IjdZddlmZddlmZddlmZmZmZm Z m Z m Z m Z m Z mZddlmZGddZGdd ZGd d ZGd d Zy)z?Custom persona, scorecards, interview summarize, DEI analytics.)uuid4) JobStatus) CustomPersonaRequestCustomPersonaResponseDeiAnalyticsRequestDeiAnalyticsResponseInterviewSummarizeRequestInterviewSummarizeResponseScorecardCriterionScorecardGenerateRequestScorecardGenerateResponse) generate_jsonceZdZdedefdZy)CustomPersonaServicepayloadreturncKd}djdjdjdjdjdj dj }d tffd }t||| d{\}}}tjjttjtj|d ||jd |jd S7zw)NzRBuild a custom interviewer persona. Return JSON: {"system_prompt","style_summary"}z Company: z Name: z Style: z Values: z Samples: z Criteria: z Tone: rc djjxsd}djdjd|djxsdd d jd d S) Nz, zcompany standardsz You are `z$`, a custom interviewer for company z . Emphasize z . Style: zstructured and fair.zCustom persona `zB` aligned to company values and role-specific evaluation criteria.) system_prompt style_summary)joincompany_valuesname company_idinterview_style)valuesrs ,/var/www/html/TJ-AI/tj/app/services/extra.pylocalz*CustomPersonaService.create..local!sYYw556M:MF  ~-Q))*,vh?%55N9NOqR 'w||n599  systemuser local_factoryzCustom persona via rr) correlation_idr persona_idrstatusstubmessagerr)rrrrsample_questionsevaluation_criteria tone_notesdictrrr%strrr SUCCEEDEDgetselfrr"r#rdatar(providers ` rcreatezCustomPersonaService.creates 4  **+8GLL>B--.j9O9O8PQ001g>Y>Y=Z[''( *  t &3E&  dH%"11))57|&&)(4((?3((?3   sA=C=C;A;C=N)__name__ __module__ __qualname__rrr5r rrrs' $8' =R' r rceZdZdedefdZy)ScorecardsServicerrc Kd}djdjdjdj}dtffd }t |||d{\}}}t |jd xsgD cgc]\}} t| trott| jd d |t| jd d t| jdxsd| jd} }} tjjtttj |d|| S7cc} }ww)Nz_Create an interview scorecard. Return JSON: {"criteria":[{"id","name","weight","description"}]}Role: z JD: z Persona: z Hints: rc 6jxsgd}tdt|z d}dt|Dcgc]P\}}d|dz|j ddj |d |j ddd j d Rc}}iScc}}w) N)technical_depthproblem_solving communicationrole_fit?criteriac-_ z Evaluate z for idrweight description)criteria_hintsroundlen enumeratereplacetitle role_title)baserLirrs rrz)ScorecardsService.generate..localLs)).D 3T?A.F$-T?$34 !#1q5'l $ S# 6 < < >"()24<<S3I2J%PWPbPbOc'd  $3  sABr!rErKrFr CriterionrLrCrMrJzScorecard generated via )r%rT scorecard_idr'r(r)rE)rTjob_descriptionpersonarNr-rrQr0 isinstancer r.floatr r%rrr/) r2rr"r#rr3r(r4rVcrEs ` rgeneratezScorecardsService.generate@sh L  W''(w/F/F.GH( '2H2H1I K  t (&3E&  dH"$((:"6"<"=  >1!T" quuTRs8,-v{34QUU8_34EE-0   >   )"11))UW&&.xj9     s&AEE)EB E A EEN)r6r7r8r r r^r9r rr;r;?s5 /5 "5 r r;ceZdZdedefdZy)InterviewSummarizeServicerrc Kd}djdjdjdj}dtffd }t |||d{\}}}t jjtj|d ||jd t|jd xsg|jd  S7zw)NzfSummarize a completed interview. Return JSON: {"summary_markdown","key_takeaways":[],"recommendation"}z Interview: z Role: z Scorecard: z Transcript: rcJdjdjdddgddS)Nu## Interview summary — z Session `zP` completed. Candidate showed relevant experience with room for deeper evidence.zRelevant domain experiencez"Needs stronger quantified outcomesadvance_or_hold)summary_markdown key_takeawaysrecommendation)rT interview_id)rsrrz2InterviewSummarizeService.summarize..localsM00B0B/CD ' 4 456ZZ 18"#4  r r!zInterview summary via rdrerf)r%rgr'r(r)rdrerf) rgrT scorecard transcriptr-rr r%rr/r0listr1s ` r summarizez#InterviewSummarizeService.summarizeys M  '../x8J8J7KL!++,N7;M;M:N P t &3E&  dH*"11 --&&,XJ7!XX&89txx8>B?88$45   sACCA;CN)r6r7r8r r rkr9r rr`r`xs& 0& #& r r`ceZdZdedefdZy)DeiAnalyticsServicerrcKd}djdtjdjdd}dtffd }t |||d{\}}}t j tj|d ||jd t|jd xsgt|jd xsgt|jd xsgS7w)NzProduce DEI / fairness insights from anonymized eval data. Return JSON: {"fairness_score":0-1,"insights":[],"risks":[],"recommendations":[]}r=z Dataset size: z Sample: rcdtj}|rdnddd|dg|dkrdndgd d gd S) Ng(\?g?zBScore distribution appears broadly consistent across provided rowsz Analyzed z anonymized evaluation recordsz#Small sample may hide subgroup gapsz Monitor score variance by sourcezKeep questions skill-basedz2Run bias-detection on new templates before publish)fairness_scoreinsightsrisksrecommendations)rPdataset)nrs rrz*DeiAnalyticsService.analyze..localsXGOO$A*+$Xs"@A >?V9Ik1H$  r r!zDEI analytics via rrrsrtru)r%r'r(r)rrrsrtru) rTrPrvr-rrr%rr/r0rjr1s ` ranalyzezDeiAnalyticsService.analyzes [ **++;Cr~sME(   3( ( V6 6 r' ' T% % r