Re: SAMO: Streaming Architecture Mapping Optimisation

[Javier Duarte]

Dear Alexander,

Thank you for your message! Your work is very interesting! Would you be interested in presenting this at an upcoming hls4ml Meeting? They take place on Fridays at 8 am PT.

Our last one of the year is this Friday, so given the short notice, would you like to present at the first one of January.

Let us know and thanks,

Javier

On Mon, Dec 6, 2021 at 8:58 AM Montgomerie-Corcoran, Alexander <alexander.montgo...@imperial.ac.uk> wrote:

Dear HLS4ML,

Myself and my colleagues (Zhewen Yu and Dr. Christos-Savvas Bouganis) have been developing a tool which abstracts the CNN to FPGA mapping problem and implements optimisation methods that optimise the mapping of a particular CNN model to a target FPGA platform. We have integrated HLS4ML into this tool and demonstrated it's ability to discover high performance designs across a range of platforms. We would like to share this work with you, as we hope you and the users of your tool will find it useful. It would also be great to discuss how we could work together to improve both tools, as during our evaluation of HLS4ML we discovered some limitations.

The SAMO tool can be found on GitHub: https://github.com/AlexMontgomerie/samo

There is also a pre-print which details the tool: https://arxiv.org/abs/2112.00170?context=cs

Best,

Alexander Montgomerie-Corcoran

--

Javier Duarte

Assistant Professor of Physics

UC San Diego

Office: MHA 5513

Phone: (858) 246-4980

Web: https://jduarte.physics.ucsd.edu/

[Montgomerie-Corcoran, Alexander]

Dear Javier,

Thanks for getting back to me and I'm glad you're interested in our work! I would be happy to present this Friday, please let me know the details.

Thanks,

Alex

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From: Javier Duarte <jdu...@physics.ucsd.edu>
Sent: 07 December 2021 17:01
To: Montgomerie-Corcoran, Alexander <alexander.montgo...@imperial.ac.uk>
Cc: jdu...@ucsd.edu <jdu...@ucsd.edu>; Yu, Zhewen <zhewe...@imperial.ac.uk>; Bouganis, Christos-Savvas <christos-sav...@imperial.ac.uk>; hls4m...@googlegroups.com <hls4m...@googlegroups.com>; Sioni Summers <sioni.par...@cern.ch>; Nhan V Tran <nt...@fnal.gov>; Philip Coleman Harris <pcha...@mit.edu>; Dylan Rankin <dra...@mit.edu>
Subject: Re: SAMO: Streaming Architecture Mapping Optimisation

 

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