sj?}XSrSSKrSSKrSSKrSSKrSSKrSSKrSSKJr SSK J r SSK J r J r SSKJrJrJr SSKJrJrJrJrJrJr SSKJr SS KJr SSKrSS KJr SS KJ r SS K!J"r" S r#\RH"\RJSS9 \RL"\'5r("SS5r)\)"SS9r*"SS\5r+"SS\5r,"SS\5r-"SS\5r.S\/S\04Sjr1S\/4Sjr2SJS \/S!\0S"\0S#\3S$\/S%\/S&\0S'\\\\/\4/S4S\\-\.44S(jjr4\'S):XGa\5"S*5 \5"S+5 \5"S,5 \4"S-S.S/S0S1S2S3S49r6\5"S*5 \5"S55 \5"S65 \7"S7\6RpRs555r:\7"S8\6RpRs555r;\7"S9\6RpRy555r=\5"S:\>"\6Rp535 \5"S;\:35 \5"S<\;35 \5"S=\=S>\:35 \5"S?\6R~35 \5"S@5 \6RpRy5HMur@rA\@RSA5(dM\C"\ASBS5rD\D(aSCOSDrE\5"SE\ESF\@SG\D(a\DOSH35 MO \5"S*5 \5"SI5 \5"S65 gg)Ka ================================================================================ Storigo Content Generator - Professional Edition v7.0 - Synchronous image generation during slide creation - Direct image URL assignment (no null values) - One slide processed completely before moving to next - Professional error handling and logging - GUARANTEED: Every slide with is_image=1 gets an image URL or None ================================================================================ N)ChatGroq)ChatPromptTemplate)StrOutputParserPydanticOutputParser) BaseModelField validator)ListOptionalDictUnionCallableAny)deque)Lock) OllamaLLM ChatOllama)fetch_image_for_slide8gsk_CEh3itIpUAkEkEKsUDqVWGdyb3FYoTjqmXNTBHOSxJFK3obGTzXZz:%(asctime)s - [%(levelname)s] - (StorigoGen) - %(message)s)levelformatc(\rSrSrSrSSjrSrSrg)SmartRateLimiter/z%Intelligent rate limiter for Groq APIchXl[5Ul[5UlSUlSUlg)Nr) max_requestsr request_timesrlocktotal_requests total_waits)selfmax_requests_per_minutes R/var/www/eduai.edurigo.com/storigo/testing/generate_storigo_content_from_prompt.py__init__SmartRateLimiter.__init__1s+3"WF cUR [R"5nUR(aWXRS- S:aBURR5 UR(aXRS- S:aMB[ UR5UR :aSXRS- - S-n[ RSUSS35 U=RS- sl[R"U5 UR(a[R"5URS- S:aVURR5 UR(a+[R"5URS- S:aMVURR[R"55 U=RS- sl SSS5 g!,(df  g=f)zWait if approaching rate limitsr<u#⏳ Rate limit protection: waiting z.1fsN) rtimerpopleftlenrloggerwarningr!sleepappendr )r"now sleep_times r$wait_if_neededSmartRateLimiter.wait_if_needed8sq YY))+C$$/A/A!/D)Dr)I""**,$$/A/A!/D)Dr)I4%%&$*;*;;3););A)>#>?!C !DZPSDTTUVW  A%  :&((TYY[4;M;Ma;P-PSU-U&&..0((TYY[4;M;Ma;P-PSU-U    % %diik 2   1 $ 'YYsA8 HD Hr'c\rSrSrSrSrSrg)SlideContent.ConfigeTr>N)r8r9r:r;arbitrary_types_allowedvalidate_assignmentr=r>r'r$ConfigrVes"&"r'rZr>)r8r9r:r;rrCrN__annotations__rDr rEr rFrHr rSrZr=r>r'r$r@r@Ts{gD# %d J +!#JJS &$)#Jc. .E8C=.wD./##r'r@c~\rSrSr%\"S5r\\S'\"SSS9r\\S'\"SSS9r \ \\S '\"SS S9r \\S 'S r g ) MCQContentiQuestionrC.zThe multiple-choice question) descriptionquestionzA list of 4 answer optionsoptionszKThe single letter 'a', 'b', 'c', or 'd' corresponding to the correct answercorrect_answerr>N) r8r9r:r;rrCrNr[rarbr rcr=r>r'r$r]r]isKj!D#!#+IJHcJs0LMGT#YM1~NCr'r]cH\rSrSr%\"S5r\\\4\ S'Sr \ \ S'Sr g)StorigoContento.slidesr token_countr>N) r8r9r:r;rrgr rNr@r[rhintr=r>r'r$rereos$&+CjFDl" #0Kr'recR\rSrSr%\"S5r\\\\ \ 44\ S'Sr \ \ S'Srg)StorigoContentMCQMids.rgrrhr>N)r8r9r:r;rrgr rNr r@r]r[rhrir=r>r'r$rkrkss.9>sFDeL*455 6CKr'rktextreturncF[R"SU5n[U5$)z(Simple token counter based on word countz\w+)refindallr.)rmtokenss r$ count_tokensrszs ZZ %F v;r'c[US5(a URnO [U5nUR5nSU;aJ[R "SSU[R S9n[R "SSU[R S9nURS5nURS5nS nUS :waUS :wa [X#5nO [X#5nURS 5nURS 5n[XV5S -nUS :wa US :waXUn[R "SSU5n[R "SSU5n[R "SSU5n[R "SSU5nUR5nU$)z4Fix common JSON formatting issues from LLM responsescontentz```z ^```json?\s*)flagsz```${[}]r*r(\"|\]|\})\s*\n\s*(\"|\[|\{)\1,\n\23(\"|null|true|false|\d+|\]|\})\s*(\"[\w\-_]+\"\s*:)z(\"|\]|\})\s+(\"|\[|\{)z\1,\2 ,\s*([\]\}])\1) hasattrrurNrOrpsub MULTILINEfindminmaxrfind) ai_messagerm start_obj start_arrstartend_objend_arrends r$quick_json_fixrsNz9%%!!: ::95nURA5Hunn[)URB5S?:a6URBRES@5 [)URB5S?:aM6URF(aURFR 5(d SAUl#[R1SBUSC35 U(dMU"SDUURHURBURFUSE3SF.5 M U(Ga[RS5 [RSG5 [RS5 U(a U"S!SHSIS$.5 S nS nURK5GHnUUnURFn[RSJUS 35 [RSKUSL35 [R"5n[MUU5n[R"5U- nU(aGUUUl'USM- n[RSNUSOUS*SP35 U(aU"SQUUUSR3SS.5 MMSUUl'USM- n[R1STUS*SP35 U(aU"SQUSUSU3SS.5 GMGM [RS5 [RSX5 [RSYUSZ[)U535 [RS[USZ[)U535 [RS5 O6[RS\5 URK5H nSUUl'M UUlS n UR*RQ5HHnURHS]S]RSURB5S]URF3n!U [UU!5- n MJ U(GaUS^;Ga[RS5 [RS_US`35 [RS5 U(aU"S!SaSbUSc3S$.5 [RV"Sd5 /n"UR*RA5H^un#n$U$RHn%S]RSU$RB5n&[)U&5Se:a U&SSeS -n'OU&n'U"RESfU%SgU'35 M` ShRSU"5n(Sin)[R"U)5n*[R5 [R"5n+U*U -R!U(USj.5n,[R"5U+- n-U,RXR 5n.[RSkU.SSl35 [2RZ"SmU.[2R\5n/U/(aU/R_S 5n.[U.5n.["R$"U.5n0[eU0[<5(aNSsU0;a[eU0Ss[f5(aU0Ssn2OE[iStU0RQ55S5n3U3bU3OU0/n2OU0[f5(aU0n2OU0/n20n4[kU2SU5Hun5n6SuU6;aSvU6Su'[mS0U6D6U4SwU5SM-3'[RSxU5SM-SyU6SzSS{S 35 U(aNU"SaSwU5SM-3U6RoSzS|5U6RoS}/5U6RoS~S|5SU5SM-S3S.5 MM [RS([)U45SZUSU-S*S+35 U4RQ5HHn7U7RpS]S]RSU7Rr5S]U7Rt3n!U [UU!5- n MJ 0n8US :XdUSM:XGai[RS5 [gUR*RK55n9[)U95n:[)U45n;U;U::ay[gU4RK55n<[kU95H.un=n>UR*U>U8U>'U=U;:dM U4UUR*U>U8U>'WAU;:dM U=SM-W@-S :XdM.U4UnE[R7UER55 [/S[U535eSnAff=f)a{ Generate professional slide content with INLINE image generation PROFESSIONAL APPROACH: 1. Generate slide content 2. For EACH slide, immediately fetch and assign image 3. Process one slide completely before moving to next 4. Return final result with all images assigned Args: prompt: Main topic prompt num_slides: Number of slides to generate num_mcqs: Number of MCQs is_image: Whether to generate images is_question: Whether to generate MCQs question_position: Position of questions ("end" or "1") GPU: Legacy parameter Returns: StorigoContent or StorigoContentMCQMid with images properly assigned P================================================================================u0🚀 STORIGO PROFESSIONAL CONTENT GENERATOR v7.0u📋 Configuration:z - Slides: z - MCQs: z - Images: z - Prompt: Nr)z...u$🔧 Initializing API setup for GPU=1rrzhttp://127.0.0.1:11434z llama3.1:8bjsongffffff?i i) base_urlmodelr temperature num_predictnum_ctx max_tokensrequest_timeout max_retriesu"✅ Ollama API (llama3.1:8b) readyzllama-3.1-8b-instant) model_name groq_api_keyrrrru✅ Groq API readystatuszInitializing generator...)rCmessageQ ================================================================================u%📝 STEP 1: Generating Slide Contenta Based on the following prompt, generate professional content for exactly {num_slides} slides. Each slide MUST include: - A clear, descriptive subheading - 2-3 informative paragraphs (very detailed, well-written, and engaging.) - A "visualization_suggestion" (exactly 6 to 10 words). This MUST describe a real-world photograph of physical people or objects. DO NOT use abstract concepts, slide titles, or text. CRITICAL for visualization_suggestion: - Use ONLY concrete, visual, searchable terms with specific details - Think: "What would I search on a stock photo website with exact scene details?" - Include specific elements: people (e.g., "diverse team"), objects (e.g., "laptop computer"), actions (e.g., "discussing strategy"), settings (e.g., "modern office") - Good examples: "diverse business team discussing strategy in modern conference room", "data analyst examining colorful charts on computer screen", "professional kitchen staff preparing fresh ingredients in commercial kitchen" - Bad examples: "concept of leadership", "abstract representation", "team meeting" (too vague) - EACH visualization suggestion MUST BE COMPLETELY UNIQUE across all slides - no overlapping concepts, objects, or scenes - If slides are related, vary all elements significantly: different people, objects, actions, and settings Prompt: {prompt} Make content professional with: - Thought-provoking insights - Relevant examples or statistics - Industry trends - Clear, actionable takeaways Return ONLY a valid JSON object with this exact structure (no explanations, no markdown, no schema definitions): {{ "slides": {{ "slide_1": {{ "subheading": "Introduction to Kitchen Safety", "paragraphs": [ "Kitchen safety is paramount in any food service environment.", "Proper protocols protect staff and ensure food quality." ], "visualization_suggestion": "professional kitchen staff wearing safety gear in commercial kitchen", "image": null }}, "slide_2": {{ "subheading": "Food Handling Best Practices", "paragraphs": [ "Proper food handling prevents contamination and foodborne illness.", "Key practices include temperature control and cross-contamination prevention." ], "visualization_suggestion": "chef demonstrating proper food handling techniques with fresh ingredients", "image": null }} }}, "token_count": 0 }} Generate exactly {num_slides} slides numbered slide_1 through slide_{num_slides}. stage slide_textzGenerating slide text...)rCrrc US$)Nrr>xs r$4generate_slide_content_from_prompt..GsAhKr'c US$)Nrr>rs r$rrHs,r')rru✅ Generated z slides in z.2fr+u-⚠️ JSON parsing failed on first attempt: u%🔧 Attempting deep clean of JSON...r}r~rrrz slides after deep cleanu/❌ JSON parsing failed even after deep clean: z!Raw response (first 1000 chars): izfailed_layout.jsonwzutf-8)encodingu;📂 Saved failed JSON to failed_layout.json for inspectionz$Failed to parse slide content JSON: cB[USRS5S5$)Nr_r*)risplitrs r$rr~s#aPQdjjY\o^_N`Jar')keyz&Additional information for this slide.zprofessional business conceptu⚠️ z$: Empty visualization, using defaultslidez prepared)rC slide_keyrDrErFru4🎨 STEP 2: Generating Images (INLINE - One by One)imageszGenerating images...u 📸 Processing z Visualization: ''r*u ✅ Image assigned: z (zs)rHz image ready)rCrrHru ⚠️ No image found (z image not foundu ❌ Error: z image erroru🎨 Image Generation Summary:z - Success: /z - Failed: u0 📷 Image generation disabled (is_image=False) )0falseFalseu❓ STEP 4: Generating z MCQs (Batch Mode)mcqz Generating z MCQs...g?i,z**z** z a You are an expert educational content creator. Generate exactly {num_mcqs} high-quality MCQs. **Requirements:** 1. Test comprehension of key concepts 2. Distribute across different topics 3. Each question has exactly 4 options 4. Only one clearly correct answer 5. Avoid trivial questions 6. CRITICAL: For `correct_answer`, you MUST ONLY output "a", "b", "c", or "d". (a = first option, b = second option, c = third option, d = fourth option). NEVER output 'T', 'F', '1', '2', '3', '4'. NEVER output the full text of the option. ONLY the single letter! **Content:** {context} **Output Format:** Return ONLY a valid JSON object with a single key "mcqs" containing an array. DO NOT return a raw array. It must be identical to this example: {{ "mcqs": [ {{ "type": "Question", "question": "What is the capital of France?", "options": ["Paris", "London", "Berlin", "Madrid"], "correct_answer": "a" }}, {{ "type": "Question", "question": "What is 2 + 2?", "options": ["3", "4", "5", "6"], "correct_answer": "b" }} ] }} Generate exactly {num_mcqs} questions now: )contextru🔍 Raw LLM Output: i z(\{.*\}|\[.*\])z"Failed to decode MCQ JSON syntax: rxr{ryr|mcqsc3T# UHn[U[5(dMUv M g7fN)rMlist).0rQs r$ 5generate_slide_content_from_prompt..Is *f6NR\]^`dRe116N( (rCr_mcq_u✅ MCQ : ra2rvrbrczMCQ z ready)rCmcq_keyrarbrcru⚠️ Failed to parse MCQ z MCQs in u(📍 Distributing MCQs throughout slidesu📍 Placing all MCQs at endu🎉 GENERATION COMPLETEu📊 Final Statistics:z - Total time: z - Total items: z - Token count: z - Images assigned: )rgrhu❌ MCQ generation failed: u❌ FATAL ERRORzError: zContent generation failed: r>)@r,r/inforNrOlangchain_community.chat_modelsr ImportErrorlangchain_ollamar GROQ_API_KEYr from_templater rate_limiterr5invokerloadsrer.rgJSONDecodeError Exceptionr0rprerroropenwritedictsorteditemsrEr2rFrDkeysrrHvaluesjoinrsr1rusearchDOTALLgroup startswithendswithrMrnext enumerater]getrarbrcrangerrk traceback format_exc)Frrrrrrrrgeneration_startrllmslide_content_template slide_prompt slide_chainslide_gen_start raw_resultslide_gen_time result_dataresulte deep_cleaneddeep_efordered_slidesr slide_content success_count failed_count viz_prompt image_start image_url image_timerhrm all_contextrrtitle paras_textsummary full_context mcq_template mcq_prompt mcq_start mcq_resultmcq_timeru json_matchmcq_data_parsed syntax_errmcq_list found_listridxmcq_datar final_content slide_keysnum_snum_mmcq_keysis_keyjinterval mcq_counterr mcq_contentgeneration_timersF r$"generate_slide_content_from_promptr#s>yy{r@ H FG H )+ mJ<01 k(,- mH:./ mF3BK=45 H  :3%@A s8>> s " 8F1#  " C KK< =1) " C KK, -  6QR S  O$ ;< H3"j   $I}m../!3((//0XYm../!3!99AgAgAmAmAoAo9X 6 3WXY{#!*"/":":"/":":0=0V0V"+I6 )?.  KK ( KKN O KK !WxLbcdML+002 .y 9 E!.!G!GJKK"4YKs CDKK"5j\ CD#'))+K 5i LI!%{!:J :Cy17%*  &=i[:VYJZZ\$]^&'y[dt}s~KrL)MN';?y17$) )CJsCSSU'VW&'y[_oxnyzJmK)LM'33F KK ( KK8 : KK.q^9L8MN O KK- ~Qs>7J6KL M KK ! 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D/AHAz8!BAH2AAH B+AH7CAA48AHAACCAHCACCAHC AFC%A AE=E(AE4E.AF<E4AE8E8AE=E=AFFAF<F AF9FAF4F-AF<F4AF9F9AF<F< AHG4AHG:AHG;AHHAHHAHH AJ5HBAJ0J0AJ5__main__ru+🧪 TESTING STORIGO CONTENT GENERATOR v7.0zQ================================================================================ z/Kitchen safety and food handling best practicesrrTrrr*)rrrrrrru📋 TEST RESULTSrc#T# UHoRS5(dMSv M g7f)slide_r*Nrrks r$rrsU!:All8>Taa!:rc#T# UHoRS5(dMSv M g7f)rr*Nr'r(s r$rrsQ8!LLr'r$rDs5  #5O00==&': J  ,, G   8 $ %%@ ; #9#*@@ Y9ss 2#2~?CS@ S@S@S@ S@  S@  S@ S@(DcN#3T#9:;S@ >/ /0S@r z / 78 /4@ K /  (OU!3!3!8!8!:UUKQ{11668QQIY (:(:(@(@(BYYO M#k0012 34 L &' Jyk "# !/!2!K= AB M+112 34 #**002 W >>( # #'7D1C!UxF BvhauBcsv&>? @ 3  / ,- (OOr'