OSU open-sources FAME-QP, a GPU QP solver cutting MPC latency for humanoid and quadrotor control

ohiostate · hf · 2026-11-12

Ohio State released FAME-QP, an open-source GPU-accelerated solver for dense quadratic programs in linear MPC. It pairs constraint-dependent operator representations with fused single/two-kernel iterations replayed via CUDA graphs, auto-selecting execution config through device calibration, probing a cached operator bank for initial penalties, and updating operators lazily. Benchmarks plus simulated Unitree G1 humanoid recovery (290-variable QP solved every 2ms after an 80N push) and Skydio X2 quadrotor tracking show lower latency than competing GPU solvers with unchanged accuracy. arXiv:2611.13766.

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