2 papers
cs.DC2026
Revati: Transparent GPU-Free Time-Warp Emulation for LLM Serving
Amey Agrawal, Mayank Yadav, Sukrit Kumar +9
Deploying LLMs efficiently requires testing hundreds of serving configurations, but evaluating each one on a GPU cluster takes hours and costs thousands of dollars. Discrete-event…
cs.AR2024
Optimizing ML Concurrent Computation and Communication with GPU DMA Engines
Anirudha Agrawal, Shaizeen Aga, Suchita Pati +1
Concurrent computation and communication (C3) is a pervasive paradigm in ML and other domains, making its performance optimization crucial. In this paper, we carefully characterize…