TMM-TinyML: Tensor Memory Mapping (TMM) Method for Tiny Machine Learning (TinyML)

Bharath Sudharsan,Sonu Prasad,Dan Jose,John G. Breslin

ACM International Conference on Mobile Computing and Networking（2022）

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摘要

TinyML: Tiny in size, big in impact! In this paper, we present a Tensor Memory Mapping (TMM) method, which can accurately calculate the on-device execution memory consumed by a range of ML and TinyML models during execution on small central processing units (CPUs), microcontroller units (MCUs), and single board computers (SBCs).

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tmm-tinyml

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