Hj . xdZddlmZddlZddlmZddlmZmZm Z m Z m Z ddl Z dZdZdZd Zd!d Zd!d Zd!d Zd ZdZ d" d#dZddddiddiddidgdddddidddidddddiddiddiddiddidgddddddiddddgdddZd$dZd%dZ d& d'dZ d( d)dZd*d Zy)+uJ실내/실외 공용 체인 단계 — 임시샷 → (VLM 분석|i2i 윤곽) → 배경 재생성 → 최종샷. 경로 정의 (fractional A/B — Codex 의견 수용): A: 직행 — 환경배경 + 배치도(control) + passport → 최종샷 B: 임시샷 → VLM 구도 텍스트 분석 → 배경 재생성 → 최종샷 C: 임시샷 → i2i 윤곽(contour) → 배경 재생성 → 최종샷 (사용자 지정 주경로) ref 라벨 = 단계별 SOT 위계 명시(이미지 참조끼리 싸우지 않게). 시나리오 중립: 모든 구체 내용은 데이터 문자열 주입. ) annotationsN)Path)AnyDictListOptionalTupleuENVIRONMENT BACKGROUND reference — the empty environment: its space, architecture, materials and lighting are the ground truth. It contains NO people.uCAMERA AND PLACEMENT DIAGRAM (top-down control image) — use it ONLY to understand where the camera stands, what it looks at, and where each person is. NEVER copy its drawing style, lines, circles, letters or any marks into the output.uCOMPOSITION GUIDE (line contour) — the framing, perspective and layout ground truth. Follow its composition exactly; do not copy its line style.z7IDENTITY REFERENCE photo of the person referred to as: cl|jdxsi}g}|jdr|jd|d|jdr|jd|d|jdr|jd|d|jdxsgD]+}|jd tj|d z-|jd xsi}|jd r,|jdtj|d d zdj |S)Nstagingcamera_directionzCAMERA: framing_scalez FRAMING: lighting_moodz LIGHTING: character_angleszPERSON: F ensure_asciiframe_spatial_contract constraintszSPATIAL CONSTRAINTS:  )getappendjsondumpsjoin)sstpartscafscs forest_chain.py staging_linesr s y  RB E vv ! x#5 6789 vvo yO!4 567 vvo z"_"5!678vv()/R/ Z$**Re"DDE0 &&) * 0bC ww} ,zz#m"45IJ K 99U cd|jdg}|jdr&|jddj|ddj|S)NzSHOT CONTENT: description characterszPEOPLE IN SHOT: , r)rrr)rliness rshot_content_linesr'1sXaeeM23 4 5Euu\ ' !L/(B'CDE 99U r!c|jdxsgDcgc]}t|ts|}}|r!dt|ddj |dSycc}w)u`인원 계약 — 데이터(characters)로만 결정. 1.5라운드 수정(군중 발명 차단).r$zPEOPLE COUNT CONTRACT: exactly u person(s) in frame — r%zd. Absolutely no other people, bystanders or figures anywhere in the frame, foreground or background.uPEOPLE COUNT CONTRACT: this shot contains NO people at all — the frame must be completely unpopulated, with no figures anywhere.)r isinstancestrlenr)rnnamess rpeople_contractr.8sr|,22 J21z!S7IQ2E J 1#e*> %()*OO P O Ks AAuAny circled letters, numbers or legend text on the control diagram are SITE MARKERS only — they are never people and must not become people or objects in the output.u CAMERA HEIGHT CONTRACT: the camera stands ON the ground INSIDE the scene at human eye height (about 1.6 m). Sky or horizon must be visible where the view allows it. Do NOT render an overhead, elevated, aerial or drone view — this is a ground-level cinematic shot.c djdddddt|t|dg|rt|dgzngddd d }t j ||t |ft|fg| S) u`1차 임시샷 — 구도/표현 발견 전용. passport 미첨부(정체성 무관), 실인간.rzHCreate a photorealistic cinematic still that stages this shot inside thezGgiven environment. This is a COMPOSITION DRAFT: the people are ordinaryuIreal humans whose identity does not matter — focus on a strong, naturalz:composition that matches the camera and placement exactly.zDKeep the environment's architecture, materials and lighting from thezGenvironment reference. Place the camera and every person exactly as thezGcontrol diagram indicates. Absolutely no text, letters, circles, arrowszor diagram marks in the output.out_path)rr'r listFimg_nb2LBL_ENV LBL_CONTROL)tagrenv_png control_pngr2 contractsprompts r temp_shotr=NsYYRQSD 1a %.$y/RD 2 O R R *F 99S&(; *DE& ((r!objecttypestring)heightangle lens_feelF)r? propertiesrequiredadditionalPropertiesarray)r?items)label screen_zone depth_planeposesupport_contactzUwhat the EMPTY background must contain/frame so the subjects can be re-inserted later)r?r#)camerahorizon_and_depthmajor_surfacessubjectsocclusion_orderempty_background_requirementscdddtj|g}tjdd|td}tjd|||S) Ntexta8Analyse this film still's composition precisely. Describe the camera, horizon/depth, major visible surfaces, each subject's screen position / depth / pose / support contact, occlusion order, and what an EMPTY background plate (no people) must contain so the people could be re-inserted with the same composition.)r?rUforest_vlm_compz%You analyse cinematography precisely.gpt)modelcomp_)r4 png_data_urlllmVLM_COMP_SCHEMA save_plan)r8temp_pngusercomps rvlm_compositionrasY 6 7 x  D 55?%Le 5DKK%u t$ Kr!c:d}tj|||g|S)NuhConvert the attached photograph into a clean LINE-ART CONTOUR drawing: thin dark ink lines on a plain white background. Preserve the EXACT composition, framing, perspective and proportions — trace the outline of every structure, surface edge and human figure as it appears. No shading, no colour fills, no photo texture, no text, no added or removed objects.refsr2)r4img_gpt)r8r^r2r<s rcontourrfs& S  99S&zH EEr!crddddt|t|dg}||dtj|ddgz }||gdz }|r|gd z }n|gd z }|r|t |z }|d gz }g} || j || j |t j|d j|| | S)uf최종 배경 재생성 — 빈 환경(±마네킹). comp(텍스트) 또는 contour(이미지) 기반.zCCreate the photorealistic EMPTY background plate for one film shot:zCthe environment exactly as the environment reference shows it (samez@architecture, materials, lighting), seen from the shot's camera.r0z>The required composition, extracted from a draft of this shot:Fr)u:Follow the attached line contour's composition EXACTLY —z2same framing, perspective and structure placement.r0)zDWhere each person would stand or sit, place a featureless matte-greyzCartist mannequin in that exact pose and scale (no face, no clothingu7detail) — everything else stays an empty environment.)uDThe plate must contain NO people, no figures, and no silhouettes —z?just the environment, composed so the described people could bezinserted later.z>Absolutely no text, letters, circles, arrows or diagram marks.rrc) r'r rrr3rr4rer) r8rr9r2r` contour_png mannequinr;baserds rbg_regenrks NMJ q !=#3R  D   QDu5r; ; K K        Y M NNDD K KK 99S$))D/x HHr!ctdz|fg}||jt|f|jD](\}} |jt|zt | f*dj ddt|t|dg|rt|dgzngddddd d d } tj|| || S) uN최종샷 — 배경 + passport(정체성 SOT) + (경로 A만 control 첨부).zJ Use it as the shot's background, matching its space and lighting exactly.rzBCreate the FINAL photorealistic cinematic film still of this shot.r0uFStage the shot inside the attached environment background — keep itszDarchitecture, materials and lighting exactly. Every person is a REALzDhuman being, photorealistic, matching their identity reference photozD(face, hair, build). Natural film lighting and grain consistent withzthe environment.zCAbsolutely no text, letters, circles, arrows, diagram marks, and noz7mannequin-like or statue-like appearance on any person.r1) r6rr7rH LBL_IDENTITYrrr'r r3r4r5) r8rbg_png passportsr2r:r;rdrIpr<s r final_shotrqs&-0Q&Q%+%-$.D [+./OO%q \E)4734& YYL q !=#3R %.$y/RD 2  Q  O  O  O    N  B  F 99S&$ ::r!c|jdxsi}i}|jdxsgD]C}|j|}|r||dvr |d|||<)tjdd|dE|S)u]샷 등장 인물명 → passport 경로. 이름↔short_id 매핑은 DB 이름으로 조인.character_name_to_sidr$rowarnzno passport for character )kindmsg)rr4runlog)reconr name_to_sidoutnamesids rpassports_for_shotr}s))34:K C|$**ood# 3% ,,k*3/CI HHf/I$-RS T + Jr!)rDict[str, Any]returnr*)N)r8r*rr~r9rr:rr2rr;Optional[List[str]]rr)r8r*r^rrr~)r8r*r^rr2rrr)NNFN)r8r*rr~r9rr2rr`zOptional[Dict[str, Any]]rhOptional[Path]riboolr;rrr)NN)r8r*rr~rnrroDict[str, str]r2rr:rr;rrr)rxr~rr~rr)__doc__ __future__rrpathlibrtypingrrrrr forest_libr4r6r7 LBL_CONTOURrmr r'r.MARKER_NOT_PEOPLEEYE_LEVEL_CONTRACTr=r\rarfrkrqr}r!rrs# 33 7 ! I $PII04((,(8<(2 #x(FH3E (+4-9$) + %h/#*fh5GH$h'"H-"H-X& &1 Q3 ,$)0+,#H-2:?*@%,E!5<  F/3+/$.2 %I+%I(%I%I, %I8< %IR>B04;;,:;-;9=;6 r!