Model reference · open weights

FastVideo-FastH3-4-step-Dense-DataFree-INT6

Available as managed deployment Licence fee Video FastVideo Text→video 1 variants 0 dl/mo

FastVideo-FastH3-4-step-Dense-DataFree-INT6 is an open-weight video model from FastVideo. AxForge deploys and operates it for you on dedicated EU-owned hardware — with the licence handled where one is required.

Available as managed deployment — configured and operated for you on dedicated EU hardware, quoted per deployment.

What it is

Released byFastVideo
TypeVideo models
TaskText→video
Runs withfastvideo
Based onFastVideo/FastVideo-FastH3-4-step-Preview-v1-Dense-DataFree
Released2026-09-01
Popularity0 downloads / month
LicenceCommercial licence needed

About

What FastVideo-FastH3-4-step-Dense-DataFree-INT6 is

This repository contains the ready-to-run INT6 MLX DiT for FastVideo/FastVideo-FastH3-4-step-Preview-v1-Dense-DataFree. It avoids the local conversion step and its temporary unified-memory requirement on Apple silicon.

The checkpoint is the dense-attention, step-1000, four-forward Preview v1 model. Quantization is affine, weight-only INT6 with group size 64. Activations remain BF16. This export is dense-only and does not support --vsa.

Read the full model card

Files

FilePurpose
mlx_h3_dit.safetensorsQuantized H3 DiT weights, 15.41 GiB
mlx_h3_dit.jsonArchitecture, quantization, and cached AdaLN schedule
conversion_manifest.jsonSource revision, converter version, validation, and checksums

Weights SHA-256: fc585db6855f1209c288a9b593e617ec6ae9eecc7fde521abb622e244c742681

Download

Download the shared H3 components once. They include the tokenizer, Qwen3-VL text encoder, video VAE, and audio VAE:

hf download FastVideo/FastVideo-FastH3-4-step-Preview-v1-Dense-DataFree \
  --revision f624f08c6c279ab43534c003e556fc5b295b6558 \
  --local-dir ./FastH3-Preview-v1-Dense-DataFree

Then download this ready-to-run MLX DiT:

hf download FastVideo/FastVideo-FastH3-4-step-Preview-v1-Dense-DataFree-MLX-INT6 \
  --local-dir ./FastH3-MLX-INT6

Run on Apple silicon

From a current FastVideo checkout:

uv venv --python 3.12 --seed
source .venv/bin/activate
uv pip install -e ".[mlx]"
python examples/inference/basic/mlx_fasth3.py \
  --model-root ./FastH3-Preview-v1-Dense-DataFree \
  --mlx-checkpoint ./FastH3-MLX-INT6 \
  --prompt '(S1) A presenter says [English] Fast H3 runs on Apple silicon.' \
  --height 480 --width 832 --num-frames 124 --steps 4 --seed 2026 \
  --output-path ./outputs/fasth3_int6.mp4

The MLX runtime loads one heavyweight component at a time. The source model's MiniMax H3 Community License applies to this converted checkpoint.

Validation and provenance

The conversion used FastVideo commit cf6a00b9be4675602126d6aeab902ad9a74810ea with MLX 0.32.2 on an Apple M4 Max. FastVideo verified all 13 source transformer shards, opened the safetensors header, validated 1,464 tensors and the quantization manifest, loaded the checkpoint, and completed a 124-frame 832x480 generation with the full H3 VAE.

From the published model card. Full card on the HuggingFace links in the sidebar.

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.

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys fastvideo-fasth3-4-step-dense-datafree-int6 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (fastvideo-fasth3-4-step-dense-datafree-int6 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-fasth3-4-step-dense-datafree-int6","prompt":"a drone shot over a forest"}'

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