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Sarah Massengill

1 accepted papers

2020

Pushing the Limits of Narrow Precision Inferencing at Cloud Scale with Microsoft Floating Point

NeurIPS 2020poster

In this paper, we explore the limits of Microsoft Floating Point (MSFP), a new class of datatypes developed for production cloud-scale inferencing on custom hardware. Through the co-evolution of hardware design and algorithms, MSFP achieves accuracy comparable to or better than industry standards Bf…