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Qwen-Image-Edit (2511) 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 Q2_K (7.5 GB). The editing version of Qwen-Image, release 2511. Same 20B size and the same text encoder as Qwen-Image.

Image model · 20BAny 12 GB GPUData 2026-10-01
Tight
Only just.

Q2_K (7.5 GB) fits with only 1.5 GB to spare (about 10.5 GB of 12 GB). Quality: heavy loss; a last resort. For better quality, Q3_K_M (9.9 GB) also runs, with about 0.9 GB spilling into system RAM - a little slower, still practical.

Best fileQ2_K
File size7.5 GB
VRAM needed~10.5 GB
System RAM32 GB+
Memory map · 12 GB GPU10.5 GB / 12 GB
06 GB12 GB
Weights Q2_K · 7.5 GBWorking memory · 2.2 GBReserve · 0.8 GBFree · 1.5 GB

Also try the FP8 file (20.5 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 →

02Every file, on 12 GB

FileSizeNeededOn this cardQualityDownload
16-bit
SAFETENSORS · Comfy-Org
40.9 GB43.9 GB31.9 GB too bigthe original weightsHugging Face →
Q8_0
GGUF · unsloth
21.8 GB24.8 GB12.8 GB too bigpractically identical to the originalHugging Face →
FP8
SAFETENSORS · Comfy-Org
20.5 GB23.5 GB11.5 GB too bigpractically identical to the originalHugging Face →
Q6_K
GGUF · unsloth
16.9 GB19.9 GB7.9 GB too bigvery close to the originalHugging Face →
Q5_K_M
GGUF · unsloth
15.0 GB18.0 GB6.0 GB too bigclose; small differences in fine detailHugging Face →
Q4_K_M
GGUF · unsloth
13.2 GB16.2 GB4.2 GB too biggood; some loss in fine detail and textHugging Face →
Q3_K_M
GGUF · unsloth
9.9 GB12.9 GBspills 0.9 GBnoticeable loss of detailHugging Face →
Q2_K ←
GGUF · unsloth
7.5 GB10.5 GBfits · 1.5 GB spareheavy loss; a last resortHugging Face →

“Needed” adds 2.2 GB of working memory for Qwen-Image-Edit and a 0.8 GB reserve. Sizes 2026-10-01.

03What to download

PartFileFolderSize
Modelqwen-image-edit-2511-Q2_K.gguf
Q2_K · unsloth/Qwen-Image-Edit-2511-GGUF
models/unet7.5 GBDownload →
Text encoderqwen_2.5_vl_7b_fp8_scaled.safetensors
Qwen2.5-VL 7B FP8 · Comfy-Org/Qwen-Image_ComfyUI
models/text_encoders9.4 GBDownload →
VAEqwen_image_vae.safetensors
Qwen-Image VAE · Comfy-Org/Qwen-Image_ComfyUI
models/vae0.3 GBDownload →
Total download · keep about the same free on disk17.1 GB

Alternatives: Qwen2.5-VL 7B BF16 (16.6 GB). Sizes from Hugging Face, 2026-10-01.

Free ComfyUI workflow, tested on my RTX 5060 Ti: GGUF Q4_K_M + 4-step LoRA workflow (.json). Drag the file into ComfyUI. All workflows →