Lincoln AI Computing Survey (LAICS) Update

2023 IEEE HIGH PERFORMANCE EXTREME COMPUTING CONFERENCE, HPEC(2023)

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Abstract
This paper is an update of the survey of AI accelerators and processors from past four years, which is now called the Lincoln AI Computing Survey - LAICS (pronounced "lace"). As in past years, this paper collects and summarizes the current commercial accelerators that have been publicly announced with peak performance and peak power consumption numbers. The performance and power values are plotted on a scatter graph, and a number of dimensions and observations from the trends on this plot are again discussed and analyzed. Market segments are highlighted on the scatter plot, and zoomed plots of each segment are also included. Finally, a brief description of each of the new accelerators that have been added in the survey this year is included.
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Key words
Machine learning,GPU,TPU,tensor,dataflow,CGRA,accelerator,embedded inference,computational performance
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