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Enze Xie
@xieenze_jr
Tech Lead & Staff Research Scientist @ NVIDIA, Efficient VideoGen / SANA / Sol-Engine , CS PhD from HKU MMLab.
Joined November 2023
336 Following    3.1K Followers
🚀 MiniMax H3 Super Acceleration in Sol-Engine🤩 We pushed H3 far beyond our previous 3–4× optimization regime — reaching 22.2× speedup for 5s video and 27.7× for 10s video vs. the published SGLang baseline. On a single NVIDIA GB200: • 5s 768p: 152.3s → 6.85s (22.2×) • 10s 768p: 414.1s → 14.93s (27.7×) But the more interesting part may be what this means economically. Using MiniMax’s published H3 API price as a reference, we translate inference speed directly into production economics. Under an ideal fully utilized GB200 scenario, Sol-Super can serve about 525 five-second videos/hour, corresponding to roughly $210/hour of output value at the reference API price. Assuming $5.50/GPU-hour, that implies a 97%+ GPU-only gross margin in the idealized model. At full utilization, one GB200 could produce: • 12.6K 5s videos/day • 378K videos/month • equivalent to 525 hours of finished video per month For us, this is the bigger point of inference optimization: a 20×+ speedup does not just reduce latency — it can fundamentally change the unit economics, serving capacity, and viable business models of video generation. 🔗
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