Model reference · open weights

Wan2.2-S2V

Wan2.2-S2V is an open-weight video model from FastVideo, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Video FastVideo 1 variants 15 downloads/mo
Request this model on EU hardware All served models Not on the shared API today — deployed on request.

About

What Wan2.2-S2V is

Wan2.2-S2V-14B (Diffusers layout) This is Wan-AI/Wan2.2-S2V-14B — a model that animates a picture of a person in sync with a voice recording — repacked into the folder layout that FastVideo loads. No weights were changed. The video model tensors are byte-identical copies of the official release. The text encoder, VAE, tokenizer and scheduler come from Wan-AI's own Diffusers release of Wan2.1 (the same weights S2V uses), and the wav2vec2 speech encoder is the one bundled inside the official S2V repo. Made with scripts/checkpointconversion/wans2vtodiffusers.py from FastVideo PR #1683. Verification status - Checked: all 1260 video-model tensors load into FastVideo's model with the correct names and shapes (the conversion script verifies this automatically and refuses to produce output otherwise). - Not yet checked: end-to-end video generation on a GPU. If you run it and find problems, please comment on the PR above. Usage (with FastVideo, once PR #1683 is merged)

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

MakerFastVideo
TypeVideo models
Parameters (lead)16.3B
Variants1
Runs withdiffusers
Based onWan-AI/Wan2.2-S2V-14B
Released2026-08-15
Popularity15 downloads / month
LicenceOpen weights

How it works

How video models work

Prompt / imagestart pointTemporal diffusionframes over timeVideoMP4 clipA video model generates a sequence of coherent frames from your prompt or a starting image.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
Wan2.2-S2V-14B-Diffusers16.3BBF16~37.5 GBWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys fastvideo-wan2-2-s2v for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (fastvideo-wan2-2-s2v below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/videos/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"fastvideo-wan2-2-s2v","prompt":"a drone shot over a forest"}'

Details

Languages, data & research

Tags

diffusers safetensors image-to-video diffusers:WanSpeechToVideoPipeline

Licence

Open weights

Open weights under apache-2.0 — commercial use is permitted. Deploy it on AxForge EU hardware on request. Read the licence ↗

Sources

Weights & code

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