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Wan 2.2 S2V 14B on 6 GB of VRAM

Not realistically: the smallest Wan 2.2 S2V file still needs about 14 GB. Sound-to-video: a talking or singing person from one image plus an audio track.

Video model · 16.3BAny 6 GB GPUData 2026-10-01
No
No, not realistically.

Even the smallest file (Q2_K, 9.5 GB) needs about 14.3 GB, far beyond 6 GB. It may start with heavy offloading, but this is not a realistic everyday setup. Pick a smaller model or a GPU with more memory.

Best fileQ2_K
File size9.5 GB
VRAM needed~14.3 GB
System RAM32 GB+
Memory map · 6 GB GPU14.3 GB needed · 8.3 GB over 6 GB
07 GB14 GB
Weights Q2_K · 9.5 GBWorking memory · 4.0 GBReserve · 0.8 GBSpills to system RAM · 8.3 GB

Also try the FP8 file (16.4 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 6 GB

FileSizeNeededOn this cardQualityDownload
16-bit
SAFETENSORS · Comfy-Org
32.6 GB37.4 GB31.4 GB too bigthe original weightsHugging Face →
Q8_0
GGUF · QuantStack
19.6 GB24.4 GB18.4 GB too bigpractically identical to the originalHugging Face →
FP8
SAFETENSORS · Comfy-Org
16.4 GB21.2 GB15.2 GB too bigpractically identical to the originalHugging Face →
Q6_K
GGUF · QuantStack
16.2 GB21.0 GB15.0 GB too bigvery close to the originalHugging Face →
Q5_K_M
GGUF · QuantStack
15.0 GB19.8 GB13.8 GB too bigclose; small differences in fine detailHugging Face →
Q4_K_M
GGUF · QuantStack
13.9 GB18.7 GB12.7 GB too biggood; some loss in fine detail and textHugging Face →
Q3_K_M
GGUF · QuantStack
11.4 GB16.2 GB10.2 GB too bignoticeable loss of detailHugging Face →
Q2_K ←
GGUF · QuantStack
9.5 GB14.3 GB8.3 GB too bigheavy loss; a last resortHugging Face →

“Needed” adds 4 GB of working memory for Wan 2.2 S2V and a 0.8 GB reserve. Sizes 2026-10-01.

03What to download

PartFileFolderSize
ModelWan2.2-S2V-14B-Q2_K.gguf
Q2_K · QuantStack/Wan2.2-S2V-14B-GGUF
models/unet9.5 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_2.2_ComfyUI_Repackaged
models/vae0.3 GBDownload →
Also neededwav2vec2_large_english_fp16.safetensors
wav2vec2 large English FP16 (audio encoder) · Comfy-Org/Wan_2.2_ComfyUI_Repackaged
models/audio_encoders0.6 GBDownload →
Total download · keep about the same free on disk17.1 GB

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

04The text encoder

Take the smallest UMT5-XXL + wav2vec2 file (3.7 GB): it is the only one that fits in 6 GB on its own. Sizes: 16-bit 11.4 GB, FP8 6.7 GB, GGUF Q4_K_M 3.7 GB (plus the wav2vec2 audio encoder (0.6 GB)). Why the encoder does not count against VRAM →