MPTorch and MPArchimedes: Open Source Frameworks to Explore Custom Mixed- Precision Operations for DNN Training on Edge Devices

Mariko Tatsumi (1) , Yuxiang Xie (2) , Caroline White (1) , Silviu-Ioan Filip (2) , Olivier Sentieys (2) , Guy Lemieux (1)

1 UBC - University of British Columbia
2 TARAN - Architectures matérielles spécialisées pour l’ère post loi-de-Moore

Domaines: Systèmes embarqués; Architectures Matérielles [cs.AR]; Arithmétique des ordinateurs; Traitement du signal et de l'image [eess.SP]

Mariko Tatsumi, Yuxiang Xie, Caroline White, Silviu-Ioan Filip, Olivier Sentieys, et al.. MPTorch and MPArchimedes: Open Source Frameworks to Explore Custom Mixed- Precision Operations for DNN Training on Edge Devices. ROAD4NN 2021 - 2nd ROAD4NN Workshop: Research Open Automatic Design for Neural Networks, Dec 2021, San Francisco, United States. ⟨hal-03494256⟩