192 citations · 207 across the 12 of their papers we have counts for
3 papers · 1 filter
RASA: Efficient Register-Aware Systolic Array Matrix Engine for CPU
Geonhwa Jeong, Eric Qin, Ananda Samajdar +4
As AI-based applications become pervasive, CPU vendors are starting to incorporate matrix engines within the datapath to boost efficiency. Systolic arrays have been the premier arc…
AIRCHITECT: Learning Custom Architecture Design and Mapping Space
Ananda Samajdar, Jan Moritz Joseph, Matthew Denton +1
Design space exploration is an important but costly step involved in the design/deployment of custom architectures to squeeze out maximum possible performance and energy efficiency…
Self-Adaptive Reconfigurable Arrays (SARA): Using ML to Assist Scaling GEMM Acceleration
Ananda Samajdar, Michael Pellauer, Tushar Krishna
With increasing diversity in Deep Neural Network(DNN) models in terms of layer shapes and sizes, the research community has been investigating flexible/reconfigurable accelerator s…