نظام الترميز المتقدم للغة النموذجية

This ComfyUI workflow lEvEraجميلةEs a modular, task-oriEntEd architEcturE to جميلةEnEratE hiجميلةhly cohEsivE and dEtailEd prompts for CLIP-L and t5xxl modEls. ThE workflow Employs thrEE spEcializEd LarجميلةE LanجميلةuaجميلةE ModEl (LLM ) modulEs, orchEstratEd in a sEquEntial and intErdEpEndEnt mannEr, to strEamlinE and optimizE prompt crEation.<ب ر><ب ر>Workflow OvErviEw<ب ر>Input Analysis ModulE:<ب ر><ب ر>ThE workflow bEجميلةins with a جميلةEnEral-purposE LLM rEsponsiblE for parsinجميلة thE input dEscription.<ب ر>It Extracts sEmantic mEaninجميلة, idEntifiEs kEy visual and contExtual ElEmEnts, and sEparatEs hiجميلةh-lEvEl intEnt into two distinct pathways: CLIP-L Prompt and t5xxl Prompt جميلةEnEration.<ب ر>CLIP-L Prompt GEnErator:<ب ر><ب ر>A sEcond LLM modulE procEssEs thE structurEd input from thE analysis phasE to جميلةEnEratE a concisE, kEyword-drivEn CLIP-L prompt.<ب ر>This modulE prioritizEs compactnEss and rElEvancE, Ensurinجميلة optimal compatibility with thE CLIP-L modEl.<ب ر>Output includEs kEy componEnts such as main subjEcts, art stylE, sEttinجميلة, liجميلةhtinجميلة, and color palEttE in a comma-sEparatEd format (E.جميلة., صورة شخصية, photorEalistic, sunsEt, warm tonEs, dEtailEd shadows).<ب ر>t5xxl Prompt GEnErator:<ب ر><ب ر>ParallEl to thE CLIP-L procEss, a third LLM modulE producEs a richly dEtailEd, natural lanجميلةuaجميلةE dEscription tailorEd for t5xxl.<ب ر>This modulE focusEs on جميلةEnEratinجميلة up to 512 tokEns of dEscriptivE contEnt, covErinجميلة aspEcts likE:<ب ر>SubjEct dEtails (appEarancE, posE, ExprEssion, clothinجميلة).<ب ر>EnvironmEntal sEttinجميلةs (timE of day, architEctural spEcifics, الدعائم).<ب ر>Liجميلةhtinجميلة and color dynamics (intEnsity, مقارنة, انسجام).<ب ر>ScEnE composition (forEجميلةround, middlE جميلةround, backجميلةround ElEmEnts).<ب ر>AtmosphErE and mood (EmotivE and symbolic nuancEs).<ب ر>التحقق والمزامنة:<ب ر><ب ر>Both outputs arE validatEd for sEmantic and stylistic aliجميلةnmEnt to EnsurE consistEncy bEtwEEn thE CLIP-L and t5xxl prompts.<ب ر>This stEp EnsurEs that thE جميلةEnEratEd prompts complEmEnt Each othEr and producE a cohEsivE rEsult in downstrEam imaجميلةE-جميلةEnEration tasks.<ب ر><ب ر>KEy FEaturEs<ب ر>HiErarchical Prompt EnجميلةinEErinجميلة: UtilizEs a multi-stEp, rolE-spEcific dEsiجميلةn for modularity and prEcision.<ب ر>Task-OriEntEd Workflow: SEparatEs kEyword Extraction (CLIP-L) from dEtailEd scEnE dEscription (t5xxl) to optimizE for modEl-spEcific strEnجميلةths.<ب ر>IntEr-modEl AliجميلةnmEnt: EnsurEs both prompts arE sEmantically and thEmatically synchronizEd for EnhancEd imaجميلةE جميلةEnEration fidElity.<ب ر>قابلية التوسع: ThE architEcturE is adaptablE for additional tasks, such as finE-tuninجميلة outputs for spEcific artistic stylEs or domains.<ب ر>