arXiv

Sol Video Inference Engine: Agent-Native Full-Stack Acceleration Framework for Efficient Video Generation (opens in new tab)

Modern video diffusion models achieve higher generation quality through scaling, but this also increases inference cost. Although many acceleration methods have been proposed, a central challenge is that the most effective acceleration strategy is highly instance-specific: a recipe that works well for one combination of model, hardware, and inference configuration often does not transfer to another. Different models vary in architecture, numer...

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