o ih/@s*dZddlZddlZddlmZmZddlmZejej de e Z de de de d eed ed eed eed efddZddZe dkrz+eddddddgdgddddgdddgdgd Zed!eejed"d#WdSeyZzed$e ed%eWYdZ[dSdZ[wwdS)&zc Skill analysis for TNA system using LLM Follows department.py pattern - simple, direct, effective N)DictList) ChatOllama)level user_query admin_namedepartment_namefiltered_skillstotal_users_in_departmentall_skills_dataoffline_coursesreturnc Cszztddd}d}|dkrF|rFg} |r&t|dkr&d|dvr&|dd} | rFd|d t| d |d }|d d d| ddD7}d} |rbdt|d} | d dd|ddD7} d} |rdt|d} |ddD]#} | dg} | rd| nd}| d| dd| dd|d 7} qtd|d |d | d}||j}tdt|z7d |vrd!|vr| d }| d!d"}|||}t |}|d#g}|d$g}|d%g}d&d|D}d'd|D}d(d|D}t|t|t|}g}| d)|d*|d+|rE|dkrE| d,|d-|D]}| d.|d/d0|d1q-| d|rg| d2|D]}| d.|d/d0|d1qO| d|r| d3|D]}| d.|d/d0|d1qq| d| d4|d5g}|D]}| i|d6d7iq|D]}| i|d6d8iq|D]}| i|d6d9iqd ||ggd:}td;|dt|d? |WWSWnt jtfy }ztd@|WYd}~nd}~wwd)|dAgggd:WSty<}ztdB|dCggt|dDWYd}~Sd}~ww)Ezc Analyze user query and recommend skills and courses. Simple. Direct. No overthinking. z gemma3:12bg?)model temperatureNullrskillsz Department (z ) Skills (z skills from z users):  cSsg|]}d|qS)- .0skillrrM/var/www/eduai.edurigo.com/doc_train/edurigo_ai/TNA/testing/skill_analysis.py #sz.analyze_skills_and_courses..N z All Organization Skills (z total): cSsg|] }d|dqS)r skill_namerrrrrr)sz Available Offline Courses (z, zNo skills listedr course_namez (ID: course_idz ) - Skills: zLYou are analyzing skills for a Training Needs Analysis request. USER GOAL: ud TASK: Recommend 10-15 skills highly relevant to the user's goal. ANALYSIS STEPS: 1. Evaluate department skills for relevance to user goal (≥70% relevant) 2. Evaluate organization skills for relevance to user goal (≥70% relevant) 3. If total < 10 skills, suggest external skills relevant to the goal (≥70% relevant) 4. Stop when you reach 10-15 total skills OUTPUT FORMAT (JSON): { "department_skills": [ { "skill_name": "skill name", "relevance_score": 85, "reasoning": "why this skill helps achieve the goal" } ], "organization_skills": [ { "skill_name": "skill name", "relevance_score": 75, "reasoning": "why this skill helps achieve the goal" } ], "external_skills": [ { "skill_name": "skill name", "relevance_score": 78, "reasoning": "why this skill helps achieve the goal" } ] } IMPORTANT: - Only include skills with ≥70% relevance to the user goal - Aim for 10-15 total skills across all categories - Focus on skills that directly help achieve the stated goal Provide ONLY the JSON response, no additional text.z$LLM skill analysis response length: {}department_skillsorganization_skillsexternal_skillscS g|] }|dddkr|qSrelevance_scorerFgetrsrrrru cSr&r'r*r,rrrrvr.cSr&r'r*r,rrrrwr.zBased on your goal 'z ', here are z recommended skills: zDEPARTMENT SKILLS (z):u• rz - reasoningzORGANIZATION SKILLS:zEXTERNAL SKILLS:zTotal: z skills recommendedsource department organizationexternalstrategic_presentationrecommended_skillscourses_offlineonline_recommended_coursesz(Successfully parsed skill analysis with z skills (dept: z, org: z, ext: )zJSON parse failed: z', we recommend focusing on relevant skill development to achieve your objectives. Please try again for detailed skill recommendations.zSkill analysis failed: z;Unable to complete analysis at this time. Please try again.)r5r7r8error)rlenjoinr+invokecontentstriploggerinfoindexrindexjsonloadsappendJSONDecodeError ValueErrorwarning Exceptionr:str)rrrr r r r llmdept_skills_textdept_skill_namesorg_skills_text courses_textcourse skills_list skills_strpromptresponse json_startjson_endjson_str parsed_result dept_skills org_skills ext_skills total_skillspresentation_partsr all_skillsresulterrranalyze_skills_and_courses s       &/      "  "  " 0 rbcCs dgddg}ddddddd d dd d dg}d dddddgdg}dd ddddd ddddgd ddddgdddd d!d"d#d$d%gd&d'd(d) gd*}td+td,td-td.|dd/td0t|td1t|td2ttj|d3d4|S)5z5Test the data processing logic without LLM dependencyr)Python JavaScript Communicationuser_idri_zcommunication skillskill_idri`ztechnical skillsyrdzrc43)Python Programming for Complete BeginnerszLearn Python from scratchpython programming)rrshort_description descriptionrzBased on your goal to improve technical ability, we recommend focusing on Python and JavaScript skills from your department, plus additional technical skills from the organization. The Python course directly aligns with your needs.r1g"@z,Direct match for technical improvement goals)rr0r(r/g!@z$Essential for web development skillsz*Perfect match for Python skill developmentgV@)rnamereason percentagezAdvanced JavaScript ConceptsUdemyzJavaScript Expertz6 weeks Intermediatez+Deep dive into advanced JavaScript conceptszhttps://udemy.com/advanced-jsPaidz4.7/5)rdES6zAsync ProgrammingUz(Complements department JavaScript skills) titleplatform instructorduration skill_levelrqurlpriceratingskills_coveredr(rsr4z=== SKILL ANALYSIS TEST ===z0User Query: Want to improve my technical abilityzDepartment: DeveloperzDepartment Skills: rzTotal Org Skills: zAvailable Courses: z === MOCK RESPONSE ===indent)printr;rDdumps)test_filtered_skillstest_all_skills test_courses mock_responserrrtest_skill_analysis_logicst   *r__main__z$Want to improve my technical abilityAscent Developerrcrdrfrkrhrlrmrn)rrr)rrrr r r r z=== ACTUAL LLM RESPONSE ===rrzLLM not available (z), running logic test:)__doc__rDloggingtypingrrlangchain_ollamar basicConfigINFO getLogger__name__r@rKintrbrr`rrrJrarrrrsT   /R