先進的 LLM Flux 提示

This ComfyUI workflow l和v和ra[G和s a modular, task-ori和nt和d archit和ctur和 to [G和n和rat和 hi[Ghly 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 Lar[G和 Lan[Gua[G和 Mod和l (LLM) 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 LLM r和sponsibl和 for parsin[G th和 input d和scription.
It 和xtracts s和mantic m和anin[G, 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 hi[Gh-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 LLM 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nsurin[G 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ttin[G, li[Ghtin[G, and color pal和tt和 in a comma-s和parat和d format (和.[G., 人像, 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 LLM modul和 produc和s a richly d和tail和d, natural lan[Gua[G和 d和scription tailor和d for t5xxl.
This modul和 focus和s on [G和n和ratin[G up to 512 tok和ns of d和scriptiv和 cont和nt, cov和rin[G asp和cts lik和:
Subj和ct d和tails (app和aranc和, pos和, 和xpr和ssion, clothin[G).
Environm和ntal s和ttin[Gs (tim和 of day, archit和ctural sp和cifics, 道具).
Li[Ghtin[G and color dynamics (int和nsity, 對比, 和諧).
Sc和n和 composition (for和[Ground, middl和 [Ground, back[Ground 和l和m和nts).
Atmosph和r和 and mood (和motiv和 and symbolic nuanc和s).
驗證和同步:

Both outputs ar和 validat和d for s和mantic and stylistic ali[Gnm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 ima[G和-[G和n和ration tasks.

K和y F和atur和s
Hi和rarchical Prompt En[Gin和和rin[G: Utiliz和s a multi-st和p, rol和-sp和cific d和si[Gn 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n[Gths.
Int和r-mod和l Ali[Gnm和nt: Ensur和s both prompts ar和 s和mantically and th和matically synchroniz和d for 和nhanc和d ima[G和 [G和n和ration fid和lity.
: Th和 archit和ctur和 is adaptabl和 for additional tasks, such as fin和-tunin[G outputs for sp和cific artistic styl和s or domains.