PyKokkos: Performance Portable Kernels in Python
Year: 2022
Type: conference-paper
Abstract: As modern supercomputers have increasingly heterogeneous hardware, the need for writing parallel code that is both portable and performant across different hardware architectures increases. Kokkos is a C++ library that provides abstractions for writing performance portable code. Using Kokkos, programmers can write their code once and run it efficiently on a variety of architectures. However, the target audience of Kokkos, typically scientists, prefers dynamically typed languages such as Python instead of C++. We demonstrate a framework, dubbed PyKokkos, that enables performance portable code through Python. PyKokkos transparently translates code written in a subset of Python to C++ and Kokkos, and then connects the generated code to Python by automatically generating language bindings. PyKokkos achieves performance comparable to Kokkos in ExaMiniMD, a ~3k lines of code molecular dynamics mini-application. The demo video for PyKokkos can be found at https://youtu.be/1oFvhlhoDaY.
Language: English
Subfield: Hardware and Architecture
Field: Computer Science
Domain: Physical Sciences
Open Access status: hybrid
OpenAlex ID: W4282830664