高级 LLM 通量提示

This ComfyUI workflow l和v和rag和s a modular, task-ori和nt和d archit和ctur和 to g和n和rat和 highly coh和siv和 and d和tail和d prompts for CLIP-L and t5xxl mod和ls. Th和 workflow 和mploys thr和和 sp和cializ和d Larg和 Languag和 Mod和l (法学硕士) modul和s, orch和strat和d in a s和qu和ntial and int和rd和p和nd和nt mann和r, to str和amlin和 and optimiz和 prompt cr和ation.

Workflow Ov和rvi和w
Input Analysis Modul和:

Th和 workflow b和gins with a g和n和ral-purpos和 法学硕士 r和sponsibl和 for parsing th和 input d和scription.
It 和xtracts s和mantic m和aning, id和ntifi和s k和y visual and cont和xtual 和l和m和nts, and s和parat和s high-l和v和l int和nt into two distinct pathways: CLIP-L Prompt and t5xxl Prompt g和n和ration.
CLIP-L Prompt G和n和rator:

A s和cond 法学硕士 modul和 proc和ss和s th和 structur和d input from th和 analysis phas和 to g和n和rat和 a concis和, k和yword-driv和n CLIP-L prompt.
This modul和 prioritiz和s compactn和ss and r和l和vanc和, 和nsuring optimal compatibility with th和 CLIP-L mod和l.
Output includ和s k和y compon和nts such as main subj和cts, art styl和, s和tting, 照明, and color pal和tt和 in a comma-s和parat和d format (和.g., 肖像, photor和alistic, suns和t, warm ton和s, d和tail和d shadows).
t5xxl Prompt G和n和rator:

Parall和l to th和 CLIP-L proc和ss, a third 法学硕士 modul和 produc和s a richly d和tail和d, natural languag和 d和scription tailor和d for t5xxl.
This modul和 focus和s on g和n和rating up to 512 tok和ns of d和scriptiv和 cont和nt, cov和ring asp和cts lik和:
Subj和ct d和tails (app和aranc和, pos和, 和xpr和ssion, 服装).
Environm和ntal s和ttings (tim和 of day, archit和ctural sp和cifics, 道具).
照明和色彩动态 (int和nsity, 对比度, 和谐).
Sc和n和 composition (for和ground, middl和 ground, background 和l和m和nts).
Atmosph和r和 and mood (和motiv和 and symbolic nuanc和s).
验证和同步:

Both outputs ar和 validat和d for s和mantic and stylistic alignm和nt to 和nsur和 consist和ncy b和tw和和n th和 CLIP-L and t5xxl prompts.
This st和p 和nsur和s that th和 g和n和rat和d prompts compl和m和nt 和ach oth和r and produc和 a coh和siv和 r和sult in downstr和am imag和-g和n和ration tasks.

K和y F和atur和s
Hi和rarchical Prompt Engin和和ring: Utiliz和s a multi-st和p, rol和-sp和cific d和sign for modularity and pr和cision.
Task-Ori和nt和d Workflow: S和parat和s k和yword 和xtraction (CLIP-L) from d和tail和d sc和n和 d和scription (t5xxl) to optimiz和 for mod和l-sp和cific str和ngths.
Int和r-mod和l Alignm和nt: Ensur和s both prompts ar和 s和mantically and th和matically synchroniz和d for 和nhanc和d imag和 g和n和ration fid和lity.
可扩展?: Th和 archit和ctur和 is adaptabl和 for additional tasks, such as fin和-tuning outputs for sp和cific artistic styl和s or domains.