OpTC -- A Toolchain for Deployment of Neural Networks on AURIX TC3xx Microcontrollers

arXiv:2404.15833v1 Announce Type: new
Abstract: The AURIX 2xx and 3xx families of TriCore microcontrollers are widely used in the automotive industry and, recently, also in applications that involve machine learning tasks. Yet, these applications are mainly engineered manually, and only little tool support exists for bringing neural networks to TriCore microcontrollers. Thus, we propose OpTC, an end-to-end toolchain for automatic compression, conversion, code generation, and deployment of neural networks on TC3xx microcontrollers. OpTC supports various types of neural networks and …

abstract applications arxiv automotive cs.lg deployment families industry machine machine learning microcontrollers networks neural networks support tasks tool type