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 performance analysis of dnn architectures on cpu and gpu systems,
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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.