h SSKrSSKrSSKrSSKrSSKrSSKrSSKJrJr SSK J r SSK r SSK r SSKJr SSKJr SSKJr SSKJr SSKrSSKJr SS KJr SS KJrJr SS KJr SS KJ r J!r!J"r"J#r# SS K$J%r% SSK&J'r' SSK(J)r)J*r* SSK+J,r,J-r-J.r. SSK/J0r0 SSK+J1r1J.r. SSKJ2r2 SSK3r3SSK4J5r5 SSKJ6r6 SSKJ7r7 SSK8J9r9 SSK:J;r; SSKJ?r? SSK@JArA SSKJr SSKBJBrB SrC"SS\)5rD"S S!\)5rE"S"S#\)5rF"S$S%\)5rG"S&S'\)5rH"S(S)\5rIS*rJS+rKS,rLS-rMS.rNS/rOS0rPS1rQS2rRS3rSS4rTS5rUS6rVSSKWrWSQS7jrXS8rYSRS9jrZSRS:jr[SS;K\J]r] S<r^S=r_S>rOS?r`S@raSSSAjrb"SBSC5rcSD\d4SEjreSFrfSGrg\hSH:Xa&SIriSJ\i3rjSKrkSLrlSMrmSNrnSOroSNrpSPrqSPrr\g"\i\m\o\n\p\q\r5 gg)TN)validateValidationError) AIMessage)OllamaEmbeddings)FAISS)ChatPromptTemplate)AsyncWebCrawler)OutputFixingParser)PromptTemplate)StrOutputParserPydanticOutputParser)RunnablePassthrough) PyPDFLoader TextLoaderDocx2txtLoaderUnstructuredPowerPointLoader) PdfReader)SemanticChunker) BaseModelField)ListOptionalDict)urlparse)Unionr)RunnableLambda) Presentation) OllamaLLM) ChatOllama) PdfConverter)create_model_dict)text_from_rendered)Path)MarkdownHeaderTextSplitter)storigo_image_generatornomic-embed-textc\rSrSr%\"S5r\\S'\"SSS9r\ \\S'\"SS S9r \ \\S '\"SS S9r \\S '\"SS S9r \ \\S'Srg) SlideContent-flashtypeNz$An optional subheading for the slide description subheading.z(List of paragraphs for the slide content paragraphszUA specific and concise suggestion for a relevant visualization or image (max 5 words)visualization_suggestionzURL of the image for the slideimage)__name__ __module__ __qualname____firstlineno__rr+str__annotations__r.rr/rr0r1__static_attributes__r2O/var/www/eduai.edurigo.com/image_generation/testing/generate_storigo_content.pyr(r(-sngD# %d8^ _J _!#3]^JS ^$)#sQl:mFDeL*455 6mS._`K`r:rPc\rSrSrSrSrg)CustomMCQParserNc[U[5(aSRU5nURSS5nURSS5R 5n[ R "U5nURRU5$![ Ran[S[U535eSnAf[an[S[U535eSnAff=f)N '"zHere is the MCQ:zError decoding JSON: zError parsing result: ) isinstancelistjoinreplacestripjsonloadspydantic_objectmodel_validateJSONDecodeError Exceptionr7)selfresult json_objectes r; parse_resultCustomMCQParser.parse_resultOs fd # #XXf%FT* 2B7==? ?**V,K''66{C C## >3CF8<= = ?4SVH=> > ?s$0B CB66 CCCr2N)r3r4r5r6rir9r2r:r;rSrSNs?r:rSc[U5nSnURHnX#R5- nM U$![an[S[ U535eSnAff=f)NrYz Error extracting text from PDF: )rpages extract_textrdr7)pdf_pathreadertextpagerhs r;extract_text_from_pdfrrhsdE8$LLD %%' 'D! E:3q6(CDDEs36 AAAcF[R"SU5n[U5$)Nz\w+)refindalllen)rptokenss r; count_tokensrxss ZZ %F v;r:c r ^^3^4^5^6^7^8^9[SSSS9n[URRR 55n [ U 5n S(Sjm6[ U64SjU 55n /n X*::a4[R"SU S- U[S 9n U Vs/sHoUPM n nGOU Vs/sH&n[ URR55PM( nn[ U5nUVs/sH nUU- U-PM nnUVs/sHn[S[U55PM nnU[ U5- nSnUS:waJUS:aUU==S- ss'US-nO!US:aUUS:aUU==S-ss'US- nUS-U -nUS:waMJ[U U5HunnU RU/U-5 M S R!S U SU55m4S n[#[$S 9n[&R("UUS9m9[*R,"U5nU44SjSU94SjS.U-U-T9-nUR/SUS.5nS[04Sjm5[3[5UR6R95U54SjS95m8[;U[5(aUS:HnO+[;U[05(aUR=5S;nOSnU(aT8R95Hvunn U R>(aI[@RB"U R>U 5n!U!(a U!U l"MH[GSUS35 SU l"M`[GSUS35 SU l"Mx OT8R 5H n SU l"M Sn"T8R 5HHn#U#RHSSR!U#RJ5SU#R>3n$U"[MU$5- n"MJ U(Ga1Sm7S n%SSK'm3U3U7UU84S!jn&T3RP"U&"55n'U'R 5H3n(U(S"SSR!U(S#5SU(S$3n$U"[MU$5- n"M5 0n)Sn*Un+Tn,US:XapU,S:aU+U,-OU+n-[S[T5HDun.nT8UU)U'U.S-U--S:XdMU*U,:dM$S%U*S-3n/[GU/5 U'U/U)U/'U*S- n*MF [WU)U"S&9n0U0$[TH nT8UU)U'M [YU,5Hn*S%U*S-3n/U'U/U)U/'M [WU)U"S&9n0U0$[%T8U"S&9n1U1$s snfs snfs snfs snf![Zan2[[S'[1U2535eSn2A2ff=f))Nhttp://127.0.0.1:11434 gemma3:12bffffff?base_urlmodel temperaturec `[S[[UR55U- 55$N)maxroundrvsplit)rpwords_per_slides r;estimate_slides/generate_slide_content..estimate_slidess$q%DJJL 1O CDE Er:c3H># UHnT"UR5v M g7fN page_content).0docrs r; )generate_slide_content..sU*3_S-=-=>>*s"rr)numdtypez c38# UHoRv M g7frrrrs r;rrs"\?[#3#3?[su= Based on the following context, generate professional and engaging content for exactly {num_slides} slides in a Storigos presentation. STRICT RULES: - ❗ ONLY use the content provided in the 'context' below. - ❌ DO NOT introduce any external knowledge, definitions, or examples not present in the context. - ⚠️ Do not assume common sense or use general facts. Stick to the exact information given. - ⚠️ Avoid generic phrases like “as we know”, “in general”, or “in this video”. Each slide must include: - A clear and concise **sub-heading** - **Exactly 2–4 concise paragraphs** derived solely from the context - A **visualization suggestion** (max 5 words, specific to the content) Important: Only output the final JSON object. No additional text, markdown, or explanation should be included. Context: {context} {format_instructions} The final output must be a valid JSON object where each slide is represented as "slide_1", "slide_2", ..., up to "slide_{num_slides}". Each slide must contain: - "subheading" - "paragraphs" - "visualization_suggestion" ra)parserllmc>T$rr2)x context_texts r;(generate_slide_content..s\r:c US$N num_slidesr2rs r;rr,r:c$>TR5$rget_format_instructionsrrs r;rr1O1O1Qr:)contextrformat_instructionsrYqueryritem_keycURSS5upUS:XaSnO US:XaSnOSnUR5(a [U5OSnX44$N_rslidermcqirisdigitrJrprefixnum_strgroupnumbers r;custom_slide_sort_key5generate_slide_content..custom_slide_sort_keyQ&nnS!4OF 5%,__%6%6S\CF? "r:c>T"US5$Nrr2kvrs r;rrsK`acdeafKgr:key)1trueyes0Fz/Warning: No suitable image generated for slide .z/Warning: No visualization suggestion for slide rVus Based on the following context from the last two slides, generate one multiple-choice question (MCQ). The question should be relevant to the content and designed to test comprehension. **Context**: {context} The MCQ must include: - A **question** related to the context - Exactly **4 answer options** - A clear indication of the **correct answer** as a single letter: 'a', 'b', 'c', or 'd' ⚠️ **Critical Requirements**: - ✅ Return **only valid JSON** — no explanations, headers, or extra text. - ✅ Ensure all fields and options are enclosed in **double quotes (`"`)**. - ✅ Do **not** use letters like "A.", "B." in the options — just the plain text. - Dont give Here is the MCQ while generating MCQ - Directly follow the format given below The final output **must strictly follow** this format: ```json {{ "question": "", "options": [ "