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toobusy ยท ๋„ˆ๋ฌด๋ฐ”์œ๋ฒ ์งฑ์ด

๋ฒˆ๊ฑฐ๋กœ์šด ์—ฌ๋Ÿฌ ๋‹จ๊ณ„๋ฅผ ๋…ธ๋“œ ํ•˜๋‚˜๋กœ ์ ‘์–ด๋ฒ„๋ฆฌ๋Š” ComfyUI ์ปค์Šคํ…€ ๋…ธ๋“œ ๋ชจ์Œ์ž…๋‹ˆ๋‹ค.
์—ฌ๋Ÿฌ ๋…ธ๋“œ๋ฅผ ์ผ์ผ์ด ๋ฐฐ์„ ํ•˜๊ธฐ ๊ท€์ฐฎ์€ ์‚ฌ๋žŒ์„ ์œ„ํ•ด, ํ•œ ๋…ธ๋“œ๊ฐ€ ์ฒด์ธ ์ „์ฒด๋ฅผ ์‚ผํ‚ต๋‹ˆ๋‹ค.

Fold the graph. โ€” toobusy folds tedious multi-step ComfyUI workflows into single production nodes.

ํ˜„์žฌ ๋ฌธ์„œ๋Š” v0.4.11 ๊ธฐ์ค€์ž…๋‹ˆ๋‹ค.

Quick Start

cd ComfyUI/custom_nodes
git clone https://github.com/nicekriss/toobusy.git toobusy

์—…๋ฐ์ดํŠธ:

cd ComfyUI/custom_nodes/toobusy
git pull

ComfyUI๋ฅผ ์žฌ์‹œ์ž‘ํ•˜์„ธ์š”. ํ”„๋ŸฐํŠธ์—”๋“œ(JS) ๋ณ€๊ฒฝ์„ ๋ฐ›์€ ๋’ค์—๋Š” ๋ธŒ๋ผ์šฐ์ €๋ฅผ ๊ฐ•๋ ฅ ์ƒˆ๋กœ๊ณ ์นจ(hard refresh) ํ•˜๋Š” ๊ฒƒ์„ ๊ถŒ์žฅํ•ฉ๋‹ˆ๋‹ค.

ComfyUI Manager๋กœ ์„ค์น˜ํ•  ๋•Œ ์ฃผ์˜. Manager๋Š” Comfy Registry์— ์˜ฌ๋ผ๊ฐ„ ๋ฒ„์ „์„ ๋ฐ›์•„์˜ต๋‹ˆ๋‹ค. ์ง€๊ธˆ์€ 0.4.9 / 0.4.10์ด ๋ ˆ์ง€์ŠคํŠธ๋ฆฌ์—์„œ ๋‚ด๋ ค๊ฐ€ ์žˆ์–ด์„œ Manager๋กœ ์„ค์น˜ํ•˜๋ฉด 0.4.8์ด ๊น”๋ฆฌ๊ณ , 0.4.9์—์„œ ์ถ”๊ฐ€๋œ MiniMax H3 ์บ๋ฆญํ„ฐ์‹œํŠธ ๋…ธ๋“œ๋“ค์ด ๋…ธ๋“œ ๋ชฉ๋ก์— ๋‚˜์˜ค์ง€ ์•Š์Šต๋‹ˆ๋‹ค. ์„ค์น˜๋Š” ์„ฑ๊ณตํ•˜๊ณ  ๋‹ค๋ฅธ ๋…ธ๋“œ๋„ ์ •์ƒ ๋™์ž‘ํ•˜๋ฏ€๋กœ ์›์ธ์„ ์ฐพ๊ธฐ ์–ด๋ ต์Šต๋‹ˆ๋‹ค. ์ตœ์‹  ๋…ธ๋“œ๊ฐ€ ํ•„์š”ํ•˜๋ฉด ์œ„์˜ git clone์„ ์“ฐ๊ฑฐ๋‚˜ Manager์˜ Install via Git URL์— https://github.com/nicekriss/toobusy ๋ฅผ ๋„ฃ์œผ์„ธ์š”.

MiniMax H3 Single-Image Editing

toobusy MiniMax H3 Image Latent๋Š” ๊ณต์‹ H3 ๋…ธ๋“œ๊ฐ€ ์•„์ง ๋งŒ๋“ค์ง€ ๋ชปํ•˜๋Š” T=1 ์˜์ƒ+์˜ค๋””์˜ค latent๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค. ComfyUI ์ฝ”์–ด ํŒŒ์ผ์„ ์ˆ˜์ •ํ•˜๊ฑฐ๋‚˜ ์ผ๋ฐ˜ Empty Latent Image๋ฅผ ์—ฐ๊ฒฐํ•˜์ง€ ์•Š๊ณ , MiniMax H3 Ref2V ๋ชจ๋ธ๊ณผ MiniMax H3 Image VAE๋ฅผ ์ •์ง€ ์ด๋ฏธ์ง€ ํŽธ์ง‘์— ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

width / height
-> toobusy MiniMax H3 Image Latent
-> SamplerCustomAdvanced
-> VAE Decode (MiniMax H3 Image VAE)
  • H3์˜ MODEL, CONDITIONING, sampler, scheduler๋Š” ๊ธฐ์กด ComfyUI ๋„ค์ดํ‹ฐ๋ธŒ ๋…ธ๋“œ๋ฅผ ๊ทธ๋Œ€๋กœ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.
  • ์ด ๋…ธ๋“œ๋Š” batch 1, ๋‹จ์ผ ํ”„๋ ˆ์ž„ ์ „์šฉ์ž…๋‹ˆ๋‹ค. ์˜์ƒ ์ƒ์„ฑ์—๋Š” ๊ณต์‹ Empty MiniMax H3 AV Latent๋ฅผ ์‚ฌ์šฉํ•˜์„ธ์š”.
  • ์ผ๋ฐ˜ Empty Latent Image๋Š” H3๊ฐ€ ์š”๊ตฌํ•˜๋Š” ์˜์ƒ+์˜ค๋””์˜ค NestedTensor๊ฐ€ ์•„๋‹ˆ๋ฏ€๋กœ ํ˜ธํ™˜๋˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.
  • ๊ฒ€์ฆ ์˜ˆ์ œ: minimax_h3_single_image_6edit.json

MiniMax H3 Character-Sheet References

์บ๋ฆญํ„ฐ์‹œํŠธ ์›Œํฌํ”Œ๋กœ์šฐ๋Š” ์–ผ๊ตด๊ณผ ์˜์ƒ์„ ๋จผ์ € 3-view ์บ๋ฆญํ„ฐ๋กœ ํ™•์ •ํ•œ ๋’ค, ๊ทธ ๊ฒฐ๊ณผ๋ฅผ ๋‘ ๋ฒˆ์งธ H3 ํŒจ์Šค์˜ ํฌ์ฆˆยท์†Œํ’ˆ ํŒจ๋„ ๊ธฐ์ค€์œผ๋กœ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.

  • toobusy MiniMax H3 Optional Reference: ๊บผ์ง„ ์„ ํƒ ๋ ˆํผ๋Ÿฐ์Šค์˜ ์ด๋ฏธ์ง€ ๋ธŒ๋žœ์น˜๋ฅผ ์‹คํ–‰ํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.
  • toobusy MiniMax H3 Semantic Reference: Gemma ๋ถ„์„์˜ ์˜๋ฏธ ์„ค๋ช…์€ ์œ ์ง€ํ•˜๋ฉด์„œ ์•ˆ์ „ํ•˜๋‹ค๊ณ  ํŒ์ •๋œ ์ด๋ฏธ์ง€๋งŒ H3์— ์ „๋‹ฌํ•ฉ๋‹ˆ๋‹ค.
  • toobusy MiniMax H3 Reference Manifest: ์‹ค์ œ๋กœ ์ „๋‹ฌ๋œ ์ด๋ฏธ์ง€์— ๋งž์ถฐ <Picture N> ๋ฒˆํ˜ธ์™€ ์—ญํ•  ๋ฌธ์žฅ์„ ์••์ถ•ํ•ฉ๋‹ˆ๋‹ค.
  • ์˜ˆ์ œ: 2BZ_H3_character_sheet_2stage_v1.json

Wan Animate 2 Long Sampler

toobusy Wan Animate 2 Long Sampler๋Š” ๊ธด ๋“œ๋ผ์ด๋น™ ์˜์ƒ์„ Wan์˜ ์œ ํšจํ•œ 4k+1 ํ”„๋ ˆ์ž„ ์ฒญํฌ๋กœ ์ž๋™ ๋ถ„ํ• ํ•˜๊ณ , ๊ฐ ์ฒญํฌ๋ฅผ 1ํ”„๋ ˆ์ž„์”ฉ ์ด์–ด ๋ถ™์ธ ๋’ค ์š”์ฒญํ•œ ์ด ํ”„๋ ˆ์ž„ ์ˆ˜์— ์ •ํ™•ํžˆ ๋งž์ถฐ ๋งˆ์ง€๋ง‰์„ ์ž๋ฆ…๋‹ˆ๋‹ค.

final MODEL / positive / negative / SAMPLER / SIGMAS
+ reference image / driving video / VAE
-> toobusy Wan Animate 2 Long Sampler
-> Create Video
  • total_frames์—๋Š” VHS loaded_frame_count์ฒ˜๋Ÿผ ์‹คํ–‰ ์‹œ ๊ณ„์‚ฐ๋˜๋Š” INT๋ฅผ ์—ฐ๊ฒฐํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  • frames_per_sampler ์‹œ์ž‘๊ฐ’: 12GB๋Š” 33, 16GB๋Š” 49, 24GB๋Š” 81ํ”„๋ ˆ์ž„.
  • ๋ชจ๋ธ ๋กœ๋”, LoRA, attention, ์บ์‹œ์™€ ์ปจ๋””์…”๋‹์€ ๋…ธ๋“œ ๋ฐ–์—์„œ ๊ตฌ์„ฑํ•œ ์ตœ์ข… ์†Œ์ผ“์„ ์—ฐ๊ฒฐํ•ฉ๋‹ˆ๋‹ค.
  • ComfyUI ์ฝ”์–ด์˜ ์‹คํ—˜์  WanAnimate2ToVideo ๋…ธ๋“œ์™€ ์—ฐ์† ์ƒ์„ฑ ์ถœ๋ ฅ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.

FlashVSR v1.1 Full + BSA

๊ธด ์˜์ƒ์„ ์ฒญํฌ ๋‹จ์œ„๋กœ ์ฒ˜๋ฆฌํ•˜๋ฉด์„œ ๋ชจ๋ธ์„ ๋‹จ๊ณ„๋ณ„๋กœ ๋‚ด๋ฆฌ๋Š” ๋…ธ๋“œ์™€ VRAM/ํ•ด์ƒ๋„ ํ”„๋ฆฌ์…‹์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

Get Video Components
-> toobusy FlashVSR VRAM & Resolution Preset
-> toobusy FlashVSR Loader
-> toobusy FlashVSR Long Sampler
-> toobusy FlashVSR Full Decoder
-> Create Video
  • ๊ฒ€์ฆ ํ”„๋ฆฌ์…‹: 2x, 1024x576, chunk_frames=21, chunk_overlap=8, Full VAE tiled, BSA.
  • ๊ฒ€์ฆ ํ™˜๊ฒฝ: Windows, RTX 3090 24GB, Python 3.13, PyTorch 2.12.1+cu130.
  • VRAM ํ”„๋ฆฌ์…‹: 12GB๋Š” aggressive offload + Safe decode, 16GB๋Š” standard offload + Balanced decode, 24GB+๋Š” GPU resident + orientation-aware Fast decode๋ฅผ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค. 32GB aggressive๋Š” ๊ณ ํ•ด์ƒ๋„ ์ž‘์—…์„ ์œ„ํ•ด aggressive offload + Balanced decode๋ฅผ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.
  • ํ•ด์ƒ๋„ ํ”„๋ฆฌ์…‹์€ ์ตœ์ข… ์ถœ๋ ฅ ํฌ๊ธฐ๋ฅผ ํ‘œ์‹œํ•˜๋ฉฐ ์ƒ˜ํ”Œ๋Ÿฌ์—๋Š” 2๋ฐฐ ์—…์Šค์ผ€์ผ ์ „ ๊ธฐ์ค€ ํฌ๊ธฐ๋ฅผ ์ „๋‹ฌํ•ฉ๋‹ˆ๋‹ค. ๊ณ ํ•ด์ƒ๋„ ํ”„๋ฆฌ์…‹์€ ๋‚ด๋ถ€ 128๋ฐฐ์ˆ˜ ํฌ๋กญ๊ณผ ์‹ค์ œ ์ถœ๋ ฅ๊ฐ’์ด ์ผ์น˜ํ•˜๋„๋ก ํ‘œ๊ธฐํ•ฉ๋‹ˆ๋‹ค.
  • ์ƒ˜ํ”Œ๋Ÿฌ๊ฐ€ DiT๋งŒ ๋กœ๋“œํ•œ ๋’ค CPU latent๋ฅผ ๋งŒ๋“ค๊ณ  ํ•ด์ œํ•˜๋ฉฐ, ๋””์ฝ”๋”๊ฐ€ ๊ทธ ๋‹ค์Œ VAE๋งŒ ๋กœ๋“œํ•ฉ๋‹ˆ๋‹ค. ์‹คํ–‰ ์‚ฌ์ด์— GPU ๋ชจ๋ธ์„ ์ „์—ญ ์บ์‹œํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.
  • ๋ชจ๋ธ ์ž๋™ ๋‹ค์šด๋กœ๋“œ๋Š” ํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค. ์•„๋ž˜ ํŒŒ์ผ์„ ์ง์ ‘ ๋ฐฐ์น˜ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
ํŒŒ์ผ ์ €์žฅ ์œ„์น˜ ๋‹ค์šด๋กœ๋“œ
diffusion_pytorch_model_streaming_dmd.safetensors ComfyUI/models/FlashVSR/ FlashVSR v1.1 DiT
LQ_proj_in.ckpt ComfyUI/models/FlashVSR/ LQ projection
posi_prompt.pth ComfyUI/models/FlashVSR/ prompt tensor
Wan2.1_VAE.pth ComfyUI/models/vae/ Wan 2.1 VAE

๋จผ์ € ์ผ๋ฐ˜ Python ์˜์กด์„ฑ์„ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค.

python -m pip install -r custom_nodes/toobusy/requirements_flashvsr.txt

๊ทธ ๋‹ค์Œ ํ˜„์žฌ Python/PyTorch/CUDA ์กฐํ•ฉ๊ณผ ์ •ํ™•ํžˆ ๋งž๋Š” block_sparse_attn wheel์„ ์„ค์น˜ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค. ์œ„ ๊ฒ€์ฆ ํ™˜๊ฒฝ ์ „์šฉ wheel์€ ์—ฌ๊ธฐ์ž…๋‹ˆ๋‹ค. ๋‹ค๋ฅธ ํ™˜๊ฒฝ์—๋Š” ์ด wheel์„ ์„ค์น˜ํ•˜๋ฉด ์•ˆ ๋ฉ๋‹ˆ๋‹ค. ComfyUI Desktop์˜ Torch ์„ ํƒ์„ ๋จผ์ € ๋๋‚ธ ๋’ค BSA๋ฅผ ์„ค์น˜ํ•˜์„ธ์š”.

๋””์ฝ”๋”์˜ tile_preset์€ safe, balanced, fast๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ํฐ ํ”„๋ฆฌ์…‹์ผ์ˆ˜๋ก VRAM์„ ๋” ์‚ฌ์šฉํ•˜๋Š” ๋Œ€์‹  ์ค‘๋ณต ํƒ€์ผ ๊ณ„์‚ฐ์„ ์ค„์ž…๋‹ˆ๋‹ค. 12GB Safe๋Š” 0.8MP ์•ฝ 5์ดˆ ์ž…๋ ฅ์„ FHD๋กœ ์ฒ˜๋ฆฌํ•˜๋Š” ์‹ค์ธก์—์„œ 596.23์ดˆ, ํ”ผํฌ 8.69GB๋กœ ์™„์ฃผํ–ˆ์Šต๋‹ˆ๋‹ค. offload=true ๊ฒฝ๋กœ๋Š” VRAM์„ ํฌ๊ฒŒ ๋‚ฎ์ถ”์ง€๋งŒ ์†๋„๋Š” ๋А๋ ค์งˆ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์˜ˆ์ œ๋Š” flashvsr_v11_full_bsa_long.json์ž…๋‹ˆ๋‹ค.

์ฒ˜์Œ ์„ค์น˜ํ–ˆ๋‹ค๋ฉด ์˜ˆ์ œ ์›Œํฌํ”Œ๋กœ์šฐ๋ถ€ํ„ฐ ์—ฌ๋Š” ๊ฒƒ์ด ๊ฐ€์žฅ ๋น ๋ฆ…๋‹ˆ๋‹ค.

  1. ComfyUI์—์„œ docs/workflows/korean_scene_to_ideogram4.json์„ ๋“œ๋ž˜๊ทธํ•ด ์—ฝ๋‹ˆ๋‹ค.
  2. ์›Œํฌํ”Œ๋กœ์šฐ ์•ˆ์˜ Note ๋…ธ๋“œ์— ์ ํžŒ ๋ชจ๋ธ ํŒŒ์ผ๊ณผ ํ•„์š”ํ•œ ์ปค์Šคํ…€ ๋…ธ๋“œ๋ฅผ ์ค€๋น„ํ•ฉ๋‹ˆ๋‹ค.
  3. toobusy Ideogram Prompt Polish์— ํ•œ๊ตญ์–ด ์žฅ๋ฉด์„ ์ž…๋ ฅํ•ฉ๋‹ˆ๋‹ค.
  4. ์ถœ๋ ฅ๋œ ideogram_json์„ Ideogram Layout Builder์˜ Import polished๋กœ ๊ฐ€์ ธ์˜ต๋‹ˆ๋‹ค.
  5. ๋ ˆ์ด์•„์›ƒ์„ ํ™•์ธํ•˜๊ฑฐ๋‚˜ ์ˆ˜์ •ํ•œ ๋’ค toobusy Ideogram4 T2I๋กœ ์ด๋ฏธ์ง€๋ฅผ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค.

ํ•ต์‹ฌ ํ๋ฆ„:

ํ•œ๊ตญ์–ด ์žฅ๋ฉด
-> Ideogram์šฉ ๊ตฌ์กฐํ™” ํ”„๋กฌํ”„ํŠธ
-> Layout Builder์—์„œ ๊ตฌ๋„ ํ™•์ธ
-> Ideogram4 ์ด๋ฏธ์ง€ ์ƒ์„ฑ

Ideogram4 T2I๋Š” ์›น API๊ฐ€ ์•„๋‹ˆ๋ผ ๋กœ์ปฌ Ideogram4 ๋ชจ๋ธ์šฉ ๋…ธ๋“œ์ž…๋‹ˆ๋‹ค. ํ•ด๋‹น ๋ชจ๋ธ๊ณผ ComfyUI์˜ Ideogram4 ์ง€์› ๋…ธ๋“œ๊ฐ€ ์ค€๋น„๋˜์–ด ์žˆ์–ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

์ง€๊ธˆ ์ค‘์‹ฌ ๊ธฐ๋Šฅ

๊ตฌ๋ถ„ ๋…ธ๋“œ ํ•œ ์ค„ ์„ค๋ช…
์˜์ƒ toobusy Wan SCAIL Extend Sampler Wan 2.1 SCAIL-2 ์ƒ์„ฑ + ์ต์Šคํ…๋“œ ์ฒด์ธ์„ 1๋…ธ๋“œ๋กœ ์ ‘์Šต๋‹ˆ๋‹ค.
๋ ˆํผ๋Ÿฐ์Šค toobusy Reference Board ์ด๋ฏธ์ง€/์˜ค๋””์˜ค/ํ…์ŠคํŠธ/LoRA ์นด๋“œ๋ฅผ ํ•œ ๋ณด๋“œ์— ๋ชจ์•„ ํ•˜๋‚˜์˜ TOOBUSY_BUNDLE๋กœ ๋ฌถ์Šต๋‹ˆ๋‹ค. ์นด๋“œ์— ์–ผ๊ตด ์ง€์šฐ๊ธฐ / ์–ผ๊ตด๋งŒ ๋‚จ๊ธฐ๊ธฐ / ๋ฐฐ๊ฒฝ ์ œ๊ฑฐ ๋ชจ๋“ˆ์„ ๋ถ™์ด๊ณ , ํ”„๋ฆฌ์…‹ยทํ˜ธ๋ฒ„ ํ™•๋Œ€ยท๋“œ๋ž˜๊ทธ์•„์›ƒยท์ด๋ฏธ์ง€ ๊ต์ฒด๋ฅผ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.
๋ ˆํผ๋Ÿฐ์Šค toobusy Flux2 Klein Prompt Director Bundle์„ ๋ฐ›์•„ ๋ฒ„ํŠผ๋งŒ์œผ๋กœ ์ตœ์ข… ํ”„๋กฌํ”„ํŠธ๋ฅผ ์กฐ๋ฆฝํ•ฉ๋‹ˆ๋‹ค. ์—ฐ๊ฒฐ๋œ ๋ณด๋“œ์˜ ๋“ฑ๋ก ์นด๋“œ๋งŒ ๋ฒ„ํŠผ์œผ๋กœ ๋œจ๊ณ , FaceSwap / Product Swap / Character Swap์„ ์ผค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
๋ ˆํผ๋Ÿฐ์Šค toobusy Bundle Unpack / Bundle Get Bundle์—์„œ ์—ญํ• ๋ณ„ ์ด๋ฏธ์ง€ยท์˜ค๋””์˜คยทํ”„๋กฌํ”„ํŠธยทLoRA๋ฅผ ๊บผ๋ƒ…๋‹ˆ๋‹ค. (Bundle Get์€ ์—ฐ๊ฒฐ ๋ณด๋“œ ๊ธฐ์ค€ ์—ญํ•  ๋“œ๋กญ๋‹ค์šด)
์ด๋ฏธ์ง€ toobusy Flux2 Klein Flux2 Klein 9B ๋ ˆํผ๋Ÿฐ์Šค ์ƒ์„ฑ ๊ทธ๋ž˜ํ”„๋ฅผ 1๋…ธ๋“œ๋กœ ์ ‘์Šต๋‹ˆ๋‹ค. TOOBUSY_BUNDLE์„ ์ง์ ‘ ๋ฐ›์•„ ๋นˆ ๋ ˆํผ๋Ÿฐ์Šค ์Šฌ๋กฏยทLoRA๋ฅผ ์ฑ„์šฐ๊ณ , ์Šค์™‘ ์ˆœ์„œ๋ฅผ auto๋กœ ๋”ฐ๋ผ๊ฐ‘๋‹ˆ๋‹ค.
์ด๋ฏธ์ง€ toobusy Background Remove / Face Mask rembg ๋ฐฐ๊ฒฝ ์ œ๊ฑฐ / ์–ผ๊ตด eraseยทkeep ๋งˆ์Šคํ‚น ๋…ธ๋“œ(์„ ํƒ ์˜์กด์„ฑ). ๋งˆ์Šคํ‚น์€ YOLOโ†’mediapipeโ†’opencv ์ˆœ์œผ๋กœ ๊ฒ€์ถœํ•ฉ๋‹ˆ๋‹ค.
ํ† ํ‚นํ—ค๋“œ toobusy DreamID-Omni Loader/Talker ์„ค์น˜๋œ DreamID-Omni ๋…ธ๋“œ์— ์œ„์ž„ํ•˜๋Š” ํ† ํ‚นํ—ค๋“œ ๊ณจ๊ฒฉ(์„ ํƒ ์˜์กด์„ฑ).
์ด๋ฏธ์ง€ toobusy Z-Image Turbo Z-Image Turbo t2i/img2img/latent-in ๊ทธ๋ž˜ํ”„๋ฅผ 1๋…ธ๋“œ๋กœ ์ ‘์Šต๋‹ˆ๋‹ค.
์ด๋ฏธ์ง€ toobusy MiniMax H3 Image Latent H3 Ref2V๋ฅผ T=1 ์ด๋ฏธ์ง€ VAE์™€ ์‚ฌ์šฉํ•˜๋Š” ๋„ค์ดํ‹ฐ๋ธŒ AV latent๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค.
๋ ˆํผ๋Ÿฐ์Šค toobusy MiniMax H3 Optional Reference ๊บผ์ง„ ์„ ํƒ ๋ ˆํผ๋Ÿฐ์Šค ๋ธŒ๋žœ์น˜๋ฅผ lazyํ•˜๊ฒŒ ๊ฑด๋„ˆ๋œ๋‹ˆ๋‹ค.
๋ ˆํผ๋Ÿฐ์Šค toobusy MiniMax H3 Semantic Reference / Reference Manifest Gemma ์„ค๋ช…๊ณผ ์ง์ ‘ ์ด๋ฏธ์ง€ ์ „๋‹ฌ์„ ๋ถ„๋ฆฌํ•˜๊ณ  ์‹ค์ œ Picture ๋ฒˆํ˜ธ๋ฅผ ์ •๋ฆฌํ•ฉ๋‹ˆ๋‹ค.
๋ณด์ • ๋ฃจํ”„ toobusy Hires Upscale ์—…์Šค์ผ€์ผ + ๋ฆฌ์ƒ˜ํ”Œ + VAE Encode๋ฅผ ํ•˜์ด๋ ˆ์ฆˆ ํ”ฝ์Šค์šฉ 1๋…ธ๋“œ๋กœ ์ ‘์Šต๋‹ˆ๋‹ค.
์ปจํŠธ๋กค toobusy ZIT ControlNet Z-Image Turbo ์•ž์— depth/canny/pose ์ปจํŠธ๋กค์„ ๋ชจ๋“ˆ์ฒ˜๋Ÿผ ๋ถ™์ž…๋‹ˆ๋‹ค.
๊ธฐํš toobusy Keyframe Maker ์•„์ด๋””์–ด์™€ ์ฐธ์กฐ ์ด๋ฏธ์ง€๋ฅผ ์ƒท ๋น„ํŠธ/ํ‚คํ”„๋ ˆ์ž„ ํ”„๋กฌํ”„ํŠธ๋กœ ์ •๋ฆฌํ•ฉ๋‹ˆ๋‹ค.
๊ธฐํš toobusy Storyboard Board ComfyUI ์•ˆ์—์„œ ์ด๋ฏธ์ง€ ๋ณด๋“œ์™€ ํ‚คํ”„๋ ˆ์ž„ ๋งˆํ‚น์„ ์ฒ˜๋ฆฌํ•ฉ๋‹ˆ๋‹ค.
๊ธฐํš toobusy Paint Canvas ๊ทธ๋ž˜ํ”„ ์•ž๋‹จ์—์„œ ๋Ÿฌํ”„ ํŽ˜์ธํŒ…๊ณผ ๋งˆ์Šคํฌ๋ฅผ ๋งŒ๋“ค๊ณ  ๋ฐ”๋กœ ์ƒ์„ฑ ๋…ธ๋“œ๋กœ ๋ณด๋ƒ…๋‹ˆ๋‹ค.
ํ…์ŠคํŠธ ์ธ์ฝ”๋” toobusy Load CLIP safetensors/.gguf ํ…์ŠคํŠธ ์ธ์ฝ”๋”๋ฅผ ํ•œ ๋…ธ๋“œ๋กœ ๋กœ๋“œํ•ฉ๋‹ˆ๋‹ค.
Ideogram toobusy Ideogram Prompt Polish / Layout Builder / Ideogram4 T2I ํ•œ๊ตญ์–ด ์žฅ๋ฉด โ†’ ๊ตฌ์กฐํ™” ํ”„๋กฌํ”„ํŠธ โ†’ ๋ ˆ์ด์•„์›ƒ โ†’ ๋กœ์ปฌ Ideogram4 ์ƒ์„ฑ ํ๋ฆ„์ž…๋‹ˆ๋‹ค. Prompt Polish๋Š” image+๋น„์ „ ๋ชจ๋ธ(Gemma 4) ์—ฐ๊ฒฐ ์‹œ ์ด๋ฏธ์ง€ 1์žฅ์„ ๋ถ„์„ํ•ด ๋ ˆ์ด์•„์›ƒ JSON ์ดˆ์•ˆ๋„ ๋งŒ๋“ค๊ณ , Layout Builder์˜ โŸณ Pull from input์œผ๋กœ ์บ”๋ฒ„์Šค์— ์˜ฌ๋ฆฝ๋‹ˆ๋‹ค. release_clip_after_run์€ ํ”„๋กฌํ”„ํŠธ ์ƒ์„ฑ ๋’ค ํ•ด๋‹น CLIP๋งŒ VRAM์—์„œ ๋‚ด๋ ค ๋Œ€ํ˜• ์ƒ์„ฑ ๋ชจ๋ธ๊ณผ์˜ ๋ณ‘๋ชฉ์„ ์ค„์ž…๋‹ˆ๋‹ค. T2I์˜ ๊ณต์‹ ํ’ˆ์งˆ ํ”„๋ฆฌ์…‹์€ ๊ถŒ์žฅ sampler/CFG/์Šค์ผ€์ค„ ๊ฐ’์„ ํ•จ๊ป˜ ์ ์šฉํ•˜๋ฉฐ, KJNodes๊ฐ€ ์žˆ์œผ๋ฉด SageAttention์„ ๋…ธ๋“œ ์•ˆ์—์„œ ์ผค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
Ideogram toobusy Layout Text Overlay ์ƒ์„ฑ๋œ ์ด๋ฏธ์ง€ ์œ„์— ์‹ค์ œ ํ•œ๊ธ€ ํ…์ŠคํŠธ๋ฅผ ์ธํ„ฐ๋ž™ํ‹ฐ๋ธŒํ•˜๊ฒŒ(๋“œ๋ž˜๊ทธยทํŽธ์ง‘ยทํฐํŠธํฌ๊ธฐ) ์–น์–ด, Ideogram์ด ๋ชป ๊ทธ๋ฆฌ๋Š” ํ•œ๊ธ€์„ ํฌ๋ฆฌ์Šคํ”ผํ•˜๊ฒŒ ๋ Œ๋”ํ•ฉ๋‹ˆ๋‹ค(layout_json ์ž๋™ ์‹œ๋“œ).
LTX toobusy LTX2.3 3์ข… LTX2.3 AV ํ”„๋กฌํ”„ํŠธ, ๋นˆ latent, ์ƒ˜ํ”Œ๋Ÿฌ ๋ธ”๋ก์„ ์ปดํŒฉํŠธํ•˜๊ฒŒ ๋งŒ๋“ญ๋‹ˆ๋‹ค.

๋…ธ๋“œ๋Š” ์นดํ…Œ๊ณ ๋ฆฌ๋กœ ์ ‘ํ˜€ ์žˆ์Šต๋‹ˆ๋‹ค.

  • toobusy/Plan โ€” ๊ธฐํšยท์—ฐ์ถœยทํ”„๋กฌํ”„ํŠธยท์Šคํ† ๋ฆฌ๋ณด๋“œยทReference BoardยทDirectorยทBundle ์ž‘์—…์„ ์ ‘์Šต๋‹ˆ๋‹ค.
  • toobusy/Make โ€” ์ด๋ฏธ์ง€/์˜์ƒ ์ƒ์„ฑ ํŒŒ์ดํ”„๋ผ์ธ์„ ์ ‘์Šต๋‹ˆ๋‹ค.
  • toobusy/Image โ€” ๋ฐฐ๊ฒฝ ์ œ๊ฑฐยท์–ผ๊ตด ๋งˆ์Šคํ‚น ๊ฐ™์€ ์ด๋ฏธ์ง€ ์ „์ฒ˜๋ฆฌ ๋…ธ๋“œ.
  • toobusy/DreamID โ€” DreamID-Omni ํ† ํ‚นํ—ค๋“œ ๋…ธ๋“œ.

v0.3.0 / v0.3.1์—์„œ ํŠนํžˆ ๋‹ฌ๋ผ์ง„ ์ 

๋ ˆํผ๋Ÿฐ์Šค ๊ธฐ๋ฐ˜ ์ œ์ž‘ ์ƒํƒœ๊ณ„(Reference Board โ†’ Prompt Director โ†’ Flux2 Klein)๋ฅผ ์ฒ˜์Œ์œผ๋กœ ๊ณต๊ฐœํ–ˆ์Šต๋‹ˆ๋‹ค.

  • toobusy Reference Board ์ถ”๊ฐ€: ์ด๋ฏธ์ง€/์˜ค๋””์˜ค/ํ…์ŠคํŠธ/LoRA ์นด๋“œ๋ฅผ ํ•œ ๋ณด๋“œ์—์„œ ๊ตฌ์„ฑํ•ด ํ•˜๋‚˜์˜ TOOBUSY_BUNDLE๋กœ ๋ฌถ์Šต๋‹ˆ๋‹ค.
    • ์นด๋“œ ๋ถ€์ฐฉ ๋ชจ๋“ˆ: Erase Face(๋ชธ์˜ ์–ผ๊ตด ์ œ๊ฑฐ) / Keep Face Only(์–ผ๊ตด๋งŒ ๋‚จ๊ธฐ๊ธฐ) / Remove Background(๋ฐฐ๊ฒฝ ์ œ๊ฑฐ) โ€” ์นด๋“œ ์ด๋ฏธ์ง€์— ์„œ๋ฒ„์ธก์—์„œ ์ ์šฉ๋ฉ๋‹ˆ๋‹ค.
    • ํ…์ŠคํŠธ ์นด๋“œ(Goal/Style/Negative/Custom)์™€ ๋ ˆํผ๋Ÿฐ์Šค ์ด๋ฆ„ ์‚ฝ์ž… ์นฉ, ๋…๋ฆฝ LoRA ์นด๋“œ ๋ฐ Face ์นด๋“œ FaceSwap LoRA ๋“œ๋กญ๋‹ค์šด.
    • ์นด๋“œ ํ˜ธ๋ฒ„ ํ™•๋Œ€ ๋ฏธ๋ฆฌ๋ณด๊ธฐ, ๋“œ๋ž˜๊ทธ์•„์›ƒ(๋‹ค๋ฅธ ์•ฑ/๋ธŒ๋ผ์šฐ์ €๋กœ ์ด๋ฏธ์ง€ยท์˜ค๋””์˜ค ๋Œ์–ด๋‹ค ๋†“๊ธฐ), ์นด๋“œ ์ด๋ฏธ์ง€ ํด๋ฆญ/๋“œ๋กญ ๊ต์ฒด(์„ค์ • ์œ ์ง€), ์ด๋ฆ„ ์ถฉ๋Œ ์—†๋Š” ํ”„๋ฆฌ์…‹ ์ €์žฅ/๋กœ๋“œ.
  • toobusy Flux2 Klein Prompt Director ์ถ”๊ฐ€: Bundle์„ ๋ฐ›์•„ ๋ฒ„ํŠผ ํŒจ๋„๋กœ ์ตœ์ข… ํ”„๋กฌํ”„ํŠธ๋ฅผ ์กฐ๋ฆฝํ•ฉ๋‹ˆ๋‹ค. ์—ฐ๊ฒฐ๋œ Reference Board์˜ ๋“ฑ๋ก ์นด๋“œ๋งŒ ๋ฒ„ํŠผ์œผ๋กœ ๋™์  ํ‘œ์‹œ๋˜๊ณ , FaceSwap / Product Swap / Character Swap ํ”Œ๋ž˜๊ทธ์™€ Camera/Lighting/Style ํ”„๋ฆฌ์…‹ ์นฉ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.
  • toobusy Bundle Unpack / Bundle Get ์ถ”๊ฐ€: Bundle์—์„œ ์—ญํ• ๋ณ„ ์ด๋ฏธ์ง€ยท์˜ค๋””์˜คยทํ”„๋กฌํ”„ํŠธยทLoRA๋ฅผ ๊บผ๋ƒ…๋‹ˆ๋‹ค.
  • toobusy Background Remove(rembg) / Face Mask(YOLOโ†’mediapipeโ†’opencv) ์ถ”๊ฐ€(์„ ํƒ ์˜์กด์„ฑ): ๋ฐฐ๊ฒฝ ์ œ๊ฑฐ ๋ฐ ์–ผ๊ตด erase/keep ๋งˆ์Šคํ‚น.
  • toobusy DreamID-Omni Loader/Talker ์ถ”๊ฐ€(์„ ํƒ ์˜์กด์„ฑ): ์„ค์น˜๋œ DreamID-Omni ๋…ธ๋“œ์— ์œ„์ž„ํ•˜๋Š” ํ† ํ‚นํ—ค๋“œ ๊ณจ๊ฒฉ.
  • toobusy Flux2 Klein ๊ฐ•ํ™”: TOOBUSY_BUNDLE์„ ์ง์ ‘ ๋ฐ›์•„ ๋นˆ ๋ ˆํผ๋Ÿฐ์Šค ์Šฌ๋กฏ์„ ์ฑ„์šฐ๊ณ  ๋ฒˆ๋“ค LoRA๋ฅผ ์ ์šฉํ•ฉ๋‹ˆ๋‹ค. bundle_reference_order์— auto(๊ธฐ๋ณธ, Director ์Šค์™‘ ํ”Œ๋ž˜๊ทธ๋ฅผ ๋”ฐ๋ฆ„)ยทproduct_swapยทcharacter_swap์ด ์ถ”๊ฐ€๋์Šต๋‹ˆ๋‹ค.

ํ•ต์‹ฌ ํ๋ฆ„:

Reference Board (์ด๋ฏธ์ง€/์˜ค๋””์˜ค/ํ…์ŠคํŠธ/LoRA ์นด๋“œ + ๋ชจ๋“ˆ)
-> TOOBUSY_BUNDLE
-> Prompt Director (๋ฒ„ํŠผ์œผ๋กœ ํ”„๋กฌํ”„ํŠธ ์กฐ๋ฆฝ + ์Šค์™‘ ํ”Œ๋ž˜๊ทธ)
-> Flux2 Klein (๋ ˆํผ๋Ÿฐ์Šค ์ƒ์„ฑ)

v0.2.11์—์„œ ํŠนํžˆ ๋‹ฌ๋ผ์ง„ ์ 

  • toobusy Wan SCAIL Extend Sampler ํ”„๋ ˆ์ž„ ๊ณ„ํš ์ถ”๊ฐ€: frame_mode๋ฅผ target total๋กœ ๋‘๋ฉด ์›ํ•˜๋Š” ์ด ํ”„๋ ˆ์ž„๋งŒ ์ž…๋ ฅํ•˜๊ณ , ๋…ธ๋“œ๊ฐ€ base/extend ์ฒญํฌ๋ฅผ ์ž๋™ ๋ถ„ํ• ํ•ฉ๋‹ˆ๋‹ค. ๊ธฐ์กด +/- ๋ฐฉ์‹์€ manual segments๋กœ ๊ทธ๋Œ€๋กœ ์“ธ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  • SCAIL color_match ์กฐ์ ˆ ๊ฐ•ํ™”: color_match_strength์™€ color_sample์ด ์ถ”๊ฐ€๋˜์–ด, ํด๋กœ์ฆˆ์—…/์™€์ด๋“œ์ƒท ์ „ํ™˜์—์„œ ๋‹ค์Œ ์ฒญํฌ๊ฐ€ ํ•œ ์ƒ‰์œผ๋กœ ๋ฌผ๋“œ๋Š” ์ƒํ™ฉ์„ ์ค„์ด๊ธฐ ์‰ฌ์›Œ์กŒ์Šต๋‹ˆ๋‹ค.
  • SCAIL-2 ์˜ˆ์ œ ์›Œํฌํ”Œ๋กœ์šฐ ๊ต์ฒด: docs/workflows/wan21_scail2.json์„ ์ตœ์‹  SCAIL ๋…ธ๋“œ ์ค‘์‹ฌ ์˜ˆ์ œ๋กœ ๊ฐฑ์‹ ํ–ˆ์Šต๋‹ˆ๋‹ค.

v0.2.10์—์„œ ํŠนํžˆ ๋‹ฌ๋ผ์ง„ ์ 

  • toobusy Flux2 Klein ์ถ”๊ฐ€: Flux2 Klein 9B ๋ ˆํผ๋Ÿฐ์Šค ๊ทธ๋ž˜ํ”„๋ฅผ 1๋…ธ๋“œ๋กœ ์ ‘์—ˆ์Šต๋‹ˆ๋‹ค. ๋ ˆํผ๋Ÿฐ์Šค ์Šฌ๋กฏ์€ ์ตœ๋Œ€ 5๊ฐœ, LoRA ์Šฌ๋กฏ๋„ ์ตœ๋Œ€ 5๊ฐœ๊นŒ์ง€ ์“ธ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  • toobusy Load CLIP ์ถ”๊ฐ€: safetensors์™€ .gguf ํ…์ŠคํŠธ ์ธ์ฝ”๋”๋ฅผ ํ•œ ๋…ธ๋“œ๋กœ ๋กœ๋“œํ•ฉ๋‹ˆ๋‹ค. ํ† ํฐ ์ˆ˜๊ฐ€ ๋Š˜์–ด๋‚œ ์ปค์Šคํ…€/ํŒŒ์ธํŠœ๋‹ LLM๋„ ์ž„๋ฒ ๋”ฉ ํฌ๊ธฐ๋ฅผ ๋งž์ถฐ ๋กœ๋“œํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  • toobusy Z-Image Turbo ๊ฐ•ํ™”: positive_override / negative_override / latent_override / zit_control ์ž…๋ ฅ๊ณผ model / model_clean / clip / vae / positive / negative passthrough ์ถœ๋ ฅ์ด ์ถ”๊ฐ€๋˜์–ด, ์™ธ๋ถ€ ์ƒ˜ํ”Œ๋Ÿฌ ์—†์ด ํ•˜์ด๋ ˆ์ฆˆ ๋ฃจํ”„๋ฅผ ๋‹ซ๊ธฐ ์‰ฌ์›Œ์กŒ์Šต๋‹ˆ๋‹ค.
  • toobusy Hires Upscale ์ถ”๊ฐ€: 4x ์—…์Šค์ผ€์ผ ๋ชจ๋ธ โ†’ ๋ฆฌ์ƒ˜ํ”Œ โ†’ VAE Encode๋ฅผ ํ•œ ๋…ธ๋“œ๋กœ ๋ฌถ์—ˆ์Šต๋‹ˆ๋‹ค.
  • toobusy ZIT ControlNet ์ถ”๊ฐ€: depth/canny/pose ์ปจํŠธ๋กค์„ Z-Image Turbo์— ๋ชจ๋“ˆ์ฒ˜๋Ÿผ ์—ฐ๊ฒฐํ•ฉ๋‹ˆ๋‹ค.
  • toobusy Wan SCAIL Extend Sampler ๊ฐœ์„ : ์ต์Šคํ…๋“œ ์ฒญํฌ ์ƒ‰ ๋“œ๋ฆฌํ”„ํŠธ๋ฅผ ์ค„์ด๊ธฐ ์œ„ํ•ด color_anchor ์˜ต์…˜์ด ์ถ”๊ฐ€๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

๋Œ€ํ‘œ ๋ฐ๋ชจ

1. Wan SCAIL-2 โ€” ์˜์ƒ ์ƒ์„ฑ/์ต์Šคํ…๋“œ ๊ทธ๋ž˜ํ”„ ์ ‘๊ธฐ

toobusy Wan SCAIL-2 result preview

โ†‘ SCAIL-2 ๊ฒฐ๊ณผ ์˜์ƒ ๋ฏธ๋ฆฌ๋ณด๊ธฐ โ€” ํด๋ฆญํ•˜๋ฉด mp4. ์›Œํฌํ”Œ๋กœ์šฐ: wan21_scail2.json

2. Flux2 Klein โ€” ๋ ˆํผ๋Ÿฐ์Šค ์ด๋ฏธ์ง€ ๊ธฐ๋ฐ˜ ์ƒ์„ฑ ๊ทธ๋ž˜ํ”„ ์ ‘๊ธฐ

toobusy Flux2 Klein ์›Œํฌํ”Œ๋กœ์šฐ โ€” Load Image + Toobusy Flux2 Klein + Save Image

โ†‘ Load Image โ†’ toobusy Flux2 Klein โ†’ Save Image. ์›Œํฌํ”Œ๋กœ์šฐ: toobusy_flux2klein.json

toobusy Flux2 Klein์€ ๋ ˆํผ๋Ÿฐ์Šค ์ด๋ฏธ์ง€๋ฅผ ๋ฐ›์•„ Flux2 Klein 9B ์ƒ์„ฑ ์ฒด์ธ์„ ํ•œ ๋…ธ๋“œ๋กœ ์ ‘์Šต๋‹ˆ๋‹ค. ์ด ์˜ˆ์ œ๋Š” 9:16, 1MP, Euler, 4 steps ๊ธฐ์ค€์ด๋ฉฐ, ๋ ˆํผ๋Ÿฐ์Šค์˜ ์ธ๋ฌผ๊ณผ ์˜์ƒ ํŠน์ง•์„ ์œ ์ง€ํ•œ ์ „์‹  ์„ธ๋กœ ์ด๋ฏธ์ง€๋ฅผ ๋งŒ๋“œ๋Š” ํ๋ฆ„์ž…๋‹ˆ๋‹ค.

model_name : FLUX2\flux-2-klein-9b-kv-fp8.safetensors
clip_name  : flux2\qwen38BFluxKlein9BTE_38b.safetensors
vae_name   : flux2-vae.safetensors

3. Ideogram4 โ€” ํ•œ๊ตญ์–ด ์žฅ๋ฉด์—์„œ ๋ ˆ์ด์•„์›ƒ๊ณผ ์ด๋ฏธ์ง€๊นŒ์ง€

toobusy ์›Œํฌํ”Œ๋กœ์šฐ โ€” ํ•œ๊ตญ์–ด ์žฅ๋ฉด์„ Prompt Polish โ†’ Layout Builder โ†’ Ideogram4 T2I๋กœ ์ ‘๋Š” ๊ทธ๋ž˜ํ”„

โ†‘ Prompt Polish โ†’ Layout Builder โ†’ Ideogram4 T2I. ์›Œํฌํ”Œ๋กœ์šฐ: korean_scene_to_ideogram4.json

Ideogram4 sample result 1 Ideogram4 sample result 2 Ideogram4 sample result 3 Ideogram4 sample result 4

โ†‘ toobusy Ideogram ๊ณ„์—ด ๋…ธ๋“œ๋กœ ๋งŒ๋“  ๊ฒฐ๊ณผ โ€” ํด๋ฆญํ•˜๋ฉด ์›๋ณธ.

4. Z-Image Turbo โ€” t2i/img2img/latent-in ๊ทธ๋ž˜ํ”„๋ฅผ ํ•œ ๋…ธ๋“œ๋กœ

toobusy Z-Image Turbo ์›Œํฌํ”Œ๋กœ์šฐ โ€” Load Image + ํ•œ ๋…ธ๋“œ + Save Image

โ†‘ Z-Image Turbo ์˜ˆ์ œ ์›Œํฌํ”Œ๋กœ์šฐ. ๊ฒฐ๊ณผ ์˜ˆ์‹œ: z_image_turbo_sample.png

์™œ โ€œ์ ‘๊ธฐโ€์ธ๊ฐ€ โ€” Before โ†’ After

์„ค์น˜ํ•˜๋ฉด ๊ธฐ์กด ๊ทธ๋ž˜ํ”„๊ฐ€ ์งง์•„์ง‘๋‹ˆ๋‹ค. ๊ทธ๊ฒŒ toobusy์˜ ์•ฝ์†์ž…๋‹ˆ๋‹ค.

๋…ธ๋“œ Before After
Wan SCAIL Extend Sampler SCAIL-2 ์ƒ์„ฑ + ์ต์Šคํ…๋“œ + ์˜ค๋ฒ„๋žฉ ํŠธ๋ฆผ + ์ƒ‰๋ณด์ • ์ฒด์ธ 1 ๋…ธ๋“œ
Flux2 Klein Flux2 Klein 9B ๋ ˆํผ๋Ÿฐ์Šค ๊ทธ๋ž˜ํ”„ + KV cache + reference latent ์ฒด์ธ 1 ๋…ธ๋“œ
Z-Image Turbo UNET/CLIP/VAE ๋กœ๋” + LoRA + ์ธ์ฝ”๋”ฉ + ์ƒ˜ํ”Œ๋Ÿฌ + ๋””์ฝ”๋“œ 1 ๋…ธ๋“œ
ZIT ControlNet depth/canny/pose ์ „์ฒ˜๋ฆฌ + Fun-ControlNet-Union ํŒจ์น˜ ์ฒด์ธ 1 ๋…ธ๋“œ
Hires Upscale ์—…์Šค์ผ€์ผ ๋ชจ๋ธ ๋กœ๋“œ + ์—…์Šค์ผ€์ผ + ๋ฆฌ์ƒ˜ํ”Œ + VAE Encode 1 ๋…ธ๋“œ
Ideogram4 T2I ๋กœ์ปฌ Ideogram4 ๋กœ๋”/์ปจ๋””์…”๋‹/์Šค์ผ€์ค„๋Ÿฌ/์ƒ˜ํ”Œ๋Ÿฌ/๋””์ฝ”๋“œ ์ฒด์ธ 1 ๋…ธ๋“œ
LTX2.3 Compact AV Sampler LTX2.3 AV ์ƒ˜ํ”Œ๋ง ๋ธ”๋ก 1 ๋…ธ๋“œ
Keyframe Maker ๋ธŒ๋ฆฌํ”„ โ†’ ์ƒท ๋น„ํŠธ โ†’ ๋น„์ฃผ์–ผ ์•ต์ปค โ†’ ํ‚คํ”„๋ ˆ์ž„ โ†’ ์Šคํ† ๋ฆฌ 1 ๋…ธ๋“œ
Storyboard Board ์™ธ๋ถ€ ๋ณด๋“œ ์•ฑ + ์บก์ฒ˜ + ์ž„ํฌํŠธ ๋…ธ๋“œ ์•ˆ์—์„œ ๋ฐ”๋กœ
Paint Canvas ์™ธ๋ถ€ ํŽ˜์ธํŒ… ์•ฑ + ์ €์žฅ + Load Image ์™•๋ณต ๋…ธ๋“œ ์•ˆ์—์„œ ๋ฐ”๋กœ

์ƒˆ ๋…ธ๋“œ ์ถ”๊ฐ€ ๊ธฐ์ค€๋„ ๋™์ผํ•ฉ๋‹ˆ๋‹ค: โ€œ์ด๊ฒŒ ๊ท€์ฐฎ์€ ์—ฌ๋Ÿฌ ๋‹จ๊ณ„๋ฅผ ํ•˜๋‚˜๋กœ ์ ‘๋‚˜?โ€ โ€” Yes๋งŒ ๋“ค์–ด์˜ต๋‹ˆ๋‹ค.

ํ•„์š”ํ•œ ๊ฒƒ & ์ œ์•ฝ

์™„๋ฒฝํ•œ ์ฒ™๋ณด๋‹ค โ€œ์ด ์กฐ๊ฑด์—์„œ ๊ฒ€์ฆ๋จโ€ ์„ ์ ์Šต๋‹ˆ๋‹ค. ์ ‘๊ธฐ ๋…ธ๋“œ๋Š” ๋‚ด๋ถ€์—์„œ ์—ฌ๋Ÿฌ ComfyUI ๋…ธ๋“œ/๋ชจ๋ธ์„ ํ˜ธ์ถœํ•˜๋ฏ€๋กœ, ์ „์ œ๊ฐ€ ๊ฐ–์ถฐ์ ธ์•ผ ๋™์ž‘ํ•ฉ๋‹ˆ๋‹ค.

๋…ธ๋“œ ํ•„์š”ํ•œ ๊ฒƒ ์ œ์•ฝ / ๊ฒ€์ฆ ์กฐ๊ฑด
Wan SCAIL Extend Sampler ์™ธ๋ถ€ model/clip/vae ๋กœ๋” + reference_image + pose_video + ์ตœ์‹  ComfyUI SCAIL-2 ์ฝ”์–ด ์ฝ”์–ด WanSCAILToVideo์— SCAIL-2 ํ™•์žฅ ์ž…๋ ฅ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. SAM3/KJNodes/VHS๋Š” ์˜ˆ์ œ ์›Œํฌํ”Œ๋กœ์šฐ ์žฌํ˜„์— ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
Flux2 Klein Flux2 Klein 9B ๋ชจ๋ธ + Qwen3 ๊ณ„์—ด Flux2 ํ…์ŠคํŠธ ์ธ์ฝ”๋” + Flux2 VAE ๋ ˆํผ๋Ÿฐ์Šค #1์€ ๊ธฐ๋ณธ์ ์œผ๋กœ ์ถœ๋ ฅ ํฌ๊ธฐ ๊ธฐ์ค€์ด ๋ฉ๋‹ˆ๋‹ค. size_mode๋กœ ratio/manual ๊ฐ•์ œ๊ฐ€ ๊ฐ€๋Šฅํ•ฉ๋‹ˆ๋‹ค.
Z-Image Turbo Z-Image Turbo ๋””ํ“จ์ „ ๋ชจ๋ธ + lumina2 ํ…์ŠคํŠธ ์ธ์ฝ”๋” + VAE ๋ชจ๋ธ ํŒŒ์ผ์ด ComfyUI ๋ชจ๋ธ ํด๋”์— ์žˆ์–ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
ZIT ControlNet Z-Image-Turbo-Fun-Controlnet-Union ๋ชจ๋ธ ํŒจ์น˜ + ์„ ํƒ์  controlnet_aux depth/pose ์ „์ฒ˜๋ฆฌ๋Š” comfyui_controlnet_aux๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. Canny๋Š” ์ฝ”์–ด ๋…ธ๋“œ๋กœ ํด๋ฐฑํ•ฉ๋‹ˆ๋‹ค.
Ideogram4 T2I ๋กœ์ปฌ Ideogram4 ๋ชจ๋ธ + ComfyUI Ideogram4 ์ง€์› ๋…ธ๋“œ + UNET 2๊ฐœ(model/uncond) + ideogram4 CLIP ์›น API๊ฐ€ ์•„๋‹™๋‹ˆ๋‹ค. Ideogram4 ๋ฏธ์ง€์› ๋นŒ๋“œ์—์„œ๋Š” ์‹คํ–‰ ์‹œ์ ์— ์‹คํŒจํ•ฉ๋‹ˆ๋‹ค.
Keyframe Maker clip์— ํ…์ŠคํŠธ ์ƒ์„ฑ ๊ฐ€๋Šฅํ•œ ๋ชจ๋ธ + ComfyUI TextGenerate ๋…ธ๋“œ ์ถœ๋ ฅ ํ’ˆ์งˆ์€ ์—ฐ๊ฒฐํ•œ LLM์— ์ขŒ์šฐ๋ฉ๋‹ˆ๋‹ค.
LTX2.3 ComfyUI์— LTX 2.3 ๋…ธ๋“œ์…‹(LTXV*) + LTX ๋ชจ๋ธ/VAE/ํ…์ŠคํŠธ ์ธ์ฝ”๋” LTX ์ง€์›์ด ์—†๋Š” ํ™˜๊ฒฝ์—์„œ๋Š” ์‹คํ–‰ ์‹œ์ ์— ์‹คํŒจํ•ฉ๋‹ˆ๋‹ค.
Storyboard Board / Paint Canvas Pillowยทnumpyยทtorch ์ด๋ฏธ์ง€์™€ ๋ ˆ์ด์–ด ๋ฐ์ดํ„ฐ๋Š” ์›Œํฌํ”Œ๋กœ์šฐ์— ์ž„๋ฒ ๋“œ๋˜๋ฏ€๋กœ, ๋„ˆ๋ฌด ๋งŽ์ด ๋„ฃ์œผ๋ฉด JSON์ด ์ปค์งˆ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
Load CLIP safetensors ๋˜๋Š” .gguf ํ…์ŠคํŠธ ์ธ์ฝ”๋” .gguf๋Š” ComfyUI-GGUF๊ฐ€ ์„ค์น˜๋ผ ์žˆ์–ด์•ผ ๋กœ๋“œ๋ฉ๋‹ˆ๋‹ค. Text Generate์šฉ ํ”„๋กฌํ”„ํŠธ ์ธํ•ธ์„œ์—๋Š” Gemma ๊ณ„์—ด์ด ์•ˆ์ „ํ•ฉ๋‹ˆ๋‹ค.
Reference Board / Director / Bundle (์ฝ”์–ด ์˜์กด์„ฑ ์—†์Œ) Director๋Š” clip์— ํ…์ŠคํŠธ ์ƒ์„ฑ ๊ฐ€๋Šฅํ•œ ๋ชจ๋ธ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. ์นด๋“œ ๋ชจ๋“ˆ์„ ์“ฐ๋ฉด ์•„๋ž˜ ์„ ํƒ ์˜์กด์„ฑ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
Background Remove rembg + onnxruntime (์„ ํƒ) pip install -r custom_nodes/toobusy/requirements_rembg.txt. ๋ชจ๋ธ์€ ์ตœ์ดˆ ์‹คํ–‰ ์‹œ ๋‹ค์šด๋กœ๋“œ๋ฉ๋‹ˆ๋‹ค(GPU๋Š” onnxruntime-gpu).
Face Mask / ์นด๋“œ ์–ผ๊ตด ๋ชจ๋“ˆ opencv-python ํ•„์ˆ˜ + mediapipeยทultralytics YOLO face ๋ชจ๋ธ(์„ ํƒ) pip install -r custom_nodes/toobusy/requirements_facemask.txt. YOLO face ๋ชจ๋ธ(Face Detailer ๋ชจ๋ธ)์ด ์žˆ์œผ๋ฉด ์ž๋™ ์‚ฌ์šฉ, ์—†์œผ๋ฉด opencv๋กœ ํด๋ฐฑํ•ฉ๋‹ˆ๋‹ค.
DreamID-Omni ์„ค์น˜๋œ benjiyaya/ComfyUI_Dreamid-Omni ๋…ธ๋“œ + ํ•ด๋‹น ๋ชจ๋ธ pip install -r custom_nodes/toobusy/requirements_dreamid_omni.txt. toobusy ๋…ธ๋“œ๋Š” upstream์— ์œ„์ž„ํ•˜๋ฏ€๋กœ ๊ทธ์ชฝ ๋ชจ๋ธ/์˜์กด์„ฑ์ด ์žˆ์–ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

๋ชจ๋ธ ํŒŒ์ผ์€ ์ €์žฅ์†Œ์— ํฌํ•จํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค. ๊ฐ ๋ชจ๋ธ์€ ComfyUI์˜ ํ•ด๋‹น ํด๋”(diffusion_models/text_encoders/vae/loras/model_patches)์— ์ง์ ‘ ๋‘์„ธ์š”.

์˜ˆ์ œ ์›Œํฌํ”Œ๋กœ์šฐ

docs/workflows/์— โ€œ์—ด๋ฉด ๋Œ์•„๊ฐ€๋Š”โ€ ์›Œํฌํ”Œ๋กœ์šฐ๋ฅผ ๋‘ก๋‹ˆ๋‹ค.

  • wan21_scail2.json โ€” Wan 2.1 SCAIL-2 ๋ชจ์…˜ ํŠธ๋žœ์Šคํผ ์˜ˆ์ œ(36๋…ธ๋“œ). ๋ ˆํผ๋Ÿฐ์Šค ์ด๋ฏธ์ง€ + ๋Œ„์Šค ์˜์ƒ โ†’ toobusy Wan SCAIL Extend Sampler ์ค‘์‹ฌ ๊ตฌ์„ฑ์œผ๋กœ ๋ฒ ์ด์Šค ์ƒ์„ฑ + ์ต์Šคํ…๋“œ ํ๋ฆ„์„ ํ™•์ธํ•ฉ๋‹ˆ๋‹ค. ๊ฒฐ๊ณผ: wan21_scail2_sample.mp4.
  • toobusy_flux2klein.json โ€” toobusy Flux2 Klein ํ•œ ๋…ธ๋“œ๋กœ ๋ ˆํผ๋Ÿฐ์Šค ์ด๋ฏธ์ง€ ๊ธฐ๋ฐ˜ ์ƒ์„ฑ ๊ทธ๋ž˜ํ”„๋ฅผ ์ ‘๋Š” ์˜ˆ์ œ. Load Image โ†’ Flux2 Klein โ†’ Save Image ๊ตฌ์„ฑ์ž…๋‹ˆ๋‹ค.
  • korean_scene_to_ideogram4.json โ€” ํ•œ๊ตญ์–ด ์žฅ๋ฉด โ†’ Prompt Polish โ†’ Layout Builder โ†’ Ideogram4 T2I. ์ฒ˜์Œ ์‚ฌ์šฉ์ž๋Š” ์ด ์›Œํฌํ”Œ๋กœ์šฐ๋ฅผ ๋จผ์ € ์—ด์–ด ์ „์ฒด ํ๋ฆ„์„ ํ™•์ธํ•˜๋Š” ๊ฒƒ์„ ๊ถŒ์žฅํ•ฉ๋‹ˆ๋‹ค.
  • z_image_turbo.json โ€” toobusy Z-Image Turbo ํ•œ ๋…ธ๋“œ๋กœ t2i/img2img ๊ธฐ๋ณธ ๊ทธ๋ž˜ํ”„๋ฅผ ์ ‘๋Š” ์˜ˆ์ œ. image ์ž…๋ ฅ์— Load Image๋ฅผ ์—ฐ๊ฒฐํ•˜๋ฉด ์ž๋™์œผ๋กœ img2img๋กœ ์ „ํ™˜๋ฉ๋‹ˆ๋‹ค.

์ถ”์ฒœ ์กฐํ•ฉ

Wan SCAIL-2 ๋ชจ์…˜ ํŠธ๋žœ์Šคํผ / ์ต์Šคํ…๋“œ

reference_image + pose_video
-> Wan SCAIL Extend Sampler
-> video / preview frames

SCAIL-2 ์˜ˆ์ œ๋Š” ์—ฌ๋Ÿฌ ์ „์ฒ˜๋ฆฌ์™€ ์ต์Šคํ…๋“œ ๋‹จ๊ณ„๋ฅผ ํ•˜๋‚˜๋กœ ์ ‘๋Š” ํ๋ฆ„์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค. ์„ธ๊ทธ๋จผํŠธ/๋งˆ์Šคํฌ/๋น„๋””์˜ค ์ €์žฅ ์ชฝ ์ปค์Šคํ…€ ๋…ธ๋“œ๋Š” ์˜ˆ์ œ ์›Œํฌํ”Œ๋กœ์šฐ ์•ˆ์˜ Note๋ฅผ ํ™•์ธํ•˜์„ธ์š”.

Reference Board โ†’ Director โ†’ Flux2 Klein (๋ ˆํผ๋Ÿฐ์Šค ์ œ์ž‘ ํ๋ฆ„)

Reference Board (์บ๋ฆญํ„ฐ/์–ผ๊ตด/์˜์ƒ/์ œํ’ˆ/๋ฐฐ๊ฒฝ ์นด๋“œ + ๋ชจ๋“ˆ)
-> toobusy_bundle
-> Prompt Director (๋ฒ„ํŠผ์œผ๋กœ ํ”„๋กฌํ”„ํŠธ ์กฐ๋ฆฝ + FaceSwap/ProductSwap/CharacterSwap)
-> Flux2 Klein (bundle_reference_order = auto)
-> image

์บ๋ฆญํ„ฐ ์Šค์™‘ ์˜ˆ: Reference Board์— Character A(์œ ์ง€ํ•  ์žฅ๋ฉด/ํฌ์ฆˆ)์™€ Character B(๋„ฃ์„ ์ธ๋ฌผ)๋ฅผ ๋“ฑ๋กํ•˜๊ณ , Director์—์„œ Character Swap ๋ฒ„ํŠผ + ๋‘ ์นด๋“œ๋ฅผ ์„ ํƒํ•œ ๋’ค Goal ํ…์ŠคํŠธ ์นด๋“œ์— ์˜๋„๋ฅผ ์ ์Šต๋‹ˆ๋‹ค. Flux2 Klein์€ auto๋กœ ์Šค์™‘ ์ˆœ์„œ๋ฅผ ๋”ฐ๋ผ๊ฐ‘๋‹ˆ๋‹ค. ํŽ˜์ด์Šค ์Šค์™‘์€ ๋ชธ ์นด๋“œ์— Erase Face, ์–ผ๊ตด ์†Œ์Šค ์นด๋“œ์— Keep Face Only ๋ชจ๋“ˆ์„ ๋ถ™์ด๋ฉด ๋” ๊น”๋”ํ•ฉ๋‹ˆ๋‹ค.

Flux2 Klein ๋ ˆํผ๋Ÿฐ์Šค ์ƒ์„ฑ

Load Image
-> reference_1_image
-> Flux2 Klein
-> image / latent / model / model_clean / clip / vae / positive

๋ ˆํผ๋Ÿฐ์Šค ์Šฌ๋กฏ์€ ์ตœ๋Œ€ 5๊ฐœ๊นŒ์ง€ ํ™•์žฅํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๊ธฐ๋ณธ size_mode๋Š” from reference๋ผ์„œ reference #1์˜ ํฌ๊ธฐ๋ฅผ ๋”ฐ๋ฆ…๋‹ˆ๋‹ค. ์„ธ๋กœ ์ˆ์„ ๊ฐ•์ œํ•˜๊ณ  ์‹ถ์œผ๋ฉด ์˜ˆ์ œ์ฒ˜๋Ÿผ size_mode๋ฅผ ratio + megapixels, ratio_preset์„ 9:16์œผ๋กœ ๋‘ก๋‹ˆ๋‹ค.

Z-Image Turbo ํ•˜์ด๋ ˆ์ฆˆ ๋ฃจํ”„

Z-Image Turbo
-> Hires Upscale
-> Z-Image Turbo(latent_override)

์ฒซ ๋ฒˆ์งธ Z-Image Turbo์˜ image / latent / vae / positive / negative ์ถœ๋ ฅ์„ ์žฌ์‚ฌ์šฉํ•˜๋ฉด, ์™ธ๋ถ€ ๋กœ๋”๋‚˜ CLIPTextEncode๋ฅผ ๋ฐ˜๋ณตํ•ด์„œ ๊น”์ง€ ์•Š๊ณ  2์ฐจ ํŒจ์Šค๋ฅผ ๊ตฌ์„ฑํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

Z-Image Turbo + ControlNet

Paint Canvas ๋˜๋Š” Load Image
-> ZIT ControlNet(depth/canny/pose)
-> Z-Image Turbo(zit_control)

ZIT ControlNet์„ ์—ฐ๊ฒฐํ•˜์ง€ ์•Š์œผ๋ฉด ๊ธฐ์กด Z-Image Turbo ๋™์ž‘๊ณผ ๋™์ผํ•ฉ๋‹ˆ๋‹ค.

Storyboard โ†’ ์˜์ƒ ๊ธฐํš

Storyboard Board์—์„œ ์ด๋ฏธ์ง€ ์นด๋“œ ๋ฐฐ์น˜
-> K๋กœ ํ‚คํ”„๋ ˆ์ž„ ๋งˆํ‚น
-> keyframes ์ถœ๋ ฅ
-> ์˜์ƒ ์ƒ์„ฑ/๊ธฐํš ๋…ธ๋“œ๋กœ ์—ฐ๊ฒฐ

์ด๋ฏธ์ง€ ๋ณด๋“œ๊ฐ€ ๋‹จ์ˆœ ๋ฉ”๋ชจ์žฅ์ด ์•„๋‹ˆ๋ผ, ์‹ค์ œ IMAGE ๋ฐฐ์น˜ ์ถœ๋ ฅ์œผ๋กœ ์ด์–ด์ง€๋Š” ํ‚คํ”„๋ ˆ์ž„ ํ—ˆ๋ธŒ๊ฐ€ ๋ฉ๋‹ˆ๋‹ค.

FAQ / Troubleshooting

Ideogram4 T2I๊ฐ€ ์™œ ์•ˆ ๋Œ์•„๊ฐ€๋‚˜์š”?

์ด ๋…ธ๋“œ๋Š” ์›น Ideogram API ํ˜ธ์ถœ ๋…ธ๋“œ๊ฐ€ ์•„๋‹™๋‹ˆ๋‹ค. ๋กœ์ปฌ Ideogram4 ๋ชจ๋ธ๊ณผ ComfyUI์˜ Ideogram4 ์ง€์› ๋…ธ๋“œ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.

Z-Image Turbo์—์„œ ๋ชจ๋ธ์ด ์ด์ƒํ•˜๊ฒŒ ์žกํž™๋‹ˆ๋‹ค.

v0.2.10๋ถ€ํ„ฐ ํŒŒ์ผ๋ช… ํผ์ง€ ์Šค์บ”์œผ๋กœ Z-Image ๋ชจ๋ธ/ํ…์ŠคํŠธ ์ธ์ฝ”๋”/VAE๋ฅผ ์ž๋™ ๊ฐ์ง€ํ•ฉ๋‹ˆ๋‹ค. ๊ทธ๋ž˜๋„ ์—‰๋šฑํ•œ ํŒŒ์ผ์ด ์žกํžˆ๋ฉด model_name / clip_name / vae_name์„ ์ง์ ‘ ์ง€์ •ํ•˜์„ธ์š”.

Z-Image Turbo 2์ฐจ ํŒจ์Šค์—์„œ ์–ด๋–ค model ์ถœ๋ ฅ์„ ์จ์•ผ ํ•˜๋‚˜์š”?

๊ฐ™์€ ํ•ด์ƒ๋„์™€ ๊ฐ™์€ ์ปจํŠธ๋กค ์กฐ๊ฑด์„ ์ด์–ด๊ฐˆ ๋•Œ๋Š” model์„ ์จ๋„ ๋ฉ๋‹ˆ๋‹ค. ๋‹ค๋ฅธ ํ•ด์ƒ๋„ 2์ฐจ ํŒจ์Šค๋‚˜ LoRA๋ฅผ ๋ฐ”๊ฟ” ๋ผ์šฐ๋Š” ํ๋ฆ„์ด๋ผ๋ฉด model_clean์ด ๋” ์•ˆ์ „ํ•ฉ๋‹ˆ๋‹ค.

Flux2 Klein์—์„œ ์ „์‹  ์„ธ๋กœ์ƒท์ด ์ž˜๋ฆฌ๋ฉด?

ํ”„๋กฌํ”„ํŠธ์— full-length, head to toe, entire body visible, standing upright, both feet on the ground์ฒ˜๋Ÿผ ๊ตฌ๋„ ์ œ์•ฝ์„ ๋ช…ํ™•ํžˆ ๋„ฃ๊ณ , ratio + megapixels์—์„œ 9:16 ์„ธ๋กœ ๋น„์œจ์„ ๋จผ์ € ๊ณ ์ •ํ•˜์„ธ์š”.

Load CLIP์œผ๋กœ Llama/Dolphin GGUF๋ฅผ ๋กœ๋“œํ–ˆ๋Š”๋ฐ Text Generate๊ฐ€ ์•ˆ ๋ฉ๋‹ˆ๋‹ค.

๋กœ๋“œ ์ž์ฒด์™€ generate() ์ง€์›์€ ๋‹ค๋ฆ…๋‹ˆ๋‹ค. ComfyUI ๋ž˜ํผ์ƒ Text Generate ํ”„๋กฌํ”„ํŠธ ์ธํ•ธ์„œ๋กœ๋Š” Gemma ๊ณ„์—ด์ด ๊ฐ€์žฅ ์•ˆ์ „ํ•ฉ๋‹ˆ๋‹ค.

๋…ธ๋“œ ๋ชฉ๋ก์— toobusy MiniMax H3 Semantic Reference๊ฐ€ ์—†์Šต๋‹ˆ๋‹ค.

์„ค์น˜๋œ ๋ฒ„์ „์ด 0.4.8 ์ดํ•˜์ž…๋‹ˆ๋‹ค. ์ด ๋…ธ๋“œ๋Š” 0.4.9์—์„œ ์ถ”๊ฐ€๋์Šต๋‹ˆ๋‹ค. ํŒจํ‚ค์ง€๋Š” ์˜ค๋ฅ˜ ์—†์ด ์„ค์น˜๋˜๊ณ  ๋‚˜๋จธ์ง€ toobusy ๋…ธ๋“œ๋„ ์ „๋ถ€ ์ •์ƒ ๋™์ž‘ํ•˜๊ธฐ ๋•Œ๋ฌธ์— ์„ค์น˜ ์‹คํŒจ์ฒ˜๋Ÿผ ๋ณด์ด์ง€ ์•Š๋Š” ๊ฒƒ์ด ํ•จ์ •์ž…๋‹ˆ๋‹ค. ์žฌ์„ค์น˜ํ•ด๋„ ๊ฐ™์€ 0.4.8์„ ๋‹ค์‹œ ๋ฐ›์Šต๋‹ˆ๋‹ค.

๋…ธ๋“œ ์ฒ˜์Œ ๋“ค์–ด๊ฐ„ ๋ฒ„์ „
toobusy MiniMax H3 Image Latent v0.4.8
toobusy MiniMax H3 Semantic Reference v0.4.9
toobusy MiniMax H3 Reference Manifest v0.4.9
toobusy MiniMax H3 Optional Reference v0.4.9

custom_nodes/toobusy/pyproject.toml์˜ version ๊ฐ’์œผ๋กœ ์„ค์น˜๋œ ๋ฒ„์ „์„ ํ™•์ธํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ํ•ด๊ฒฐ์€ ์œ„ Quick Start์˜ git clone ๋˜๋Š” Manager์˜ Install via Git URL ์ž…๋‹ˆ๋‹ค.

toobusy ๋…ธ๋“œ๊ฐ€ ํ•˜๋‚˜๋„ ์•ˆ ๋ณด์ž…๋‹ˆ๋‹ค.

v0.4.11๋ถ€ํ„ฐ๋Š” ์„ ํƒ ์˜์กด์„ฑ์ด ๋น ์ ธ๋„ ๊ทธ ํŒจํ‚ค์ง€ ํ•˜๋‚˜๋งŒ ๋น ์ง€๊ณ  ๋‚˜๋จธ์ง€ ๋…ธ๋“œ๋Š” ๊ทธ๋Œ€๋กœ ๋กœ๋“œ๋ฉ๋‹ˆ๋‹ค. ๊ทธ๋ž˜๋„ ์ „๋ถ€ ์•ˆ ๋ณด์ธ๋‹ค๋ฉด ComfyUI ์‹œ์ž‘ ๋กœ๊ทธ์—์„œ [toobusy] skipped node package ... ์ค„์„ ์ฐพ์œผ์„ธ์š”. ์–ด๋–ค ํŒจํ‚ค์ง€๊ฐ€ ์™œ ๋น ์กŒ๋Š”์ง€์™€, ์–ด๋–ค requirements_*.txt๋ฅผ ์„ค์น˜ํ•ด์•ผ ํ•˜๋Š”์ง€๊ฐ€ ๊ทธ ์ค„์— ๋‚˜์˜ต๋‹ˆ๋‹ค.

์›Œํฌํ”Œ๋กœ์šฐ JSON์ด ๋„ˆ๋ฌด ์ปค์ง‘๋‹ˆ๋‹ค.

Storyboard Board์™€ Paint Canvas๋Š” ์ด๋ฏธ์ง€๋ฅผ board_data / canvas_data์— ์ž„๋ฒ ๋“œํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฏธ์ง€๋‚˜ ๋ ˆ์ด์–ด๊ฐ€ ๋งŽ์„์ˆ˜๋ก ์›Œํฌํ”Œ๋กœ์šฐ JSON์ด ์ปค์ง‘๋‹ˆ๋‹ค.

๋กœ๋“œ๋งต

๋‹จ๊ธฐ ๊ณ„ํš:

  1. Reference Board ์นด๋“œ์šฉ ๋งˆ์Šคํฌ ์—๋””ํ„ฐ(์ˆ˜๋™) + ์˜์ƒ ๊ต์ฒด ๋งˆ์Šคํ‚น(์บ๋ฆญํ„ฐ=์˜์ƒ ์ œ๊ฑฐ, ์˜์ƒ ์ด๋ฏธ์ง€=์˜์ƒ๋งŒ ๋‚จ๊ธฐ๊ธฐ).
  2. ๊ณ ํ’ˆ์งˆ ํŽ˜์ด์Šค ์Šค์™‘์„ ์œ„ํ•œ insightface ์˜ต์…˜ ๊ฒ€ํ† .
  3. ๋ ˆํผ๋Ÿฐ์Šค ์ œ์ž‘ ํ๋ฆ„ ์˜ˆ์ œ ์›Œํฌํ”Œ๋กœ์šฐ ์ถ”๊ฐ€, ๋…ธ๋“œ๋ณ„ ์ƒ์„ธ๋Š” docs/๋กœ ๋ถ„๋ฆฌ.

๋ผ์ด์„ ์Šค

์ด ์ €์žฅ์†Œ์˜ ๋ผ์ด์„ ์Šค๋Š” LICENSE๋ฅผ ํ™•์ธํ•˜์„ธ์š”.

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