๊ฑฐ๋Œ€ํ•œ ๋น›๋‚˜๋Š” ๋‹ฌ์— ๋น„์ถ”์–ด์ง„ ๊ฑฐ๋Œ€ํ•œ ํ˜‘๊ณก์— ์„ธ์›Œ์ง„ ๊ด‘ํ™œํ•œ ๋ฏธ๋ž˜ ์™ธ๊ณ„ ๋„์‹œ, ์ƒ๋ฌผ ๋ฐœ๊ด‘ ์‹๋ฌผ๊ณผ ๊ฐ•๊ฐ€์— ์„œ ์žˆ๋Š” ๋‘ ๋ช…์˜ ๋งํ† ๋ฅผ ์ž…์€ ์ธ๋ฌผ์ด ํŠน์ง•์ž…๋‹ˆ๋‹ค.
๊ฑฐ๋Œ€ํ•œ ์ฒญ๋ก์ƒ‰ ํ–‰์„ฑ์ด ๋–  ์žˆ๋Š” ํ•˜๋Š˜ ์•„๋ž˜, ๋น›๋‚˜๋Š” ํŒŒ๋ž€ ์—๋„ˆ์ง€ ๋น”์„ ๋ฐฉ์ถœํ•˜๋Š” ๊ฑฐ๋Œ€ํ•œ ํ˜ธ๋ฒ„๋ง ๊ตฌ์กฐ๋ฌผ์ด ์žˆ๋Š” ๋ฏธ๋ž˜ ๋„์‹œ ํ’๊ฒฝ์„ ํ–ฅํ•ด ์„  ์–ด๋‘์šด ๋งํ†  ์ž…์€ ์ธ๋ฌผ์ด ์™ธ๊ณ„ ํ˜‘๊ณก์— ์„œ ์žˆ๋‹ค.
๋งค๋„๋Ÿฌ์šด ๊ฒ€์€ ๊ฐ‘์˜ท๊ณผ ํฉ๋‚ ๋ฆฌ๋Š” ๋งํ† ๋ฅผ ์ž…์€ ํ™€๋กœ ๋œ ํ˜„์ƒ๊ธˆ ์‚ฌ๋ƒฅ๊พผ์ด ์•„๋ฆ„๋‹ค์šด ์šฐ์ฃผ ํ•˜๋Š˜ ์•„๋ž˜ ๊ฑฐ๋Œ€ํ•œ ๋ฒ„์„ฏ ๋ชจ์–‘ ๋” ๊ตฌ์กฐ๋ฌผ์„ ๋ฐ”๋ผ๋ณด๊ณ  ์žˆ์œผ๋ฉฐ, ์€ํ•˜ ์„ฑ์šด๊ณผ ํ‘ธ๋ฅธ ํ–‰์„ฑ์ด ํ•จ๊ป˜ ๋ณด์ด๋Š” ์šธ์ฐฝํ•œ ํ˜‘๊ณก์— ์œ„์น˜ํ•ด ์žˆ์Šต๋‹ˆ๋‹ค.

์ถ”์ฒœ ํ”„๋กฌํ”„ํŠธ

Luis Royo,painting of [prompt], by Luis Royo, masterpiece,drawing of [prompt], by Luis Royo, sketch,royo,rating_explicit,Painting of ...

์ถ”์ฒœ ๋งค๊ฐœ๋ณ€์ˆ˜

samplers

euler_ancestral, euler_simple, Euler

steps

28

cfg

3.5 - 4

resolution

512x768, 768x1024

ํŒ

LoRA ๊ฐ•๋„๋ฅผ 0.7์—์„œ 1.0 ์‚ฌ์ด๋กœ ์‚ฌ์šฉํ•˜์„ธ์š”.

ํŠธ๋ฆฌ๊ฑฐ ๋‹จ์–ด 'Luis Royo'๋Š” ํ•„์ˆ˜๋Š” ์•„๋‹ˆ์ง€๋งŒ ์Šคํƒ€์ผ์„ ๊ฐ•ํ™”ํ•˜๊ธฐ ์œ„ํ•ด ๊ถŒ์žฅ๋ฉ๋‹ˆ๋‹ค.

Pony ๋ฒ„์ „์—์„œ๋Š” ์Šคํƒ€์ผ์„ ์ž˜ ๋ณด์ด๊ฒŒ ํ•˜๊ธฐ ์œ„ํ•ด ๋„ˆ๋ฌด ๊ฐ•ํ•˜์ง€ ์•Š์€ ํ…œํ”Œ๋ฆฟ์„ ์‚ฌ์šฉํ•˜์„ธ์š”.

์˜ˆ์‹œ ํ•™์Šต ์„ค์ •: ์Šคํ… 2516, lora_rank 16, optimizer adamw8bit, ๋ฐฐ์น˜ ํฌ๊ธฐ 1.

์ด๋ฏธ์ง€ ์บก์…˜ ์ž‘์„ฑ์—๋Š” 'llava-13b' ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•˜๊ณ  '์ด ์ด๋ฏธ์ง€๋ฅผ ์ž์„ธํžˆ ์„ค๋ช…ํ•ด ์ฃผ์„ธ์š”?'๋ผ๋Š” ํ”„๋กฌํ”„ํŠธ๋ฅผ ์‚ฌ์šฉํ•˜์„ธ์š”.

๋ฒ„์ „ ํ•˜์ด๋ผ์ดํŠธ

Flux์˜ ์ƒˆ ๋ฒ„์ „!

์˜ˆ์‹œ ์ด๋ฏธ์ง€๋Š” fluxDevQ5KM(ํฐ PC๊ฐ€ ์—†์Œ), euler simple, 28 ์Šคํ…, ๊ฐ€์ด๋“œ 3.5, lora ๊ฐ•๋„ 1.0์œผ๋กœ ์ƒ์„ฑ๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

"Painting of ..." ๊ฐ™์€ ๋ฌธ๊ตฌ๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๊ฒƒ์ด ์ข‹์Šต๋‹ˆ๋‹ค.

๋งˆ์Œ์— ๋“œ์‹œ๋ฉด ์ข‹์•„์š” ๋ถ€ํƒ๋“œ๋ฆฝ๋‹ˆ๋‹ค ;)

ํŒŒ์ธํŠœ๋‹ํ•˜๋Š” ๋ถ„๋“ค๊ป˜ ๋„์›€์ด ๋  ์ˆ˜ ์žˆ๋Š” ํ•™์Šต ์„ค์ •:

{
  "steps": 2516,
  "lora_rank": 16,
  "optimizer": "adamw8bit",
  "batch_size": 1,
  "resolution": "512,768,1024",
  "autocaption": false,
  "trigger_word": "TOK",
  "learning_rate": 0.00015,
  "wandb_project": "flux_train_replicate",
  "wandb_save_interval": 100,
  "caption_dropout_rate": 0.05,
  "cache_latents_to_disk": false,
  "wandb_sample_interval": 100
}

์ด๋ฏธ์ง€ ์บก์…˜ ์ž‘์„ฑ์„ ์œ„ํ•ด "llava-13b" ๋ชจ๋ธ๊ณผ ํ•จ๊ป˜ "์ด ์ด๋ฏธ์ง€๋ฅผ ์ž์„ธํžˆ ์„ค๋ช…ํ•ด ์ฃผ์„ธ์š”?"๋ผ๋Š” ์งˆ๋ฌธ์„ ์‚ฌ์šฉํ–ˆ๊ณ , ์ด๋ฏธ์ง€์™€ ์ง์ ‘ ๊ด€๋ จ ์—†๋Š” ์„ค๋ช…์€ ์‚ญ์ œํ–ˆ์Šต๋‹ˆ๋‹ค.

Flux 10k !

์ด ๋ฒ„์ „์ด ๋‚ด๊ฐ€ ๊ฐ€์žฅ ์™„์„ฑํ–ˆ๋‹ค๊ณ  ์ƒ๊ฐํ•ฉ๋‹ˆ๋‹ค โ‰๏ธ

Lora๋Š” 0.8์—์„œ 1.0 ์‚ฌ์ด๋ฅผ ๊ถŒ์žฅํ•ฉ๋‹ˆ๋‹ค.

ํŠธ๋ฆฌ๊ฑฐ ๋‹จ์–ด๋Š” ํ•„์ˆ˜๊ฐ€ ์•„๋‹ˆ์ง€๋งŒ, ์Šคํƒ€์ผ์„ ๊ฐ•ํ™”ํ•˜๊ธฐ ์œ„ํ•ด Luis Royo๋ฅผ ์ถ”๊ฐ€ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.


Luis Royo๋ผ๋Š” ์ŠคํŽ˜์ธ ์•„ํ‹ฐ์ŠคํŠธ์˜ ์ž‘ํ’ˆ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•œ LoRA ์Šคํƒ€์ผ์„ ์†Œ๊ฐœํ•ฉ๋‹ˆ๋‹ค. ๊ทธ์˜ ํŒํƒ€์ง€ ์Šคํƒ€์ผ์€ ์›…์žฅํ•˜๊ณ  ๋งค์šฐ ์„ธ๋ฐ€ํ•˜๋ฉฐ ํŠนํžˆ ๋ฐฐ๊ฒฝ ์ž‘์—…์ด ๋›ฐ์–ด๋‚ฉ๋‹ˆ๋‹ค. ์•„๋ฆ„๋‹ค์šด ์—ฌ์„ฑ์„ ๊ทธ๋ฆฝ๋‹ˆ๋‹ค.

https://cravepainting.com/blog/luis-royo-illustrations


๐Ÿฆ„ Pony ๋ฒ„์ „

์Šคํƒ€์ผ์ด ์ž˜ ๋ณด์ด๋„๋ก ๋„ˆ๋ฌด ๊ฐ•๋ ฅํ•˜์ง€ ์•Š์€ ํ…œํ”Œ๋ฆฟ์„ ์‚ฌ์šฉํ•˜๋Š” ๊ฒƒ์ด ์ข‹์Šต๋‹ˆ๋‹ค.
ํŠธ๋ฆฌ๊ฑฐ ๋‹จ์–ด : royo, rating_explicit

euler_ancestral sgm_uniform cfg 4


Flux์˜ ์ƒˆ ๋ฒ„์ „!

์˜ˆ์‹œ ์ด๋ฏธ์ง€๋Š” fluxDevQ5KM(ํฐ PC๊ฐ€ ์—†์Œ), euler simple, 28 ์Šคํ…, ๊ฐ€์ด๋“œ 3.5, lora ๊ฐ•๋„ 1.0์œผ๋กœ ์ƒ์„ฑ๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

"Painting of ..." ๊ฐ™์€ ๋ฌธ๊ตฌ๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๊ฒƒ์ด ์ข‹์Šต๋‹ˆ๋‹ค.

๋งˆ์Œ์— ๋“œ์‹œ๋ฉด ์ข‹์•„์š” ๋ถ€ํƒ๋“œ๋ฆฝ๋‹ˆ๋‹ค ;)

ํŒŒ์ธํŠœ๋‹ํ•˜๋Š” ๋ถ„๋“ค๊ป˜ ๋„์›€์ด ๋  ์ˆ˜ ์žˆ๋Š” ํ•™์Šต ์„ค์ •:

{
  "steps": 2516,
  "lora_rank": 16,
  "optimizer": "adamw8bit",
  "batch_size": 1,
  "resolution": "512,768,1024",
  "autocaption": false,
  "trigger_word": "TOK",
  "learning_rate": 0.00015,
  "wandb_project": "flux_train_replicate",
  "wandb_save_interval": 100,
  "caption_dropout_rate": 0.05,
  "cache_latents_to_disk": false,
  "wandb_sample_interval": 100
}

์ด๋ฏธ์ง€ ์บก์…˜ ์ž‘์„ฑ์„ ์œ„ํ•ด "llava-13b" ๋ชจ๋ธ๊ณผ ํ•จ๊ป˜ "์ด ์ด๋ฏธ์ง€๋ฅผ ์ž์„ธํžˆ ์„ค๋ช…ํ•ด ์ฃผ์„ธ์š”?"๋ผ๋Š” ์งˆ๋ฌธ์„ ์‚ฌ์šฉํ–ˆ๊ณ , ์ด๋ฏธ์ง€์™€ ์ง์ ‘ ๊ด€๋ จ ์—†๋Š” ์„ค๋ช…์€ ์‚ญ์ œํ–ˆ์Šต๋‹ˆ๋‹ค.


SDXL ๋ฒ„์ „

ํŠธ๋ฆฌ๊ฑฐ ๋‹จ์–ด : Luis Royo

LoRA ๊ฐ•๋„ : 0.7

์Šคํƒ€์ผ์„ ๋” ์„ธ๋ฐ€ํžˆ ์กฐ์ •ํ•˜๊ธฐ ์œ„ํ•ด ๋‹ค์Œ ํ‚ค์›Œ๋“œ๋ฅผ ์ถ”๊ฐ€ํ•  ์ˆ˜๋„ ์žˆ์Šต๋‹ˆ๋‹ค:

painting [ํ”„๋กฌํ”„ํŠธ]์˜, Luis Royo์ž‘ํ’ˆ, masterpiece

๋” ์ผ๋Ÿฌ์ŠคํŠธ ์Šคํƒ€์ผ์˜ ๊ฒฝ์šฐ(์ด ์Šคํƒ€์ผ๋กœ ์ผ๋ถ€ ํ•™์Šต ์ด๋ฏธ์ง€๊ฐ€ ์‚ฌ์šฉ๋จ):

drawing [ํ”„๋กฌํ”„ํŠธ]์˜, Luis Royo์ž‘ํ’ˆ, sketch

์ข‹์•„ํ•˜๋Š” ์Šคํƒ€์ผ์— Luis Royo ํ‚ค์›Œ๋“œ๋งŒ ์‚ฌ์šฉํ•ด๋„ ์ถฉ๋ถ„ํ•ฉ๋‹ˆ๋‹ค.

์ฆ๊ฒ๊ฒŒ ์‚ฌ์šฉํ•˜์‹œ๊ณ , ๊ฒฐ๊ณผ๋ฅผ ๊ผญ ๊ณต์œ ํ•ด ์ฃผ์„ธ์š”. ๊ทธ๊ฒƒ์ด ์ €์—๊ฒŒ ๊ฐ€์žฅ ํฐ ๋ณด์ƒ์ž…๋‹ˆ๋‹ค ;)

์ด์ „
๋ Œ์ฆˆ์˜ ๊ณ ๋Œ€ ๊ทธ๋ฆผ์ž - Flux - X-Flux
๋‹ค์Œ
ILustREAL - v5.0+VAE

๋ชจ๋ธ ์„ธ๋ถ€์‚ฌํ•ญ

๋ชจ๋ธ ์œ ํ˜•

LORA

๊ธฐ๋ณธ ๋ชจ๋ธ

Flux.1 D

๋ชจ๋ธ ๋ฒ„์ „

Flux

๋ชจ๋ธ ํ•ด์‹œ

917eb09c64

ํ•™์Šต๋œ ๋‹จ์–ด

Painting of

์ œ์ž‘์ž

ํ† ๋ก 

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

๋ชจ๋ธ ์ปฌ๋ ‰์…˜ - Luis Royo Flux

Luis Royo Flux - Flux ์ œ์ž‘ ์ด๋ฏธ์ง€

์•„ํ‹ฐ์ŠคํŠธ ์ด๋ฏธ์ง€

ํŒํƒ€์ง€ ์•„ํŠธ ์ด๋ฏธ์ง€

๊ฑธ์ž‘ ์ด๋ฏธ์ง€

์„น์‹œ ์ด๋ฏธ์ง€

์Šคํƒ€์ผ ์ด๋ฏธ์ง€