC  0@ A#h-3z?*;<= DsAA>A)rNr randomr/r\rrr[rlangchain_ollamar langchain_community.vectorstoresrlangchain_core.promptsrrrrrRrrrJrrunrPr'rrsw  -21'"##>**"2hu'p z>  KKr'