Repository logo

Infoscience

  • English
  • French
Log In
Logo EPFL, École polytechnique fédérale de Lausanne

Infoscience

  • English
  • French
Log In
  1. Home
  2. Academic and Research Output
  3. Conferences, Workshops, Symposiums, and Seminars
  4. FVLLMONTI: The 3D Neural Network Compute Cube (N2C2) Concept for Efficient Transformer Architectures Towards Speech-to-Speech Translation
 
conference paper

FVLLMONTI: The 3D Neural Network Compute Cube (N2C2) Concept for Efficient Transformer Architectures Towards Speech-to-Speech Translation

O'Connor, Ian
•
Mannaa, Sara
•
Bosio, Alberto
Show more
2024
2024 Design, Automation &Test in Europe Conference & Exhibition (DATE). Proceedings
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)

This multi-partner-project contribution introduces the midway results of the Horizon 2020 FVLLMONTI project. In this project we develop a new and ultra-efficient class of ANN accelerators, the neural network compute cube (N2C2), which is specifically designed to execute complex machine learning tasks in a 3D technology, in order to provide the high computing power and ultra-high efficiency needed for future edgeAI applications. We showcase its effectiveness by targeting the challenging class of Transformer ANNs, tailored for Automatic Speech Recognition and Machine Translation, the two fundamental components of speech-to-speech translation. To gain the full benefit of the accelerator design, we develop disruptive vertical transistor technologies and execute design-technology-co-optimization (DTCO) loops from single device, to cell and compute cube level. Further, a hardware-software-co-optimization is executed, e.g. by compressing the executed speech recognition and translation models for energy efficient executing without substantial loss in precision.

  • Details
  • Metrics
Type
conference paper
Scopus ID

2-s2.0-105003878796

Author(s)
O'Connor, Ian

Institut des Nanotechnologies de Lyon

Mannaa, Sara

Institut des Nanotechnologies de Lyon

Bosio, Alberto

Institut des Nanotechnologies de Lyon

Deveautour, Bastien

Institut des Nanotechnologies de Lyon

Deleruyelle, Damien

Institut des Nanotechnologies de Lyon

Obukhova, Tetiana

Institut des Nanotechnologies de Lyon

Marchand, Cédric

Institut des Nanotechnologies de Lyon

Trommer, Jens

NaMLab GGmbH

Cakirlar, Cigdem

NaMLab GGmbH

Wesling, Bruno Neckel

NaMLab GGmbH

Show more
Date Issued

2024

Publisher

Institute of Electrical and Electronics Engineers Inc.

Published in
2024 Design, Automation &Test in Europe Conference & Exhibition (DATE). Proceedings
DOI of the book
https://doi.org/10.23919/DATE58400.2024
ISBN of the book

9798350348590

Series title/Series vol.

2024-October

Start page

5112

End page

5116

Subjects

ANN

•

DTCO

•

emerging technologies

•

translation

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
ESL  
Event nameEvent acronymEvent placeEvent date
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)

DATE 2024

Valencia, Spain

2024-03-25 - 2024-03-27

FunderFunding(s)Grant NumberGrant URL

European Union's Horizon 2020 research and innovation program

101016776

Available on Infoscience
May 13, 2025
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/250125
Logo EPFL, École polytechnique fédérale de Lausanne
  • Contact
  • infoscience@epfl.ch

  • Follow us on Facebook
  • Follow us on Instagram
  • Follow us on LinkedIn
  • Follow us on X
  • Follow us on Youtube
AccessibilityLegal noticePrivacy policyCookie settingsEnd User AgreementGet helpFeedback

Infoscience is a service managed and provided by the Library and IT Services of EPFL. © EPFL, tous droits réservés