High Level Synthesis for Machine Learning

Project Information

hls4ml

Grant agreement ID: 966696

DOI

10.3030/966696

Project closed

EC signature date 17 March 2021

Start date 1 April 2021

End date 30 September 2022

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

No data

EU contribution

€ 150 000,00

Coordinated by

ORGANISATION EUROPEENNE POUR LA RECHERCHE NUCLEAIRE
Switzerland

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (2)

hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices

Author(s): Farah Fahim, Benjamin Hawks, Christian Herwig, James Hirschauer, Sergo Jindariani, Nhan Tran, Luca P. Carloni, Giuseppe Di Guglielmo, Philip Harris, Jeffrey Krupa, Dylan Rankin, Manuel Blanco Valentin, Josiah Hester, Yingyi Luo, John Mamish, Seda Orgrenci-Memik, Thea Aarrestad, Hamza Javed, Vladimir Loncar, Maurizio Pierini, Adrian Alan Pol, Sioni Summers, Javier Duarte, Scott Hauck, Shih-Chieh Hs
Published in: TinyML Foundation, 2021
Publisher: TinyML Research Symposium
DOI: 10.48550/arxiv.2103.05579

Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark

Author(s): Hendrik Borras, Giuseppe Di Guglielmo, Javier Duarte, Nicolò Ghielmetti, Ben Hawks, Scott Hauck, Shih-Chieh Hsu, Ryan Kastner, Jason Liang, Andres Meza, Jules Muhizi, Tai Nguyen, Rushil Roy, Nhan Tran, Yaman Umuroglu, Olivia Weng, Aidan Yokuda, Michaela Blott
Published in: 5th Conference on Machine Learning and Systems (MLSys), 2022
Publisher: MLSys
DOI: 10.48550/arxiv.2206.11791

Peer reviewed articles (2)

Fast convolutional neural networks on FPGAs with hls4ml

Author(s): Thea Aarrestad, Vladimir Loncar, Nicolò Ghielmetti, Maurizio Pierini, Sioni Summers, Jennifer Ngadiuba, Christoffer Petersson, Hampus Linander, Yutaro Iiyama, Giuseppe Di Guglielmo, Javier Duarte, Philip Harris, Dylan Rankin, Sergo Jindariani, Kevin Pedro, Nhan Tran, Mia Liu, Edward Kreinar, Zhenbin Wu, Duc Hoang
Published in: Machine Learning Science and Technology, 2021, ISSN 2632-2153
Publisher: IOP Science
DOI: 10.1088/2632-2153/ac0ea1

REAL-TIME SEMANTIC SEGMENTATION ON FPGAS FOR AUTONOMOUS VEHICLES WITH HLS4ML

Author(s): Nicolò Ghielmetti; Vladimir Loncar; Maurizio Pierini; Marcel Roed; Sioni Paris Summers; Thea Klaeboe Aarrestad; Christoffer Petersson; Hampus Linander; Jennifer Ngadiuba; Kelvin Lin; Philip Harris
Published in: Machine Learning Science and Technology, Issue 3, 2022, ISSN 2632-2153
Publisher: IOP Science
DOI: 10.1088/2632-2153/ac9cb5