vLLM-Omni Enables Real-Time Serving for MiniMax H3

vllm_project · x · 2026-09-02

The vLLM team blog post details system-wide optimizations enabling real-time video generation for MiniMax H3. Key improvements include Fast Ulysses communications for long-context attention, fully fused DiT operators (RMSNorm+RoPE, SwiGLU), parallel video/audio VAE decoding across 8 GPUs, parallel H.264/AAC muxing, and integration with FastVideo's 4-step FastH3 distillation. On an 8xB300 GPU setup, generating a 10.125-second MP4 takes just 8.7 seconds, achieving real-time performance.

Related event: vLLM-Omni and FastVideo Push MiniMax H3 Video Generation Faster Than Real-Time(5 posts)→

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