1.2 KiB
title, date, tags
| title | date | tags | |
|---|---|---|---|
| Automatic Discovery of Implementation Rules for Fast GPU + MPI Operations | 2022-02-22T00:00:00Z |
|
Feb 25th, 5:00 PM MS61 Experiences in Developing GPU Support for DOE Math Libraries
Invited talk to SIAM Parallel Processing Mini-symposium
Abstract
Developing a high-performance implementation of a distributed computational kernel for high-performacing computing is increasingly challenging. Systems are composed of heterogenous computational resources, and limited communication performance demands an asynchronous application design. Even if high-performance computation and communication libraries are available. the challenge becomes the best coordination of the provided operations to create an optimal result. This work presents a system that automatically generates design rules for a high-performance implementation of a compound operation provided as a dependence graph. The system searches among valid schedules to determine the fastest arrangement of operations. A post-processing step on the results of the search yields interpretable design rules. The fast implementation can be used directly, or experts can use the design rules to create a high-performance implementation.