Text-to-Video
Diffusers
Safetensors
MiniMax H3
video
audio
text-to-audio-video
distillation
dmd2
few-step
fastvideo
fasth3
Instructions to use FastVideo/FastVideo-FastH3-8-Step-V2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use FastVideo/FastVideo-FastH3-8-Step-V2 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("FastVideo/FastVideo-FastH3-8-Step-V2", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
Prepare FastH3 8-Step V2 release documentation and notices
Browse filesSimplify the model card, add FastVideo branding and linked acknowledgements, document the exact VSA80 8-forward shift10/3 inference contract and public-runtime compatibility hold, and add MiniMax/Qwen notices. Keep weights and original provenance unchanged. Public release, GPU validation, and license/territory approval remain pending; repository stays private.
- INFERENCE.md +61 -0
- LICENSE-Qwen3-VL +201 -0
- NOTICE +18 -0
- README.md +89 -73
- RELEASE_CHECKLIST.md +48 -0
INFERENCE.md
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# FastH3 8-Step V2 inference
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## Compatibility status
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| 4 |
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Public FastVideo `main` was checked at commit
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| 6 |
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`a943220c115228ade5d57b3bab9a6a87fd600a10` on 2026-09-08.
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| 7 |
+
Its H3 pipeline rejects video scheduler shifts other than 12. This checkpoint
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| 8 |
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requires 10. Its public `basic_fasth3.py` also lacks `--video-scheduler-shift`
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| 9 |
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and `--audio-scheduler-shift`. Do not advertise that unchanged example as a
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| 10 |
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working quickstart for this model.
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| 11 |
+
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| 12 |
+
The existing internal FastVideo checkout at
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| 13 |
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`0f2334f6b5d2ca2fafad15b95932df0e3d1a77c0` exposes both options and applies
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| 14 |
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them to the scheduler instances. The command below is for reviewers who
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already have that compatible environment. It is not a public installation
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recipe, and no new end-to-end GPU run was performed during release preparation.
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| 17 |
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## Exact sampling contract
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| 19 |
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- Unshifted student inputs: `[999, 874, 749, 624, 500, 375, 250, 125]`.
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| 21 |
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- The terminal clean endpoint is zero: eight model evaluations, nine grid nodes.
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| 22 |
+
- Video shift: `10`; audio shift: `3`; guidance: `1.0`.
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| 23 |
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- Backend: `VIDEO_SPARSE_ATTN_H3`; sparsity: `0.8`; tile size: `64`.
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| 24 |
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- Sampling: ODE updates, without stochastic re-noising.
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| 25 |
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- Full H3 video and audio VAEs; preserve the output audio track.
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| 26 |
+
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| 27 |
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`--steps 9` alone is not equivalent to the explicit trained ladder.
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| 28 |
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The environment variable below supplies the exact integer rungs; the two
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| 29 |
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scheduler shifts must also be applied. `fastvideo_inference.json` records
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| 30 |
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the same settings; verify that your launcher applies them rather than
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| 31 |
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assuming its defaults match this file.
|
| 32 |
+
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| 33 |
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## Private-review command
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| 34 |
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| 35 |
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Run in an already configured compatible FastVideo checkout, on a GPU worker:
|
| 36 |
+
|
| 37 |
+
```bash
|
| 38 |
+
export FASTVIDEO_DMD_DENOISING_STEPS=999,874,749,624,500,375,250,125
|
| 39 |
+
unset FASTVIDEO_DMD_STOCHASTIC_RENOISE
|
| 40 |
+
|
| 41 |
+
python examples/inference/basic/basic_fasth3.py \
|
| 42 |
+
--model-path FastVideo/FastVideo-FastH3-8-Step-V2 \
|
| 43 |
+
--prompt 'integrated_multimodal_description: A red fox runs through fresh snow at dawn. overall_soundscape: Fast pawsteps in snow, winter wind, and distant birds.' \
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| 44 |
+
--height 768 --width 1344 --num-frames 124 \
|
| 45 |
+
--steps 9 \
|
| 46 |
+
--video-scheduler-shift 10 --audio-scheduler-shift 3 \
|
| 47 |
+
--num-gpus 4 \
|
| 48 |
+
--vsa-sparsity 0.8 --vsa-tile-size 64 --vsa-kernel sm100a \
|
| 49 |
+
--output outputs/fasth3-v2 \
|
| 50 |
+
--repeats 1
|
| 51 |
+
```
|
| 52 |
+
|
| 53 |
+
This example requests 1344×768, 124 frames at 24 fps (about 5.17 seconds),
|
| 54 |
+
and writes `outputs/fasth3-v2/fasth3.mp4`. The `sm100a` route needs a compatible
|
| 55 |
+
Blackwell GPU and kernel build. Triton is a different kernel option, not a
|
| 56 |
+
license to change the trained sparsity, tile geometry, or shifts.
|
| 57 |
+
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| 58 |
+
Before public release, verify a clean public install, eight actual student
|
| 59 |
+
forwards, video/audio shifts 10/3, VSA80 tile64, successful MP4 audio muxing,
|
| 60 |
+
and representative high-motion output quality. Report any latency with the
|
| 61 |
+
exact hardware, resolution, frame count, attention path and warmup policy.
|
LICENSE-Qwen3-VL
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other commercial damages or losses), even if such Contributor
|
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has been advised of the possibility of such damages.
|
| 164 |
+
|
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9. Accepting Warranty or Additional Liability. While redistributing
|
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the Work or Derivative Works thereof, You may choose to offer,
|
| 167 |
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and charge a fee for, acceptance of support, warranty, indemnity,
|
| 168 |
+
or other liability obligations and/or rights consistent with this
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| 169 |
+
License. However, in accepting such obligations, You may act only
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| 170 |
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on Your own behalf and on Your sole responsibility, not on behalf
|
| 171 |
+
of any other Contributor, and only if You agree to indemnify,
|
| 172 |
+
defend, and hold each Contributor harmless for any liability
|
| 173 |
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incurred by, or claims asserted against, such Contributor by reason
|
| 174 |
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of your accepting any such warranty or additional liability.
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| 175 |
+
|
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+
END OF TERMS AND CONDITIONS
|
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+
|
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+
APPENDIX: How to apply the Apache License to your work.
|
| 179 |
+
|
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+
To apply the Apache License to your work, attach the following
|
| 181 |
+
boilerplate notice, with the fields enclosed by brackets "[]"
|
| 182 |
+
replaced with your own identifying information. (Don't include
|
| 183 |
+
the brackets!) The text should be enclosed in the appropriate
|
| 184 |
+
comment syntax for the file format. We also recommend that a
|
| 185 |
+
file or class name and description of purpose be included on the
|
| 186 |
+
same "printed page" as the copyright notice for easier
|
| 187 |
+
identification within third-party archives.
|
| 188 |
+
|
| 189 |
+
Copyright [yyyy] [name of copyright owner]
|
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+
|
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+
Licensed under the Apache License, Version 2.0 (the "License");
|
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+
you may not use this file except in compliance with the License.
|
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+
You may obtain a copy of the License at
|
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+
|
| 195 |
+
http://www.apache.org/licenses/LICENSE-2.0
|
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+
|
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+
Unless required by applicable law or agreed to in writing, software
|
| 198 |
+
distributed under the License is distributed on an "AS IS" BASIS,
|
| 199 |
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 200 |
+
See the License for the specific language governing permissions and
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| 201 |
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limitations under the License.
|
NOTICE
ADDED
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MiniMax H3 is licensed under the MiniMax H3 Community License Agreement, Copyright © 2026 MiniMax. All Rights Reserved.
|
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+
|
| 3 |
+
FastVideo-FastH3-8-Step-V2 is a modified MiniMax H3 model from the FastVideo team.
|
| 4 |
+
The transformer/*.safetensors files contain the DMD2-distilled, VSA-H3 student
|
| 5 |
+
at training step 1300, not the original MiniMax H3 transformer weights.
|
| 6 |
+
The accompanying transformer configuration and index describe that student.
|
| 7 |
+
The scheduler configurations and fastvideo_inference.json describe its trained
|
| 8 |
+
eight-forward schedule, video/audio shifts 10/3, and 80% tile-64 VSA policy.
|
| 9 |
+
The modular model index, model card, and release/provenance documentation were
|
| 10 |
+
prepared by FastVideo for this derivative.
|
| 11 |
+
|
| 12 |
+
The bundled text encoder, tokenizer, processor, video VAE and audio VAE weights
|
| 13 |
+
are unmodified MiniMax H3 components. The Qwen3-VL encoder is licensed under
|
| 14 |
+
Apache License 2.0; a copy is included as LICENSE-Qwen3-VL.
|
| 15 |
+
Source: https://github.com/QwenLM/Qwen3-VL
|
| 16 |
+
|
| 17 |
+
The model license is provided in LICENSE. These notices do not replace or
|
| 18 |
+
modify its terms.
|
README.md
CHANGED
|
@@ -3,7 +3,7 @@ license: other
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| 3 |
license_name: minimax-h3-community
|
| 4 |
license_link: LICENSE
|
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base_model: MiniMaxAI/MiniMax-H3
|
| 6 |
-
library_name:
|
| 7 |
pipeline_tag: text-to-video
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tags:
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- text-to-video
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@@ -12,96 +12,112 @@ tags:
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- text-to-audio-video
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- distillation
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- dmd2
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- few-step
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- minimax-h3
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- fastvideo
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- fasth3
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---
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# FastVideo-FastH3-8-Step-V2
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-
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-
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-
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-
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-
- W&B: [euce1zuw](https://wandb.ai/wlsaidhi/h3-dmd2-vsa/runs/euce1zuw)
|
| 35 |
-
- Step: 1300
|
| 36 |
-
- Transformer content SHA-256: `516323fa396fa5dff4e82669d4e9a08a5791692a3d3b98ff6bc3de3fc6a33d11`
|
| 37 |
-
- Checkpoint metadata SHA-256: `ca9f2d609c05742ba465d24989981ec02cca26acb6ca2f163dc0f6dc8d11c27b`
|
| 38 |
-
- FastVideo execution commit: `24bbe7fddd05ca6f2c34b3dbed06ac1c75b72086`
|
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-
- Data commit: `b92be606a439c67006220459df236d18c48fd38c3e11f4771d21fe0d078a3371`
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`checkpoint_metadata.json` preserves the source training configuration.
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configs are pinned to this student's trained video/audio shifts.
|
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-
##
|
| 55 |
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-
with
|
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|
| 60 |
```bash
|
| 61 |
-
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| 62 |
-
|
| 63 |
-
python
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
--
|
| 67 |
-
-
|
| 68 |
-
--audio-scheduler-shift 3 \
|
| 69 |
-
--num-gpus 4 \
|
| 70 |
-
--vsa-sparsity 0.8 \
|
| 71 |
-
--vsa-tile-size 64 \
|
| 72 |
-
--vsa-kernel sm100a
|
| 73 |
```
|
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| 3 |
license_name: minimax-h3-community
|
| 4 |
license_link: LICENSE
|
| 5 |
base_model: MiniMaxAI/MiniMax-H3
|
| 6 |
+
library_name: fastvideo
|
| 7 |
pipeline_tag: text-to-video
|
| 8 |
tags:
|
| 9 |
- text-to-video
|
|
|
|
| 12 |
- text-to-audio-video
|
| 13 |
- distillation
|
| 14 |
- dmd2
|
| 15 |
+
- vsa
|
| 16 |
- few-step
|
| 17 |
+
- 8-step
|
| 18 |
- minimax-h3
|
| 19 |
- fastvideo
|
| 20 |
- fasth3
|
| 21 |
---
|
| 22 |
|
| 23 |
+
<p align="center">
|
| 24 |
+
<a href="https://github.com/hao-ai-lab/FastVideo"><img src="https://raw.githubusercontent.com/hao-ai-lab/FastVideo/main/assets/logos/logo.svg" width="320" alt="FastVideo"></a>
|
| 25 |
+
</p>
|
| 26 |
+
|
| 27 |
# FastVideo-FastH3-8-Step-V2
|
| 28 |
|
| 29 |
+
FastH3 8-Step V2 is a text-to-audio-video checkpoint from
|
| 30 |
+
[FastVideo](https://github.com/hao-ai-lab/FastVideo), distilled from
|
| 31 |
+
[MiniMax H3](https://huggingface.co/MiniMaxAI/MiniMax-H3). It generates video
|
| 32 |
+
and stereo audio in eight transformer forwards using data-free DMD2 and
|
| 33 |
+
Video Sparse Attention (VSA).
|
| 34 |
|
| 35 |
+
[FastVideo](https://github.com/hao-ai-lab/FastVideo) ·
|
| 36 |
+
[FastH3 blog](https://haoailab.com/blogs/fasth3-preview/) ·
|
| 37 |
+
[FastH3 collection](https://huggingface.co/collections/FastVideo/fastvideo-fasth3)
|
| 38 |
|
| 39 |
+
Powered by MiniMax H3.
|
| 40 |
|
| 41 |
+
> Private release candidate. Public release is pending the compatibility and
|
| 42 |
+
> review checks in [RELEASE_CHECKLIST.md](RELEASE_CHECKLIST.md).
|
|
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|
| 43 |
|
| 44 |
+
## Model
|
|
|
|
| 45 |
|
| 46 |
+
| Setting | Value |
|
| 47 |
+
|---|---|
|
| 48 |
+
| Task | Text to video with stereo audio (T2AV) |
|
| 49 |
+
| Method | Data-free [DMD2](https://arxiv.org/abs/2405.14867), carried backward simulation |
|
| 50 |
+
| Student attention | [VSA-H3](https://arxiv.org/abs/2505.13389), 80% sparsity, 64-token tiles |
|
| 51 |
+
| Denoising | 8 transformer forwards |
|
| 52 |
+
| Video / audio shifts | 10 / 3 |
|
| 53 |
+
| Guidance scale | 1.0 |
|
| 54 |
+
| Checkpoint | Training step 1300, bf16 full weights |
|
| 55 |
|
| 56 |
+
Training used prompt conditioning and student-generated latents, not target
|
| 57 |
+
video latents. The corpus used mixed resolutions and aspect ratios. This is
|
| 58 |
+
an eight-step DMD2 checkpoint, not a PDD model.
|
|
|
|
| 59 |
|
| 60 |
+
**This checkpoint requires FastVideo's VSA-H3 backend and Video Sparse
|
| 61 |
+
Attention kernel.** The four-step models' default 90% sparsity and 12/3 shifts
|
| 62 |
+
are not this model's sampling recipe. No matching eight-step LoRA is included.
|
| 63 |
|
| 64 |
+
## Run with FastVideo
|
| 65 |
|
| 66 |
+
Start with the [installation guide](https://haoailab.com/FastVideo/getting_started/installation/)
|
| 67 |
+
or [agent-guided installation](https://github.com/hao-ai-lab/FastVideo#install-with-an-ai-coding-agent).
|
| 68 |
+
For NVIDIA B200 with CUDA 13, the public FastVideo environment is installed with:
|
| 69 |
|
| 70 |
```bash
|
| 71 |
+
git clone https://github.com/hao-ai-lab/FastVideo.git
|
| 72 |
+
cd FastVideo
|
| 73 |
+
uv venv --python 3.12 --seed
|
| 74 |
+
source .venv/bin/activate
|
| 75 |
+
UV_TORCH_BACKEND=cu130 uv pip install \
|
| 76 |
+
--no-sources-package fastvideo-kernel \
|
| 77 |
+
-e ".[fasth3]"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 78 |
```
|
| 79 |
|
| 80 |
+
**Compatibility hold:** the public H3 pipeline currently enforces video shift
|
| 81 |
+
12 and its `basic_fasth3.py` example does not expose scheduler-shift overrides.
|
| 82 |
+
It cannot yet run this shift-10 checkpoint unchanged. Installing FastVideo is
|
| 83 |
+
not sufficient until that support lands; do not substitute shift 12 or the
|
| 84 |
+
four-step defaults. See [INFERENCE.md](INFERENCE.md) for the exact contract
|
| 85 |
+
and the private-review command for a compatible checkout.
|
| 86 |
+
|
| 87 |
+
While the repo is private, reviewers need an account with access:
|
| 88 |
+
|
| 89 |
+
```bash
|
| 90 |
+
hf auth login
|
| 91 |
+
hf download FastVideo/FastVideo-FastH3-8-Step-V2 \
|
| 92 |
+
--local-dir ./FastH3-8-Step-V2
|
| 93 |
+
```
|
| 94 |
+
|
| 95 |
+
The complete package is approximately 148 GB. It includes the distilled
|
| 96 |
+
transformer, text encoder, tokenizer, processor, video VAE and audio VAE.
|
| 97 |
+
It is stored in a modular Diffusers layout, but the supported runtime is
|
| 98 |
+
FastVideo with VSA-H3, not an unmodified dense Diffusers pipeline.
|
| 99 |
+
|
| 100 |
+
## Scope and limitations
|
| 101 |
+
|
| 102 |
+
- T2AV only. FL2VA and Ref2VA were not distilled or validated for this release.
|
| 103 |
+
- Difficult motion, small details and some audio can remain below Base H3.
|
| 104 |
+
- Sampling outside the trained schedule or attention policy is an ablation.
|
| 105 |
+
- The four-step blog's latency and evaluation numbers do not establish this
|
| 106 |
+
eight-step model's performance. Release-specific measurements are pending.
|
| 107 |
+
|
| 108 |
+
This model inherits the [MiniMax H3 Community License](LICENSE), including
|
| 109 |
+
its territorial, use and commercial restrictions. Review it before use or
|
| 110 |
+
redistribution. The bundled Qwen3-VL encoder is covered by
|
| 111 |
+
[Apache 2.0](LICENSE-Qwen3-VL). See [NOTICE](NOTICE) for attribution and modifications.
|
| 112 |
+
|
| 113 |
+
Training and checkpoint provenance are preserved in
|
| 114 |
+
[provenance.json](provenance.json), [checkpoint_metadata.json](checkpoint_metadata.json)
|
| 115 |
+
and [checkpoint_content.json](checkpoint_content.json).
|
| 116 |
+
|
| 117 |
+
## Acknowledgements
|
| 118 |
+
|
| 119 |
+
We thank [Nuva Lab](https://nuvalab.ai/) for bringing production grounding to FastH3 through its experience with real-world creative video-agent workloads. Its production-aligned post-training insights help bridge open-source research to practical data-assisted distillation for commercial video workflows, with Omni Ref as the next focus.
|
| 120 |
+
|
| 121 |
+
We thank the [NVIDIA FastGen](https://github.com/NVlabs/FastGen) team for the [DMD2](https://arxiv.org/abs/2405.14867) framework and H3 reference experiment that helped us align the score clock, modality shifts, and backward simulation.
|
| 122 |
+
|
| 123 |
+
We also thank [MiniMax](https://huggingface.co/MiniMaxAI/MiniMax-H3) for releasing H3-Base, and the [vLLM project](https://vllm.ai/), [NVIDIA](https://www.nvidia.com/en-us/), and [MBZUAI](https://mbzuai.ac.ae/) for their continued sponsorship and support of [FastVideo](https://github.com/hao-ai-lab/FastVideo).
|
RELEASE_CHECKLIST.md
ADDED
|
@@ -0,0 +1,48 @@
|
|
|
|
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|
|
|
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|
|
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|
|
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|
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|
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|
|
|
| 1 |
+
# FastH3 8-Step V2 release checklist
|
| 2 |
+
|
| 3 |
+
Prepared 2026-09-08. Keep the repository private until the author approves release.
|
| 4 |
+
|
| 5 |
+
## Verified packaging
|
| 6 |
+
|
| 7 |
+
- [x] Canonical repo: `FastVideo/FastVideo-FastH3-8-Step-V2`; private visibility retained.
|
| 8 |
+
- [x] Model card identifies the step-1300 V14 data-free DMD2 model, VSA80/tile64,
|
| 9 |
+
eight forwards and video/audio shifts 10/3.
|
| 10 |
+
- [x] FastVideo logo, blog, code, method citations and linked acknowledgements included.
|
| 11 |
+
- [x] All indexed shards exist: 14 transformer, 14 text-encoder, 3 video-VAE;
|
| 12 |
+
the single-file audio VAE is also present.
|
| 13 |
+
- [x] All 14 student shard sizes and SHA-256 values in `checkpoint_content.json`
|
| 14 |
+
match the Hub file/LFS metadata. No large weight download was required.
|
| 15 |
+
- [x] The preserved `checkpoint_metadata.json` SHA-256 matches provenance.
|
| 16 |
+
- [x] `LICENSE` matches the pinned MiniMax H3 base revision exactly.
|
| 17 |
+
- [x] Added the MiniMax redistribution `NOTICE` and Qwen3-VL Apache-2.0 license.
|
| 18 |
+
- [x] Model card and embedded repository references use the V2 name.
|
| 19 |
+
|
| 20 |
+
The audited package revision before these documentation changes was
|
| 21 |
+
`a001692841117d7d04707951db28b12187f81c66` (67 files, 147,870,260,063 bytes).
|
| 22 |
+
The student contains 688 bf16 tensors. Documentation updates must not alter
|
| 23 |
+
checkpoint weights, scheduler settings or original provenance hashes.
|
| 24 |
+
|
| 25 |
+
## Required before publishing
|
| 26 |
+
|
| 27 |
+
- [ ] Land or provide a reviewed public FastVideo inference path for video shift
|
| 28 |
+
10 and the exact eight-rung ladder. Public `main` at
|
| 29 |
+
`a943220c115228ade5d57b3bab9a6a87fd600a10` still hard-codes video shift 12;
|
| 30 |
+
the old README's scheduler-shift CLI options are absent there.
|
| 31 |
+
- [ ] Replace the compatibility hold with a verified public quickstart.
|
| 32 |
+
- [ ] Run one end-to-end GPU generation using the final public installation;
|
| 33 |
+
confirm eight forwards, shifts 10/3, VSA80/tile64 and playable video with audio.
|
| 34 |
+
- [ ] Inspect representative high-motion samples. Do not copy the four-step
|
| 35 |
+
models' evaluation results or speed claims onto this checkpoint.
|
| 36 |
+
- [ ] Complete author/legal review of the MiniMax H3 territory, redistribution
|
| 37 |
+
and commercial terms, including any required separate authorization.
|
| 38 |
+
Adding license notices is not legal clearance for worldwide distribution.
|
| 39 |
+
- [ ] Review the historical cluster paths and run identifiers in the preserved
|
| 40 |
+
provenance files before publication. No credentials were found in the
|
| 41 |
+
reviewed metadata, but provenance sanitization would require updating the
|
| 42 |
+
corresponding integrity references deliberately.
|
| 43 |
+
- [ ] Obtain explicit approval to change visibility. No public collection edit,
|
| 44 |
+
announcement, or visibility change is part of this preparation.
|
| 45 |
+
|
| 46 |
+
Qwen license source:
|
| 47 |
+
`https://github.com/QwenLM/Qwen3-VL/blob/96588727e44c78b25ba03ea03b8e12f7e64fd0da/LICENSE`.
|
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Runtime details and the compatible private-review command are in `INFERENCE.md`.
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