๋Œ ์•„์น˜, ์ค‘์•™์˜ ๋ง‘๊ณ  ํ‘ธ๋ฅธ ์›ํ˜• ์ˆ˜์˜์žฅ, ์‚ฐํ˜ธ์ดˆ, ๊ณ ๋Œ€ ์ž ๊ธด ๊ฑด์ถ•๋ฌผ ์‚ฌ์ด๋ฅผ ํ—ค์—„์น˜๋Š” ๋ฌผ๊ณ ๊ธฐ๊ฐ€ ์žˆ๋Š” ์ˆ˜์ค‘ ๋ฐฉ.
๋ณต์žกํ•œ ๊ธˆ์† ์•ก์„ธ์„œ๋ฆฌ๊ฐ€ ๋‹ฌ๋ฆฐ ๊ฒ€์€ ๊ณ ๋”• ์ŠคํŒ€ํŽ‘ํฌ ๊ฐ€์ฃฝ ์ฝ”๋ฅด์…‹์„ ์ž…์€ ์ž์‹ ๊ฐ ๋„˜์น˜๋Š” ํ”Œ๋ž˜ํ‹ฐ๋„˜ ๋ธ”๋ก ๋“œ ์—ฌ์„ฑ์€ ํ•˜๋Š˜ ์•„๋ž˜ ๊ฑฐ๋Œ€ํ•œ ๊ธฐ๊ณ„ ๊ตฌ์กฐ๋ฌผ๊ณผ ๋– ๋‹ค๋‹ˆ๋Š” ๊ธฐ๊ณ„ ๋“œ๋ก ์ด ์žˆ๋Š” ์‚ฐ์—… ๋„์‹œ์—์„œ ์„œ ์žˆ๋‹ค.
๋„ค์˜จ ์กฐ๋ช…์ด ๋น„์น˜๋Š” ๋””์Šคํ† ํ”ผ์•„ ๋„์‹œ ๋ฐฐ๊ฒฝ์—์„œ ์ฃผํ™ฉ์ƒ‰ ๋น›๋‚˜๋Š” ๊ท ์—ด์ด ์žˆ๋Š” ๋งˆ์Šคํฌ์™€ ์ „ํˆฌ๋กœ ์†์ƒ๋œ ๋ฏธ๋ž˜ํ˜• ์ „ํˆฌ ์žฅ๊ฐ‘์„ ์ฐฉ์šฉํ•œ ์‚ฌ์ด๋ฒ„ํŽ‘ํฌ ์žฅ๊ฐ‘ ๋‚จ์„ฑ ์ „์‚ฌ๊ฐ€ ๊ณต์ค‘์—์„œ ๋„์•ฝํ•˜๋Š” ์žฅ๋ฉด.
๋„ค์˜จ ๋ถˆ๋น›๊ณผ ๋น„๊ฐ€ ๋‚ด๋ฆฌ๋Š” ๋ฐค์˜ ์‚ฌ์ด๋ฒ„ํŽ‘ํฌ ๋„์‹œ, ์ –์€ ๊ฑฐ๋ฆฌ๋ฅผ ๋น ๋ฅด๊ฒŒ ๋‹ฌ๋ฆฌ๋ฉฐ ์ฒญ๋ก์ƒ‰ ๋น›๋‚˜๋Š” ํ”์ ๊ณผ ๋ฐ˜์‚ฌ๊ฐ€ ๋ณด์ด๋Š” ๋ฏธ๋ž˜ํ˜• ์˜คํ† ๋ฐ”์ด.
๋ฐ˜์‚ฌ๋˜๋Š” ํˆฌ๋ช…ํ•œ ๊ฑฐ์šธ ๋“œ๋ ˆ์Šค๋ฅผ ์ž…์€ ๊ธˆ๋ฐœ ์—ฌ์„ฑ์ด ๊ณ ์ธต ๋นŒ๋”ฉ ์˜ฅ์ƒ ์ •์›์— ์„œ์„œ ๋ฏธ๋ž˜์ ์ธ ํํ—ˆ ๋„์‹œ๋ฅผ ์‘์‹œํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์ „๊ฒฝ์—๋Š” ๋ฌธ์‹ ์ด ์žˆ๋Š” ์†์ด ๋น›๋‚˜๋Š” ์œ ๋ฆฌ๋ฅผ ๋“ค๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.
๋ฐ์€ ํ•˜๋Š˜ ์•„๋ž˜ ๊ธฐ๊ดดํ•œ ์‹๋ฌผ๊ณผ ๋พฐ์กฑํ•œ ์ ˆ๋ฒฝ ์œ„ ์–ด๋‘์šด ๋ฐ”์œ„ ์ง€ํ˜• ์œ„๋ฅผ ๋น›๋‚˜๋Š” ํ˜ธ๋ฒ„๋ณด๋“œ๋ฅผ ํƒ€๊ณ  ๋ฏธ๋ž˜ ์ง€ํ–ฅ์  ๊ฐ‘์˜ท์„ ์ž…์€ ์„œํผ์˜ ์—ญ๋™์ ์ธ ๋ชจ์Šต.
๊ฑฐ๋Œ€ํ•œ ๊ธฐ์šธ์–ด์ง„ ํ†ต์‹ ํƒ‘์ด ์žˆ๋Š” ์ผ๋ชฐ์˜ ํฌ์ŠคํŠธ ์•„ํฌ์นผ๋ฆฝ์Šค ๋””์ง€ํ„ธ ์•„ํŠธ์›Œํฌ๋กœ, ๋ฌด๋„ˆ์ง„ ๊ฑด๋ฌผ๊ณผ ํฉ์–ด์ง„ ์ž”ํ•ด, ํŒŒํŽธ์œผ๋กœ ๊ฐ€๋“ํ•œ ๋„๋กœ๋ฅผ ๊ฑธ์–ด๊ฐ€๋Š” ์™ธ๋กœ์šด ์ธ๋ฌผ์ด ๋ณด์ด๋Š” ํํ—ˆ๊ฐ€ ๋œ ๋„์‹œ ๊ฑฐ๋ฆฌ.
๋ฐ์€ ๋ฐฐ๊ฒฝ ์œ„์— ๋ณต์žกํ•˜๊ณ  ์งˆ๊ฐ ์žˆ๋Š” ๋ถ“ํ„ฐ์น˜์™€ ํА ํšจ๊ณผ๊ฐ€ ์žˆ๋Š” ์—ญ๋™์ ์ธ ์›€์ง์ž„์˜ ๊ฒ€์€์ƒ‰๊ณผ ๋ฐฑ๊ธˆ ๊ธˆ์† ์—ฌ์„ฑ ์‹ค๋ฃจ์—ฃ ํŽ˜์ธํŒ….
์ถ”์ƒ์ ์ธ ๋„ค์˜จ ๋ฐฐ๊ฒฝ ์†์—์„œ ๋น›๋‚˜๋Š” ์ดˆ๋ก ๋ˆˆ๊ณผ ๊ธˆ๋น› ์ •๋งฅ, ์ฝ”์Šค๋ฏน ์Šคํ”Œ๋ž˜ํ„ฐ๊ฐ€ ์žฅ์‹๋œ ๊ฒ€์€ ๋งˆ์Šคํฌ๋ฅผ ์“ด ์‹ ๋น„๋กœ์šด ์—ฌ์„ฑ์˜ ํด๋กœ์ฆˆ์—… ํ”„๋กœํ•„ ์ดˆ์ƒ.
๊ธด ๋ฌผ๊ฒฐ ๋ชจ์–‘์˜ ๊ฐˆ์ƒ‰ ๋จธ๋ฆฌ์™€ ์ฐฝ๋ฐฑํ•œ ํ”ผ๋ถ€๋ฅผ ๊ฐ€์ง„ ์—ฌ์„ฑ์ด ๊ฒ€์€์ƒ‰ ์˜คํ”„์ˆ„๋” ๋ ˆ์ด์Šค ๋“œ๋ ˆ์Šค์™€ ๊ธด ์žฅ๊ฐ‘์„ ์ฐฉ์šฉํ•˜๊ณ  ํ™ฉ๊ธˆ ์ง€ํŒก์ด๋ฅผ ๋“ค๊ณ  ๋น…ํ† ๋ฆฌ์•„ ์‹œ๋Œ€ ๊ณ„๋‹จ์—์„œ ์—ฐ๊ธฐ์™€ ์–ด๋‘์šด ์กฐ๋ช… ์•„๋ž˜ ์„œ ์žˆ๋‹ค.
๋ณ„์ด ๋น›๋‚˜๋Š” ๊ฒ€์€ ๋ฐฐ๊ฒฝ์„ ๋ฐฐ๊ฒฝ์œผ๋กœ ๊ธด ๊ฒ€์€ ๋จธ๋ฆฌ์™€ ๋“ฑ์„ ๋“œ๋Ÿฌ๋‚ธ ๊ธฐ๊ณ„ ๊ณจ๊ฒฉ์„ ๊ฐ€์ง„ ์‚ฌ์ด๋ณด๊ทธ ์—ฌ์„ฑ์˜ ์ธก๋ฉด ํ”„๋กœํ•„ ๋ทฐ.
๋ณต์žกํ•œ ๊ธฐ๊ณ„์  ๋””ํ…Œ์ผ๊ณผ ๋ถ‰๊ฒŒ ๋น›๋‚˜๋Š” ๋ˆˆ, ์–ด๋‘์šด ํŒํƒ€์ง€ ์ดˆํ˜„์‹ค์  ์š”์†Œ๋“ค์ด ํ๋ฆฐ ๋ฐฐ๊ฒฝ๊ณผ ์–ด์šฐ๋Ÿฌ์ง„ ์œ ๋ น ๊ฐ™์€ ๋ฏธ๋ž˜ํ˜• ์‚ฌ์ด๋ณด๊ทธ ์–ผ๊ตด.

์ถ”์ฒœ ํ”„๋กฌํ”„ํŠธ

beautiful, detailed, intricate, elegant, highly enhanced, dramatic light, sharp focus, illuminated background, divine, scenic, professional, artistic, attractive, pretty, cute, perfect, innocent, balanced colors, best, romantic, futuristic, stunning, magical, pure, wonderful, delicate, creative, positive, unique, flowing, color, shiny

์ถ”์ฒœ ๋„ค๊ฑฐํ‹ฐ๋ธŒ ํ”„๋กฌํ”„ํŠธ

distorted, (worst quality, low quality, normal quality, lowres, low details, oversaturated, noisy, undersaturated, overexposed, underexposed, grayscale, bw, bad photo, bad photography, bad art:1.4), (watermark, signature, text font, username, error, logo, out of focus, words, letters, digits, autograph, trademark, name:1.2), grainy), morbid, asymmetrical, mutated malformed, blurry, mutilated, poorly lit, bad shadow, ugly, draft, cropped, deformed, out of frame, cut off, censored, jpeg artifacts, duplicate, (airbrushed, (blur, semi-realistic, cgi, render, blender, digital art, manga, amateur:1.3), (3D, 3D Game, cartoon, anime, 3D Game Scene, 3D Character:1.1), (bad hands, bad anatomy, glitch, bad body, bad face, bad teeth, bad arms, bad legs, deformities:1.3), graphic, bokeh), text, painting, crayon, graphite, abstract, mutated, disfigured

์ถ”์ฒœ ๋งค๊ฐœ๋ณ€์ˆ˜

samplers

Euler, Flux Realistic, DPM++ 2M

steps

20 - 30

cfg

1

resolution

768x1280

vae

VAE

other models

Flux_art_fusion_fp8nf4 (22d999d3df), fluxArtFusionNF4CLIP_v10Fp8 (aea128a70e), Niji V2B (c07a764268f3), flux_art_fusion_fp8_v1 (3a544670e5)

ํŒ

NF4 ๋ฐ ๊ธฐ๋ณธ ๋ชจ๋ธ์€ Forge WebUI์—์„œ LoRA์™€ ์ž˜ ์ž‘๋™ํ•ฉ๋‹ˆ๋‹ค. Diffusion์—์„œ Low Bits: Automatic (fp16 LoRA)์„ ์„ ํƒํ•˜์„ธ์š”.

Comfy์—์„œ LoRA๋ฅผ ์‚ฌ์šฉํ•  ๋•Œ๋Š” NF4๋กœ ๋ณ€ํ™˜ํ•˜์ง€ ์•Š๊ณ  FP8 ๋ฐ FP16 ๋ชจ๋ธ๋งŒ ์‚ฌ์šฉํ•˜์„ธ์š”.

๋ชจ๋ธ์€ ๋‹ค์–‘ํ•œ ์•„ํŠธ ๋ฐฉํ–ฅ์„ ์ž˜ ์ฒ˜๋ฆฌํ•˜๋ฉฐ ํŠนํžˆ ํšŒํ™”์™€ ๋“œ๋กœ์ž‰ ์•„ํŠธ์— ๋›ฐ์–ด๋‚˜๊ณ  ๋ณต์žกํ•œ ํ์—์„œ๋„ ๋†€๋ž๋„๋ก ๋‹ค์žฌ๋‹ค๋Šฅํ•ฉ๋‹ˆ๋‹ค.

๋ฒ„์ „ ํ•˜์ด๋ผ์ดํŠธ

NF4๋กœ ๋ณ€ํ™˜ํ•˜์ง€ ์•Š์€ ์›๋ณธ ๋ฒ„์ „์ž…๋‹ˆ๋‹ค. Clip-L, ํ…์ŠคํŠธ ์ธ์ฝ”๋”์™€ VAE๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.

Flux1 ๊ฐœ๋ฐœ์ž์™€ VAE, T5xxl ๊ทธ๋ฆฌ๊ณ  Clip-l ์ „์ฒด fp32 ํ…์ŠคํŠธ ์ธ์ฝ”๋”๋ฅผ ํ˜ผํ•ฉํ•˜์—ฌ bnb nf4๋กœ ๋ณ€ํ™˜๋œ NF4 ๋ชจ๋ธ์ž…๋‹ˆ๋‹ค. ์˜ํ–ฅ๋ ฅ์ด ๊ฑฐ์˜ ์—†๋Š” ์ œ๊ฐ€ ์ข‹์•„ํ•˜๋Š” LoRA ๋ช‡ ๊ฐœ๋„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค. ๋ชจ๋‘ ํฌํ•จ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค!

  • NF4 ๋ฐ ๊ธฐ๋ณธ ๋ชจ๋ธ์€ ์ œ๊ฐ€ ์ž‘์—…ํ•˜๋Š” Forge WebUI ๋‚ด LoRA์™€ ์ž˜ ์ž‘๋™ํ•ฉ๋‹ˆ๋‹ค. Diffusion์—์„œ Low Bits: Automatic (fp16 LoRA)์„ ์„ ํƒํ•˜๋Š” ๊ฒƒ์„ ์žŠ์ง€ ๋งˆ์„ธ์š”.

  • Comfy์—์„œ LoRA๋ฅผ ์‚ฌ์šฉํ•  ๋•Œ๋Š” NF4๋กœ ๋ณ€ํ™˜ํ•˜์ง€ ์•Š๊ณ  FP8๊ณผ FP16 ๋ชจ๋ธ๋งŒ ์‚ฌ์šฉํ•˜์„ธ์š”.

๋“œ๋””์–ด ๋ชจ๋ธ์˜ GUFF ๋ฒ„์ „์„ ๋งŒ๋“ค์—ˆ์Šต๋‹ˆ๋‹ค) ๊ธฐ๋‹ค๋ฆฌ๊ฒŒ ํ•ด์„œ ์ฃ„์†กํ•ฉ๋‹ˆ๋‹ค, ์‹œ๊ฐ„์ด ๋ถ€์กฑํ–ˆ์Šต๋‹ˆ๋‹ค.

์ด ๋ชจ๋ธ์€ ๋‹ค์–‘ํ•œ ์•„ํŠธ ๋ฐฉํ–ฅ์„ ๋งค์šฐ ์ž˜ ์†Œํ™”ํ•ฉ๋‹ˆ๋‹ค. ํŠนํžˆ ํšŒํ™”์™€ ๋“œ๋กœ์ž‰ ์•„ํŠธ์— ๋›ฐ์–ด๋‚ฉ๋‹ˆ๋‹ค. ๋˜ํ•œ ๋ฆฌ์–ผ๋ฆฌ์ฆ˜๋„ ์ข‹์Šต๋‹ˆ๋‹ค. ์‹คํ—˜์„ ๋‘๋ ค์›Œํ•˜์ง€ ๋งˆ์„ธ์š”. ์—ฌ๋Ÿฌ ์ฃผ๊ฐ„ ๋ชจ๋ธ์˜ ๋Šฅ๋ ฅ์„ ํƒ์ƒ‰ํ–ˆ์ง€๋งŒ ๋งค๋ฒˆ ๋†€๋ผ์›€์„ ์ค๋‹ˆ๋‹ค.))

NF4 ๋ชจ๋ธ์€ ์ต์ˆ™ํ•œ NF4 v2๋ณด๋‹ค ์กฐ๊ธˆ ๋” ์ •ํ™•ํ•ฉ๋‹ˆ๋‹ค. ๋ณต์žกํ•œ ํ๋กœ ๋งŽ์€ ์ƒ์„ฑ ์ž‘์—…์„ ํ•˜๋ฉด์„œ ์ด๋ฅผ ํ™•์ธํ–ˆ์Šต๋‹ˆ๋‹ค. ์ด ๋ชจ๋ธ๋“ค์ด ์ €๋ฅผ ์ดํ•ดํ•˜๋Š” ๋ฐฉ์‹์— ์™„์ „ํžˆ ๋งŒ์กฑํ•ฉ๋‹ˆ๋‹ค. ๋‹จ์ˆœํ•œ ํ์—์„œ๋Š” ์ฐจ์ด๋ฅผ ๋А๋ผ์ง€ ๋ชปํ–ˆ์Šต๋‹ˆ๋‹ค.

Forge WebUI์—์„œ๋Š” Euler ํ˜น์€ Flux Realistic ์ƒ˜ํ”Œ๋Ÿฌ๋ฅผ ์„ ํƒํ•˜๊ณ , ์Šค์ผ€์ค„ ํƒ€์ž…์€ Simple, CFG๋Š” 1, ์Šคํ… ์ˆ˜๋Š” 20~30์ž…๋‹ˆ๋‹ค.

์ƒ์„ฑ๋œ ์ถœ๋ ฅ๋ฌผ์€ flux-1-dev-non-commercial-license์— ๋ช…์‹œ๋œ ๋Œ€๋กœ ๊ฐœ์ธ, ๊ณผํ•™, ์ƒ์—…์  ๋ชฉ์ ์œผ๋กœ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

์ด ํŽ˜์ด์ง€์—์„œ ์ง์ ‘ ์ด๋ฏธ์ง€๋ฅผ ์—…๋กœ๋“œํ•ด ์ฃผ์„ธ์š”. ์‚ฌ์ดํŠธ์—์„œ๋Š” ๋ชจ๋ธ ํ•ด์‹œ๋ฅผ ์ธ์‹ํ•˜์ง€ ๋ชปํ•ฉ๋‹ˆ๋‹ค. ๋ชจ๋‘์˜ ์ง€์›์— ๊ฐ์‚ฌ๋“œ๋ฆฝ๋‹ˆ๋‹ค!

์ด์ „
YFG ChatGPT 4o ์Šคํƒ€์ผ [Flux] - v1.0
๋‹ค์Œ
โœจ ๋ชจ๋“  illustrious NoobAI Pony SDXL ๋ชจ๋ธ์„ ์œ„ํ•œ Lazy Embeddings LazyPositive LazyNegative (๊ธ์ • ๋ฐ ๋ถ€์ • ํฌํ•จ) - lazyneg v2

๋ชจ๋ธ ์„ธ๋ถ€์‚ฌํ•ญ

๋ชจ๋ธ ์œ ํ˜•

Checkpoint

๊ธฐ๋ณธ ๋ชจ๋ธ

Flux.1 D

๋ชจ๋ธ ๋ฒ„์ „

v1.0 fp8

๋ชจ๋ธ ํ•ด์‹œ

44eebed3d8

์ œ์ž‘์ž

ํ† ๋ก 

๋Œ“๊ธ€์„ ๋‚จ๊ธฐ๋ ค๋ฉด log inํ•˜์„ธ์š”.

Flux Art Fusion - v1.0 fp8 - v1.0 fp8 ์ œ์ž‘ ์ด๋ฏธ์ง€

์• ๋‹ˆ๋ฉ” ์ด๋ฏธ์ง€

์˜ˆ์ˆ  ์ด๋ฏธ์ง€

๋“œ๋กœ์ž‰ ์ด๋ฏธ์ง€

ํฌํ† ๋ฆฌ์–ผ๋ฆฌ์Šคํ‹ฑ ์ด๋ฏธ์ง€

์„น์‹œ ์ด๋ฏธ์ง€