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Boogu-Image (Turbo) on 12 GB of VRAM

Not at full quality. The 16-bit and 8-bit files are too big for 12 GB; the largest that fits is Q5_1 (8.6 GB). A 10B model from June 2026 that generates and edits in one. Turbo needs about 4 steps; Base and the separate Edit checkpoints are the same size.

Image model · 10.29BAny 12 GB GPUData 2026-10-01
Runs
Yes, with a compressed file.

Q5_1 (8.6 GB) fits with only 0.8 GB to spare (about 11.2 GB of 12 GB). Quality: close; small differences in fine detail. For better quality, FP8 (10.3 GB) also runs, with about 0.9 GB spilling into system RAM - a little slower, still practical.

Best fileQ5_1
File size8.6 GB
VRAM needed~11.2 GB
System RAM32 GB+
Memory map · 12 GB GPU11.2 GB / 12 GB
06 GB12 GB
Weights Q5_1 · 8.6 GBWorking memory · 1.8 GBReserve · 0.8 GBFree · 0.8 GB

Also try the FP8 file (10.3 GB) on NVIDIA GPUs. It does not fit entirely, but a current ComfyUI streams the overflow from RAM and native 8-bit files often beat a small GGUF that does fit. Dynamic VRAM →

01What to download

PartFileFolderSize
Modelboogu-turbo-dit-Q5_1.gguf
Q5_1 · realrebelai/Boogu-Image-Turbo_GGUFs
models/unet8.6 GBDownload →
Text encoderqwen3vl_8b_fp8_scaled.safetensors
Qwen3-VL 8B FP8 · Comfy-Org/Boogu-Image
models/text_encoders10.6 GBDownload →
VAEflux1_vae_bf16.safetensors
FLUX.1 VAE BF16 · Comfy-Org/Boogu-Image
models/vae0.2 GBDownload →
Total download · keep about the same free on disk19.4 GB

Sizes from Hugging Face, 2026-10-01.

02Every file, on 12 GB

FileSizeNeededOn this cardQualityDownload
16-bit
SAFETENSORS · Comfy-Org
20.6 GB23.2 GB11.2 GB too bigthe original weightsHugging Face →
Q8_0
GGUF · realrebelai
11.6 GB14.2 GB2.2 GB too bigpractically identical to the originalHugging Face →
FP8
SAFETENSORS · Comfy-Org
10.3 GB12.9 GBspills 0.9 GBpractically identical to the originalHugging Face →
INT8
SAFETENSORS · Comfy-Org
11.4 GB14.0 GBspills 2.0 GBpractically identical to the originalHugging Face →
Q5_1 ←
GGUF · realrebelai
8.6 GB11.2 GBfits · 0.8 GB spareclose; small differences in fine detailHugging Face →
Q4_1
GGUF · realrebelai
7.4 GB10.0 GBfits · 2.0 GB sparegood; some loss in fine detail and textHugging Face →

“Needed” adds 1.8 GB of working memory for Boogu-Image and a 0.8 GB reserve. Sizes 2026-10-01.