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Wan 2.1 T2V 14B on 20 GB of VRAM

Yes, but only just: FP8 leaves 1.4 GB free on 20 GB. Alibaba's 14B text-to-video model. Figures assume a short clip at 480p; higher resolution and more frames need more memory.

Video model · 14BAny 20 GB GPUData 2026-10-01
Runs well
Yes, just.

FP8 (14.3 GB) fits with only 1.4 GB to spare (about 18.6 GB of 20 GB).

Best fileFP8
File size14.3 GB
VRAM needed~18.6 GB
System RAM32 GB+
Memory map · 20 GB GPU18.6 GB / 20 GB
010 GB20 GB
Weights FP8 · 14.3 GBWorking memory · 3.5 GBReserve · 0.8 GBFree · 1.4 GB

Got an RTX 40 or 50? Swap Q8_0 for FP8 (14.3 GB): same quality class, computed natively there.

01What to download

PartFileFolderSize
Modelwan2.1_t2v_14B_fp8_e4m3fn.safetensors
FP8 · Comfy-Org/Wan_2.1_ComfyUI_repackaged
models/diffusion_models14.3 GBDownload →
Text encoderumt5_xxl_fp8_e4m3fn_scaled.safetensors
UMT5-XXL FP8 (scaled) · Comfy-Org/Wan_2.1_ComfyUI_repackaged
models/text_encoders6.7 GBDownload →
VAEwan_2.1_vae.safetensors
Wan 2.1 VAE · Comfy-Org/Wan_2.1_ComfyUI_repackaged
models/vae0.3 GBDownload →
Total download · keep about the same free on disk21.3 GB

Alternatives: UMT5-XXL FP16 (11.4 GB). Sizes from Hugging Face, 2026-10-01.

02Every file, on 20 GB

FileSizeNeededOn this cardQualityDownload
16-bit
SAFETENSORS · Comfy-Org
28.6 GB32.9 GB12.9 GB too bigthe original weightsHugging Face →
Q8_0
GGUF · city96
15.9 GB20.2 GBspills 0.2 GBpractically identical to the originalHugging Face →
FP8 ←
SAFETENSORS · Comfy-Org
14.3 GB18.6 GBfits · 1.4 GB sparepractically identical to the originalHugging Face →
Q6_K
GGUF · city96
12.5 GB16.8 GBfits · 3.2 GB sparevery close to the originalHugging Face →
Q5_K_M
GGUF · city96
11.3 GB15.6 GBfits · 4.4 GB spareclose; small differences in fine detailHugging Face →
Q4_K_M
GGUF · city96
10.1 GB14.4 GBfits · 5.6 GB sparegood; some loss in fine detail and textHugging Face →
Q3_K_M
GGUF · city96
7.6 GB11.9 GBfits · 8.1 GB sparenoticeable loss of detailHugging Face →

“Needed” adds 3.5 GB of working memory for Wan 2.1 14B and a 0.8 GB reserve. Sizes 2026-10-01.