LLM agents automate GPU kernel optimization by repeatedly composing candidates and measuring their duration on real GPUs. Existing systems preserve measurement fidelity by reserving a GPU for an entire agent session or benchmarking command. However, this results in poor utilization because only a small fraction of comm...
Tian-Yu Feng, Hao-Xuan Yu, Tian-Yuan Wu et al.· 0 citations
AgentPProf is a profiler that aggregates agent trajectories into pprof-compatible profiles, enabling flame graph visualization and analysis and introduces recursive operation segmentation, which recursively splits trajectories at task boundaries.
Yu-Sheng Zheng, Chaokun Chang, Yuan-Man Mao et al.· 0 citations
W EAVE is a cluster scheduling framework built on the insight that the structural idleness of one job can be effectively utilized by the active phase of another, and introduces the co-execution group abstraction, which partitions the cluster into isolated locality domains.
Tianyuan Wu, Lunxi Cao, Yi-Chen Wei et al.· 3 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.