o 3Bi@sfddlmZmZmZddlmZddlmZmZm Z m Z m Z ddl Z ddl Z ddlZddlmZddlmZddlmZddlmZdd lmZdd lmZdd lmZe je jd e eZ ed ddZ!eddZ"edddZ#eddZ$e!%ededefddZ&e!'ddefddZ(GdddeZ)GdddeZ*Gdd d eZ+Gd!d"d"eZ,Gd#d$d$eZ-Gd%d&d&eZ.Gd'd(d(eZ/Gd)d*d*eZ0Gd+d,d,eZ1Gd-d.d.eZ2Gd/d0d0eZ3Gd1d2d2eZ4dd3l5m6Z6Gd4d5d5eZ7Gd6d7d7eZ8Gd8d9d9e2Z9d:e:d;e:de;d?ee-d@ee.dAe2fdBdCZe!j=dHe9dEde8fdIdJZ?e!j=dKe+dEde*fdLdMZ@dNdOdPdQdRdSdQdTdUdQdVdWdQdXdYdQdZd[dQgd\ZAd]d^d[d_d`dadbdcgdddedfdgdhdidgdjdkdgdld`dgdmdndggdodpdpdqgdrdsdtdtdudvdwgdrdxdydzd{gd|drgd}ZBdS)~)FastAPI HTTPExceptionRequest) BaseModel)ListDictOptionalAnyUnionN)asdict) JSONResponse)RequestValidationError)SkillAnalysisSystem)DomainAwareCourseFilter) OnlineCourseRecommendationSystem) course_cache)levelzTNA System APIz1.0.0)titleversionz gemma3:12b) model_name)r batch_sizerequestexccs*td|td||jddS)NzValidation error: i)detailbody) status_codecontent)loggererrorr errorsr)rrr!6/var/www/eduai.edurigo.com/tna/testing/tna_fast_api.pyvalidation_exception_handlers r#httpcsT|jjdkr!|IdHtdfdd}||_||IdH}|S)N/analyze-skills-courseszRaw request body: cs ddS)Nz http.request)typerr!r!rr!r"receive+s zlog_requests..receive)urlpathrrinfodecode_receive)r call_nextr(responser!r'r" log_requests$s  r0c@eZdZUeed<eed<dS) DepartmentidnameN__name__ __module__ __qualname__int__annotations__strr!r!r!r"r24  r2c@s"eZdZUeed<eeed<dS)DepartmentRequest user_promptorganization_departmentsN)r6r7r8r;r:rr2r!r!r!r"r=8s r=c@s.eZdZUeed<eed<dZeeed<dS)DepartmentResponseidentified_department department_idnone confidenceN)r6r7r8r;r:r9rDrr!r!r!r"r@< r@c@s>eZdZUeed<eed<dZeeed<dZeeed<dS) FilteredSkillskill_id skill_nameN skill_level skill_count) r6r7r8r9r:r;rIrrJr!r!r!r"rFAs rFc@r1) AllSkillDatarGrHNr5r!r!r!r"rKGr<rKc@sJeZdZUeed<eed<eed<eed<eeeeeeffed<dS) OfflineCourse course_id course_nameshort_description descriptionskillsN) r6r7r8r;r:rr rr r!r!r!r"rLKs  rLc@sZeZdZUeed<eed<eed<eeeefed<eed<ee ed<ee ed<dS) SkillsCourseRequest user_query admin_namedepartment_namefiltered_skillstotal_users_in_departmentall_skills_dataoffline_coursesN) r6r7r8r;r:rrr r9rKrLr!r!r!r"rRRs  rRc@s.eZdZUeed<eed<eed<eed<dS)CourseRecommendationrMr4reason percentageN)r6r7r8r;r:floatr!r!r!r"rZ[s  rZc@sreZdZUeed<eed<eed<eed<eed<eed<eed<eed<eed <eeed <eed <eed <d S)OnlineCourseRecommendationrplatform instructordurationrIrPr)priceratingskills_coveredrelevance_scorer[N)r6r7r8r;r:rr9r!r!r!r"r^as   r^c@s>eZdZUeeefed<eeed<ee ed<eed<dS)SkillsCourseResponseskill_analysiscourses_offlineonline_recommended_coursesstrategic_presentationN) r6r7r8rr;r r:rrZr^r!r!r!r"rfos    rfc@s.eZdZUeed<eed<dZeeed<dS)OnlineCourseRequestdomain field_prompt max_coursesN)r6r7r8r;r:rorr9r!r!r!r"rkurErkc@sBeZdZUeed<eed<eed<eed<eeed<eed<dS)OnlineCourseResponsesuccessrlrmtotal_recommendationscourse_recommendationssearch_summaryN) r6r7r8boolr:r;r9rr^r!r!r!r"rpzs   rp)analyze_departmentc@s:eZdZUeed<eed<eed<eeeefed<dS)DepartmentDatar3r4 total_usersrVN) r6r7r8r9r:r;rrr r!r!r!r"rws rwc@sBeZdZUeed<eed<eeed<eeed<eeed<dS)FullTnaRequestrSrT departmentsrXrYN) r6r7r8r;r:rrwrKrLr!r!r!r"rys   ryc@s*eZdZUeed<eeed<eed<dS)FullTnaResponserArBrDN)r6r7r8r;r:rr9r!r!r!r"r{s   r{rSrTrUrVrWrXrYreturnc5s ztddddg}|r6|D]}d|vr5t|dD]\} } |d| | d|dd q"qg} |D] } | | j| jd q:i} rvg| d <D]$}|j}t|d krd|dd d}| d |j|j |j ||j dqQ|||| | d}t dtjt|IdHtddddddfdd}fdd}t ||IdH\}}dddgD}dddgD}dddgD}tdg}dd}g}|d |d!|d"|d#|d$|d%|d#|d&d'|d#|d(|d)|d#|r~|d*kr~|d+|d#|d,|d-|d#t|d.D]\} } |d/| d0| d1d2| d3qW|d#|d4|d#|r|rdnd.}|d5|d6|d#|d7|d#t|d.D]\} } |d/| d0| d1d2| d3q|d#|d8|d#|r%|r|rd9n |s|rdnd.}|d:|d;|d#|d<|d#t|d.D]\} } |d/| d0| d1d2| d3q|d#|d=|d#t|d>d?d@dA}|ddB}t|dBkrvrvdBt|}dCdD|D}d} D]&}t|j}!|!|vrt||!|j dEdF|dG| d.7} | |krtnqO|rtdHd|||fDd.}"|dI|"dJ|d#|dK|d#t|d.D]+\} }|dLd}#|d/| d0|dMdN|#dO|dP|dQ|d#qt|dBkr|dRt|dBdS|d#|dT|dU|dV|dW|dX|d#t|dYd?d@dA}$|$ddB}%|%rtdZd||||fDd.}"|d[|"d\|d#|d]|d#t|%d.D]]\} }|dLd}#|d^d_}&|d`da}'|dbdc}(|ddde})|d/| d0|dMdfdN|#dO|dg|&dh|)di|(|dj|'|dk|dldm|d#qEt|dBkr|dRt|dBdn|d#|do|dp|dq|dr|ds|dt|d#|du|d#|r|dvdwdxd|dd9D|r1|rdnd.}*|dy|*dz|rdnd.d{|rd|nd9d}dwd~d|dd9D|r|r<|rzJperform_enhanced_analysis..get_offline_matches..iir~)rMrNcourse_short_descriptioncourse_descriptionskillr Technology)rlrmrrqcourse_matcheszCourse filtering completed - z matches foundzCourse filtering failed: rzCourse filtering error: )rQ isinstancelistjoinr;rPlenappendrMrNrOgetrun_in_executorcourse_filter_systemprocess_json_requestjsondumpsrr+warning Exceptionr)courses_for_filteringcourse skills_strdesccourse_filter_requestcourse_filter_resultmatcheselooprYresultrSr!r"get_offline_matchessR      z6perform_enhanced_analysis..get_offline_matchesc szbdd}tj|dd}|r tdt|d|WS|dd}dtjt |IdH}|d rV|d g}tj ||dd td t|d |WSt d|dgWSt y}ztd|gWYd}~Sd}~ww)Nrronline)rlrm course_typezUsing cached online courses: z courses)rlrmrorqrs)rlrmrrzGenerated and cached z online coursesz!Online course generation failed: rz$Online course recommendation error: )rrget_cached_coursesrr+rronline_course_systemrrr cache_coursesrrr)rcached_online_coursesonline_course_requestonline_course_resultrecsr)rrrSr!r"get_online_matchessJ   z5perform_enhanced_analysis..get_online_matchescSg|] }|ddkr|qS)sourcedepartment_existingr!rr!r!r"rQz-perform_enhanced_analysis..recommended_skillscSr)rorganizational_relevantr!rr!r!r"rRrcSr)rexternalr!rr!r!r"rSrzyour chosen fieldu📈 **Your Journey to Master z**z2==================================================rzHello u! 👋zWe heard you say: *"ze"* - 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Here's your story:nullu:🏢 **Chapter 1: Building on Your Department Foundation**zGood news! Your z department already has some valuable skills that align perfectly with your goals. Think of these as your existing superpowers that just need some sharpening:z z. **rHz** - justificationu💡 *Why start here?* You already have colleagues using these skills, which means mentorship opportunities and immediate practical application!u🌟 **Chapter z): Expanding Your Organizational Arsenal**zYour organization is a goldmine of additional skills that can accelerate your growth. 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With z targeted skills, z internal courses, and zD world-class online courses, you have everything needed to become a z powerhouse!zlYou're not just improving random skills - you're building a strategic capability stack that will make you a u@Ready to begin this exciting journey? Let's make it happen! 🚀z---z>*Generated by TNA v2.0 - Your Personalized Learning Companion* case_applied)r total_skillsrrrM)rMr4r[r\r`rIrPr)rd) rr_r`rarIrPr)rbrcrdrer[)rgrhrirjz!Enhanced skills analysis failed: rrz:Unable to complete enhanced analysis at this time. 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