i|9 JUdZddlmZddlZddlZddlZddlZddlZddlZddl m Z m Z m Z m Z ejdZdZded<ehd Zd ed <d Zd ZdZdZej0dGddZGddeZgdgdgdgdgdgddZded<gdgd gd!gd"gd#gd$gd%d&d'gd(Zded)<d*Zded+<d,Zd-ed.<dCd/Z dDd0Z!d1d2d3d4d5Z"ded6<dEd7Z#dFd8Z$dGd9Z%dHd:Z&dHd;Z'dFd<Z(dIdJd=Z)d>Z*ded?<dKd@Z+dLdMdAZ,e-dBk(r e.e,y)NuIDS Phase 6 — natural language routing engine. Rule-based intent classifier + size/style extractors + routing matrix. Returns a deterministic `RoutingDecision` for natural-language prompts so that callers (dispatch / chairman UI) can dispatch the correct IDS skill without the engine itself reaching out to external LLM APIs. Design notes (see memory/plans/tasks/task-2394/context-notes.md): - Rule-based: no Haiku call. Sub-2s SLA + deterministic for regression tests. - External API gate: explicit `block_direct_api_call(intent, caller)` — design-team only. - Dual-version cardnews routing (ThreadAuto render vs. satori) decided by body length / source. - Confidence-based confirmation: ≥0.85 auto, ≥0.55 confirm, <0.55 ambiguous fallback. ) annotationsN)IterableOptionalSequenceTupleids_natural_routing)cardnewspptmobilemotionimagecode ambiguouszTuple[str, ...]INTENTS>r r r r r frozensetDESIGN_TEAM_INTENTSg333333?g?ii`T)frozenceZdZUdZded<ded<ded<ded<ded<d ed <d ed <ded <d ed<d ed<ded<ded<ddZy)RoutingDecisionz?Deterministic routing output. All fields are JSON-serializable.strintentskill Optional[str]fallback_skillstylesizefloat confidenceboolneeds_confirmationconfirm_message elapsed_mssla_okdict diagnostic prompt_hashcXtjtj|ddS)NFT) ensure_ascii sort_keys)jsondumps dataclassesasdict)selfs L/home/jay/workspace/.worktrees/task-2463-dev6/scripts/ids_natural_routing.pyto_jsonzRoutingDecision.to_jsonGs!zz+,,T2RVWWN)returnr)__name__ __module__ __qualname____doc____annotations__r0r1r/rr6sPI K J!!  "" LXr1rceZdZdZy) RoutingErrorzLRaised when an external API call is attempted from a non-design-team caller.N)r3r4r5r6r8r1r/r:r:KsVr1r:) ) 카드뉴스@)u 카드 뉴스r<)r r<)z card newsr<)u인포그래픽@) infographicr=)u배너?)bannerr?) instagram333333?) 인스타rB) )r r<)u덱@)u발표rD)u 발표자료r<)u 슬라이드r=)u슬라이드 덱r<)z pitch deckr<)u 매거진r?)u프레젠테이션r<) presentationrD)u 키노트r=) )모바일 프로토타입 @)zmobile prototyperG)iphonerD)u 아이폰rD)pixelrD)u픽셀r=)u 앱 시연r<)u 앱 화면rD)u프로토타입r?)u프로토 타입r?)u베타테스트 시연r<) )모션 카드뉴스rG)u동영상 카드뉴스rG)mp4rD)u 동영상r=)u 리얼스r=)reelsr=)쇼츠r=)shortsr=)u애니메이션rD) animationr=)videor=)z html to videor<) )광고 이미지r<)u 광고 사진r<)u 광고 포토r<)zad imager<)zad photor<)u 포토리얼rD) photorealrD)u 사진 느낌r=)u실사r=)u배경 이미지r=)u이미지 만들?) )reactr<)u 리액트r<)znext.jsr<)u랜딩 페이지rD)u랜딩페이지rD)z landing pagerD)u웹 컴포넌트rD)uui 컴포넌트r=)u프론트엔드r?)frontendr?)u코드rS) componentr?r r r r r rr$INTENT_KEYWORDS)rCrAigu인스타그램)u 스토리storystories)u 페이스북u페북facebookfb)z x u 트위터twitteru엑스) 스레드threadsthread) 네이버naveru 블로그blog)rMrNu 유튜브youtubeu릴스rL)instagram_squareinstagram_storyr\ x_twitterr` naver_blogyoutube_shortsrL SIZE_KEYWORDS) supabasestripelinearnotionvercelfigmaappleu토스u 토스뱅크u 카카오rbu라인 STYLE_BRANDS))u 미니멀minimal)u 럭셔리luxury)u 뉴트로retrovintage)u브루탈리즘 brutalist brutalism)u 뉴모피즘 neumorphism)u글래스모피즘glass glassmorphism)u다크dark)u 라이트lightzTuple[Tuple[str, ...], ...] STYLE_TONEScB|dkDxstfddD}|ryy)u(Dual-version cardnews routing (memory feedback: alternate satori / threadauto). Rule: - Long body (> 80 chars) OR explicit "스레드" keyword → threadauto_render (primary), satori-cardnews (fallback) - Otherwise → satori-cardnews (primary), threadauto_render (fallback) Pc3&K|]}|v ywNr8.0kprompts r/ z"_route_cardnews..s+YAAK+Y)r_ra)threadauto_rendersatori-cardnews)rrany)r body_charslong_or_threads` r/_route_cardnewsrs( "_Y+YAX+Y(YN5 1r1c4tfddD}|ryy)uAd photo: gemini-image primary, hybrid-image fallback for heavy text. GPT image (Codex path) is referenced as 2순위 in task md but not used at this layer. c3&K|]}|v ywrr8rs r/rz_route_image..sdfdr)u 텍스트u한글 텍스트u카피u문구) hybrid-image gemini-image)rrr)rhas_heavy_texts` r/ _route_imagers d.cddN- )r1)zmagazine-ppt-koN)zmobile-prototype-koN)zmotion-cardnews-koN)zfrontend-designN)r r r r _FIXED_ROUTEScD|tvr|dk7rtd|d|dyy)uEnforce IDS §0.5: design-team intents must not be invoked by external API callers. Raises `RoutingError` when a non-design-team caller targets a design-team intent. design_teamzintent=z) requires caller=design_team (got caller=u8); 외부 API 직접 호출 차단 게이트 (IDS §0.5)N)rr:)rcallers r/block_direct_api_callrsE $$=)@fXFvjQD D  *A$r1c>|jjSrstriplowerrs r/ _normalizers <<>   !!r1c tDcic] }|dk7s |d }}tjD]!\}}|D]\}}||vs ||xx|z cc<#t|jdd}|d\}}t |dkDr|ddnd} |dk(rdd|fS|| z } t d||d zz d d | t |d z zzz} | tkr | d krd| |fS|| |fScc}w)zHScore every intent against the prompt and return the winner + score map.rgc |dS)Nr8)xs r/z_score_intent..s !A$r1T)keyreverserrgGz?r=rBg?rSg?)rrXitemssortedlenminmaxCONFIRM_CONFIDENCE) textrscoreskwskwweightranked top_intent top_scorerunner_up_scoremarginrs r/ _score_intentrs%/6OF;9NFCKOFO&,,.)  )JBTzv&( )) FLLN EF"1IJ &)&kAofQil3OA~C''  (FTIS9cC6TWXacfTgKgDh>hijJ&&6C<J.. z6 ))%Ps CCcntjD]\}}tfd|Ds|cSy)Nc3^K|]$}|jjv&ywrr)rrrs r/rz _extract_size..!s%8brxxz!T)8s*-)rkrr)r size_labelrs` r/ _extract_sizers8(..0 C 8C8 8  r1chtD] }||vs|cStD]}|D]}||vs|dccSy)Nr)rsr)rbrandtonestones r/_extract_styler&sR D=L  Dt|Qx   r1cltj|jdjddS)Nzutf-8)hashlibsha256encode hexdigestrs r/ _hash_promptr1s* >>&--0 1 ; ; =cr BBr1c|r|js tdtj}t |}t |\}}}t |}t|}t|} |dk(rt|| \} } n.|dk(rt|\} } n|tvr t|\} } nd\} } |tvr t|||dk(xs |tk} d} | r2|dk(rd} n*dd d d d d dj||}|rd|dnd}||d} tj|z dz}|t k}ddd|| d}t#|| | ||t%|d| | t%|d||t'| }t(j+d|j,|j.|j0|j2|j4|j6|S)aRoute a natural-language prompt to the matching IDS skill. Args: prompt: User natural-language input (Korean/English). caller: Caller identity. Must be ``design_team`` for design intents (gate). Returns: RoutingDecision with intent, skill, style/size, confidence, SLA telemetry. Raises: RoutingError: when a non-design-team caller targets a design-team intent. zprompt must be non-emptyr r )zids-router::clarifyNrNu`어떤 산출물을 원하시나요? (카드뉴스/PPT/모바일/모션/광고 이미지/코드)r;uPPT/덱rFrJrQu프론트엔드 코드rWz (u 스타일)u로 진행할까요? (Y/n)g@@routerule_based_no_modelnone)phase model_qualitycli_constraintrr) rrrrrrr r!r"r#r%r&zHids_route hash=%s intent=%s skill=%s conf=%.2f confirm=%s elapsed=%.2fms)rr:time perf_counterrrrrrrrrrrAUTO_CONFIDENCEget SLA_ROUTE_MSrroundrLOGinfor&rrrr r")rrstartedrrr score_maprrrrfallbackr r!label style_partr"r#r%decisions r/rr8s 566!G f D$1$$7!FJ  D 4 EVJ )$ ;x 7 &t,x = '/x5x$$ff- K/RZ/5Q%)O [ AO+ 5/+0 c&&! 5:2eWK0rJ!& |3MNO##%/69J < 'F.  J Q'-'Q' ( HHHR## Or1)u"supabase 스타일 보험 PPT 5장u)인스타그램 카드뉴스 만들어줘u.iPhone 15 Pro 모바일 프로토타입 시연u0광고 포토 이미지 — 한글 카피 가득u.토스 스타일 랜딩 페이지 React 코드_DEFAULT_DEMO_PROMPTScd|jd|j|jrd|jzndd|jd|jd|j d|j rd ndd |jdd |jd S) N[z] skill=z / rz | style=z size=z | conf=z.2fz [confirm]z | z ms (sla_ok=)) rrrrrrr r"r#)rs r/_format_decisionrs HOO HX^^$4.6.E.E58** *2 N HNN#6(-- 8&&s+#66 z r)argparseArgumentParser add_argument parse_argslogging basicConfigINFOrjoinrrrr*printr0r)argvparserargspromptsprs r/mainrs  $ $1_ `F 2Z[  M: r s #  66g-."++[!\Y\  d#XX$X(W<W      EPPfL8<:1=B   t  ! o  , (  2 * %+* %  t  "*0CY~* 2 z TV r1