AI-driven Workload Management in Meta OS
Liubov Nedoshivina, Killian Levacher, et al.
EuroSys 2024
Power ISA™ Version 3.1 has introduced a new family of matrix math instructions, collectively known as the Matrix-Multiply Assist (MMA) facility. The instructions in this facility implement numerical linear algebra operations on small matrices and are meant to accelerate computation-intensive kernels, such as matrix multiplication, convolution and discrete Fourier transform. These instructions have led to a power- and area-efficient implementation of a high throughput math engine in the future POWER10 processor. Performance per core is 4 times better, at constant frequency, than the previous generation POWER9 processor. We also advocate the use of compiler built-ins as the preferred way of leveraging these instructions, which we illustrate through case studies covering matrix multiplication and convolution.
Liubov Nedoshivina, Killian Levacher, et al.
EuroSys 2024
Ao Wang, Jingyuan Zhang, et al.
FAST 2020
Vikas Agarwal, Chris Butler, et al.
CLOUD 2022
Claudia Misale, Daniel Milroy
KubeCon + CloudNativeCon EU 2022