muRISCV-NN: Challenging Zve32x Autovectorization with TinyML Inference Library for RISC-V Vector Extension

Author:

van Kempen Philipp1ORCID,Jones Jefferson Parker1ORCID,Mueller-Gritschneder Daniel2ORCID,Schlichtmann Ulf1ORCID

Affiliation:

1. Chair of Electronic Design Automation, Technical University of Munich, Munich, Bavaria, Germany

2. Embedded Computing Systems, Vienna University of Technology, Vienna, Austria

Funder

Bundesministerium für Bildung und Forschung

Publisher

ACM

Reference10 articles.

1. Performance Left on the Table: An Evaluation of Compiler Autovectorization for RISC-V

2. Spatz

3. Tianqi Chen, Thierry Moreau, Ziheng Jiang, Lianmin Zheng, Eddie Yan, Haichen Shen, Meghan Cowan, Leyuan Wang, Yuwei Hu, Luis Ceze, et al. 2018. {TVM}: An automated {End-to-End} optimizing compiler for deep learning. In 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18). 578--594.

4. Tensorflow lite micro: Embedded machine learning for tinyml systems;David Robert;Proceedings of Machine Learning and Systems,2021

5. Angelo Garofalo, Manuele Rusci, Francesco Conti, Davide Rossi, and Luca Benini. 2019. PULP-NN: Accelerating Quantized Neural Networks on Parallel Ultra-Low-Power RISC-V Processors. CoRR abs/1908.11263 (2019). arXiv:1908.11263 http://arxiv.org/abs/1908.11263

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