hK4RddlZddlZddlZddlmZmZmZddlmZddl m Z ddl m Z ddl mZddlmZmZmZmZmZddlmZdd lmZej2e ZGd d e ZGd de ZGdde ZGdde ZGdde ZGdde Z GddZ!y)N)DictAnyList)genai)types) BaseModel)Session)Project Candidate Application AIAssessment SoftSkill)GEMINI_API_KEY)SoftSkillResponse)api_keycBeZdZUeed<eed<eeed<eeed<y)ProjectSuggestiontitle descriptioncriteria soft_skillsN)__name__ __module__ __qualname__str__annotations__rE/home/www/40-admission.kofcorporation.com/app/services/ai_services.pyrrs! J3icrrcBeZdZUeed<eed<eeed<eeed<y)ProjectSuggestionResponserrrrN)rrrrrrrrrrr!r!s# J3i'((rr!cLeZdZUeed<eed<eeed<eeed<eed<y)CandidateAssessmentscoresummary strengths weaknessesrecommendationsN)rrrfloatrrrrrrr#r#s& L LCyS rr#c4eZdZUeed<dZeed<dZeed<y)AIProjectAssistRequestrN requirementstarget_audience)rrrrrr,r-rrrr+r+$sL#OSrr+c"eZdZUeed<eed<y)AICandidateAssessRequest candidate_id project_idN)rrrintrrrrr/r/)s Orr/c:eZdZUeed<eed<eed<dZeed<y)AIMessageCompositionRequest message_typecandidate_name project_titleNadditional_context)rrrrrr8rrrr4r4-s""rr4c eZdZedededefdZededede fdZ ede de fdZ edededee effdZy ) AIServicedbrequestreturnc K d|jd|jxsdd|jxsdd}tjj dt jdt j|g gt jd t  }|js td tj|j}tdi|}g}|jD]}|j!j#}|j%t&j)t&j*j-|j/} | s1t'|d|} |j1| |j3|j5| |j7|D]} |j9| t;|j"|j|j<|D cgc]} t?j@| c} Scc} w#tB$rC} tEjFd| |jIt;ddgdgcYd} ~ Sd} ~ wwxYww)zRUse Gemini to assist in creating admission projects and align soft skills with DB.z 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 modelzAI-suggested skill: )namer)rrrrz'Failed to generate project suggestion: zAI-Generated Projectz\A comprehensive admission project created with AI assistance. Could not process soft skills.)zAcademic excellencezLeadership potentialzCommunication skillsNr)%rr,r-clientmodelsgenerate_contentrContentPartGenerateContentConfigrrC ValueErrorjsonloadsrstriprqueryrfilterrPilikefirstaddflushappendcommitrefreshr!rrmodel_validate Exceptionloggingerrorrollback) r;r<promptresponsesuggestion_data ai_suggestionsoft_skill_objects skill_namenormalized_skill_namedb_skillskillses rassist_project_creationz!AIService.assist_project_creation4s9F "--./"//B?CD%55HI J F }}55&--VEJJF| j:} t9d%i| } tA|j|j| jB| jD| jF| jH| jJdd} |jM| |jO| Stdcc}wcc}w#tP$r4}tSjTd|t9ddd gd!gd"#cYd$}~Sd$}~wwxYww)&z7Use Gemini to assess a candidate for a specific projectzCandidate or project not foundz Name:  z Email: z" Academic Background: Not providedz Work Experience: z Nationality: r?  z- z You are an expert university admission evaluator. Assess this candidate for the specified project. PROJECT: z Description: z: Selection Criteria: z< Required Soft Skills: z9 CANDIDATE PROFILE: a Please provide: 1. Overall score (0-100) 2. Summary assessment (2-3 sentences) 3. Key strengths (list of 3-5 points) 4. Areas for improvement (list of 3-5 points) 5. Specific recommendations for this candidate Be fair, objective, and constructive in your assessment. r@rArBrDrGrHrK)r&r'r()r0r1r$r%details model_versionrOzFailed to assess candidate: gI@z4Unable to generate detailed assessment at this time.zApplication submittedz0Insufficient information for complete evaluationz)Please review candidate profile manually.)r$r%r&r'r(Nr)+r[r r\idr0r^r r1rW first_name last_nameemailacademic_backgroundwork_experience nationalityjoinrrrrPrrQrRrSrrTrUrVr#rCrXrYr r$r%r&r'r(r_rbrerfrg)r;r< candidateprojectcandidate_info criterion criteria_textrqsoft_skills_textrirjdata assessment ai_assessmentrss rassess_candidatezAIService.assess_candidatesX +229<<7CWCW3WX^^`Ihhw'..wzzW=O=O/OPVVXGG !ABB"''()*=*=)>?OO$%""+"?"?"Q>!RS'77I>JK#//B?CD N!IIU\UeUe&f I,A,A+B'C&fgM#yyI\I\)]Buzzl*;)]^ mm_%!--./ O      F2}}55&--VEJJFL LL c K ddddddd}|j|jd}d |d |jd |jd |jxsd d }t j jd|}|jxsdS#t$r?}tjd|d|jd|jdcYd}~Sd}~wwxYww)z9Use Gemini to compose professional messages to candidatesz)a welcoming message for a new applicationz5a polite rejection message with constructive feedbackz'an interview invitation with next stepsz#a congratulatory acceptance messageza status update messagez)a message requesting additional documents)welcome rejectioninterview_invitation acceptance status_updatedocument_requestza professional communicationzK You are a professional university admissions officer. Compose zN for a student. Details: - Student Name: z - Project/Program: z# - Additional Context: z None provideda Requirements: 1. Professional and respectful tone 2. Clear and concise language 3. Appropriate for university admissions context 4. Include specific details provided 5. End with appropriate next steps or contact information The message should be 150-300 words and ready to send. zgemini-2.5-flashrLrMz(Unable to generate message at this time.zFailed to compose message: zDear z", Thank you for your interest in z . Best regards, Admissions TeamN) getr5r6r7r8rQrRrSrCrerfrg)r<message_templatestemplate_descriptionrirjrss rcompose_messagezAIService.compose_messages' RFT(QC!:$O ! $5#8#89M9MOm#n KK_J`a%3345 ' 5 567##*#=#=#P"Q R F$}}55(6H ==N$N N R MM7s; <71122VW^WlWlVmnQR R Rs5CBB C C4CC CCCr1c K |jtjtj|k(j }|sddiS|jt jt j |k(j}|sddiSg}|D]b}|j}|j|jj|jxsd|jxsd|jxsdddd|jd t!|d t#j$|d d }d|d}t&j(j+d|} |jt!|| j,xsdddS#t.$r2} t1j2d| ddt5| icYd} ~ Sd} ~ wwxYww)zCGenerate AI insights about a project's applications and performancergzProject not foundmessagezNo applications to analyze yetrwr?)statuscandidate_background experiencerz Project: z! Total Applications: z Application Data: )indentrxzn 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)r7total_applications ai_insights generated_atz%Failed to generate project insights: zFailed to generate insights: N)r[r r\r|r^r r1allrrarvaluerrrrlenrXdumpsrQrRrSrCrerfrgr) r;r1r applicationsapp_dataappr data_summaryrirjrss rgenerate_project_insightsz#AIService.generate_project_insightss9 Ghhw'..wzzZ/GHNNPG!45588K077 8N8NR\8\]aacL!#CDDH# MM !jj..,5,I,I,[^"+";";"M~#,#8#8#KO !  mm_%!!$\!2 34#zz(1=>? L  N   F}}55&6H ")&),&7'}}M0M %   G MMA!E Frs  """OO*4 n -  ) )) Y y#)# QGQGr