Open release and system boundary
The complete H3 system contains three parts:Choose a checkpoint
H3-Base contains two separate checkpoint partitions. Run separate FL2VA and Ref2VA servers to provide every capability.
Do not point
--model-path to a manually downloaded FL2VA/ or Ref2VA/ subdirectory. Use the root model ID and select the partition with --model-variant.
Output specification
Choose hardware
The SGLang Cookbook provides an interactive generator and continuously maintains more hardware, quantization, offload, and parallelism combinations. Documented reference configurations include:Use the MiniMax-H3 configurator to generate the complete command for your target hardware. The generator marks combinations without completed end-to-end validation as Unverified.
Reference deployment: 8 × B200, FL2VA
Install SGLang Diffusion
Start the server
Generate text-to-video-and-audio
H3 uses an asynchronous OpenAI-compatible video endpoint. Create a task first:completed. For a failed task, inspect the service logs for GPU memory, input, and checkpoint-partition errors.
Keyframes and reference media
- First- or last-frame control: call the FL2VA server with
task="fl2va"and one or two image conditions withrole="keyframe". - Image, video, or audio references: call the Ref2VA server with
task="ref2va". - Video-to-video is a Ref2VA input form and does not use a separate task value.
- A Ref2VA request must contain at least one reference condition. Use FL2VA for keyframes alone.
Quality and performance
- The B200 configuration on this page uses the official mixed BF16/FP32 weights and a lossless reference path.
- Quantization, approximate attention, Cache-DiT, fewer inference steps, and some community weights can change output quality.
- Do not enable an unverified approximate optimization when generating consistency baselines.
- The initial H3 open release and the complete platform workflow have different component boundaries. Record the checkpoint, SGLang version, all sampling parameters, and seed when comparing results.
Resources
SGLang MiniMax-H3 Cookbook
Open the complete hardware generator, request modes, optimizations, and benchmarks.
MiniMax-H3 model repository
Open the model card, checkpoints, workflows, and license.