Model overview
This repository holds the DMAD students of the paper: 4-step students of **MiniMax-H3** (33B, text-to-audio-video) and of **Wan2.1-T2V** (1.3B and 14B), 4- and 1-step students of **SDXL**, and 1-step students of the **EDM ImageNet-64** teacher. The inference and training code is in the code repository (`train/h3`, `train/wan`, `train/image`). * **2026/10/15:** The Wan2.1 training data (42,158 Wan2.1-14B teacher samples with their real-video latents), so `train/wan` can start training right away 🤗 * **2026/10/10:** 8 GB GPUs: a 5 s ComfyUI workflow for 8 GB GPUs, and `--low-vram` in the code repository now makes 5 s videos in under 7 GiB of GPU memory and 15 s videos in 12 GiB 🪶 * **2026/10/08:** 16 GB GPUs: the ComfyUI workflows and `--low-vram` fit in 14 GiB of GPU memory, bit-identical to the larger-GPU runs 🪶 * **2026/10/07:** Ready-to-run ComfyUI workflows (4 and 8 steps, 15 s of video with audio) in `minimax_h3/workflows` 🎛️ * **2026/10/06:** The DMAD weights of Wan2.1 (1.3B, 14B), SDXL and ImageNet-64, and the MiniMax-H3 training data 🤗 * **2026/10/05:** ComfyUI-layout LoRAs of the MiniMax-H3 students, and the training code in the code repository 🏋️ * **2026/10/02:** The 4-step MiniMax-H3 students (`lora_critic`, `full_critic`) released 🚀 Rank-128 LoRAs on the H3 transformer that turn the 50-step teacher into a 4-step generator of 1344x768 video with native stereo audio.
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：other。模型介绍与第三方评测均以原来源的具体版本和方法为准。