Uh-NddlZddlZddlZddlmZmZmZddlmZddl m Z ddl m Z ddl mZddlmZmZmZmZddlmZeje ZGd d e ZGd d e ZGdde ZGdde ZGdde ZGddZdS)N)DictAnyList)genai)types) BaseModel)Session)Project Candidate Application AIAssessment)GEMINI_API_KEY)api_keycPeZdZUeed<eed<eeed<eeed<dS)ProjectSuggestiontitle descriptioncriteria soft_skillsN)__name__ __module__ __qualname__str__annotations__r2/home/runner/workspace/app/services/ai_services.pyrrsG JJJ3icrrcZeZdZUeed<eed<eeed<eeed<eed<dS)CandidateAssessmentscoresummary strengths weaknessesrecommendationsN)rrrfloatrrrrrrrrsP LLL LLLCyS rrc6eZdZUeed<dZeed<dZeed<dS)AIProjectAssistRequestrN requirementstarget_audience)rrrrrr(r)rrrr'r's>L#OSrr'c$eZdZUeed<eed<dS)AICandidateAssessRequest candidate_id project_idN)rrrintrrrrr+r+!s%OOOOOrr+c<eZdZUeed<eed<eed<dZeed<dS)AIMessageCompositionRequest message_typecandidate_name project_titleNadditional_context)rrrrrr4rrrr0r0%sG""""""rr0c eZdZededefdZededede fdZ ede de fdZ edededee effdZd S) AIServicerequestreturnc K d|jd|jpdd|jpdd}tjdt jdt j|g gt j d t  }|j r%tj |j }tdi|Std #t$r8}t!jd|tddgdgdcYd}~Sd}~wwxYw)z3Use Gemini to assist in creating admission projectsz You are an expert university admission consultant. Based on the following information, create a detailed admission project proposal. Description: z Requirements: Not specifiedz Target Audience: a Please provide: 1. A compelling project title 2. A detailed description (200-300 words) 3. 5-8 selection criteria that would help evaluate candidates 4. 4-6 relevant soft skills required for success Make the project professional, clear, and attractive to potential students. gemini-2.5-prousertextrolepartsapplication/jsonresponse_mime_typeresponse_schemamodelcontentsconfigEmpty response from AI modelz'Failed to generate project suggestion: zAI-Generated Projectz=A comprehensive admission project created with AI assistance.)zAcademic excellencezLeadership potentialzCommunication skills)TeamworkzProblem-solving Adaptability)rrrrNr)rr(r)clientmodelsgenerate_contentrContentPartGenerateContentConfigrr>jsonloads ValueError Exceptionloggingerror)r7promptresponsedataes rassist_project_creationz!AIService.assist_project_creation,sy( "-#/B?  &5H F }55&-VEJFz.AIService.assess_candidate..ns$&f&f&f 'CI,A'C'C&f&f&frc"g|] }d|j Sre)name)rfskills rrhz.AIService.assess_candidate..os#)])])]*;uz*;*;)])])]rz You are an expert university admission evaluator. Assess this candidate for the specified project. PROJECT: z Description: z: Selection Criteria: z< Required Soft Skills: z9 CANDIDATE PROFILE: a Please provide: 1. Overall score (0-100) 2. Summary assessment (2-3 sentences) 3. Key strengths (list of 3-5 points) 4. Areas for improvement (list of 3-5 points) 5. Specific recommendations for this candidate Be fair, objective, and constructive in your assessment. r;r<r=r?rBrCrF)r"r#r$)r,r-r r!details model_versionrJzFailed to assess candidate: gI@z4Unable to generate detailed assessment at this time.zApplication submittedz0Insufficient information for complete evaluationz)Please review candidate profile manually.)r r!r"r#r$Nr)*queryr filteridr,firstr r-rU first_name last_nameemailacademic_backgroundwork_experience nationalityjoinrrrrrMrNrOrrPrQrRrr>rSrTr r r!r"r#r$addcommitrVrWrX) r^r7 candidateprojectcandidate_info criteria_textsoft_skills_textrYrZr[ assessment ai_assessmentr\s rassess_candidatezAIService.assess_candidateYsPX ++229<7CW3WXX^^``Ihhw''..wzW=O/OPPVVXXG CG C !ABBB'*3*=O#,"?"Q>(7I>  $/B? N!II&f&fU\Ue&f&f&fggM#yy)])]I\)])])]^^ m"- F2}55&-VEJFrVrWrX)r7message_templatestemplate_descriptionrYrZr\s rcompose_messagezAIService.compose_messages^' RFT(QC!:$O !! $5#8#89MOm#n#n K_%3  !( 5  $+#=#P F$}55(6H =N$N N R R R M;;; < < <R71RRW^WlRRR R R R R R R RsA-A22 B0<)B+%B0+B0r-c XK |ttj|k}|sddiS|t t j|k}|sddiSg}|D]B}|j}| |j j |j pd|j pd|jpddCd|jd t!|d t#j|d d }d|d}t&jd|} |jt!|| jpdddS#t.$r5} t1jd| ddt5| icYd} ~ Sd} ~ wwxYw)zCGenerate AI insights about a project's applications and performancerXzProject not foundmessagezNo applications to analyze yetrar:)statuscandidate_background experiencerwz Project: z! Total Applications: z Application Data: )indentrbzn Analyze this admission project's application data and provide insights: a Please provide: 1. Overall application quality assessment 2. Common patterns in applicant profiles 3. Recommendations for improving the selection process 4. Suggestions for attracting better candidates 5. Any notable trends or observations Keep your analysis professional and actionable. r;rzUnable to generate insightsnow)r3total_applications ai_insights generated_atz%Failed to generate project insights: zFailed to generate insights: N)rnr rorprqr r-allr{appendrvaluerurvrwrlenrSdumpsrMrNrOr>rVrWrXr) r^r-r| applicationsapp_dataappr{ data_summaryrYrZr\s rgenerate_project_insightsz#AIService.generate_project_insightss)9 Ghhw''..wzZ/GHHNNPPG 6!45588K0077 8NR\8\]]aaccL E!#CDDH#  M !j.,5,I,[^"+";"M~#,#8#KO !!m!$\!2!2 $z(1===L    F}55&6H ")&),&7&7'}M0M %   G G G ME!EE F F FESVVEEF F F F F F F Gs,AE*AE**B?E** F)4*F$F)$F)N)rrr staticmethodr'rr]r r+rrr0rrr.rrrrrrr6r6+s*/E*J[***\*XZ7Z5MZReZZZ\Zx)R'B)Rs)R)R)R\)RV;GG;G;GcSVh;G;G;G\;G;G;Grr6)rSrWostypingrrrgoogler google.genairpydanticrsqlalchemy.ormr app.modelsr r r r app.core.configrClientrMrrr'r+r0r6rrrrs  """"""""""""""""DDDDDDDDDDDD****** n - - -  )     Y   y#####)### sGsGsGsGsGsGsGsGsGsGr