Seminars & Colloquia
University of Massachusetts
"Abstractions And Languages For Efficient Programming Of High Performance Systems"
Thursday February 03, 2022 01:15 PM
Location: 3211, EB2 NCSU Centennial Campus
Zoom Meeting Info (Visitor parking instructions)
In this talk, I will present new abstractions, domain-specific languages, and code generation techniques to efficiently program high-performance systems. I will present techniques to optimize image processing programs and scientific computing on modern GPUs that maximizes the data reuse opportunities by completely utilizing the deep memory hierarchy of modern GPUs. I will also present a domain specific language and a compiler that jointly optimizes communication and computation in distributed machine learning workloads. Finally, I will discuss new research challenges that must be solved to make efficient programming of high-performance systems easy and accessible to non-experts.
Host: Frank Mueller, CSC