A JSSC survey organizing ML accelerator techniques around two roofline curves, one for throughput and one for energy efficiency, with the insight that their bottleneck knees often sit at different arithmetic intensities.
Roofline: an insightful visual performance model for multicore architectures,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.AR 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
How to keep pushing ML accelerator performance? Know your rooflines!
A JSSC survey organizing ML accelerator techniques around two roofline curves, one for throughput and one for energy efficiency, with the insight that their bottleneck knees often sit at different arithmetic intensities.