autoAx: An Open-Source Automated Design Space Exploration Framework for Approximate Accelerators in FPGAs and ASICs

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F23%3APR38720" target="_blank" >RIV/00216305:26230/23:PR38720 - isvavai.cz</a>
Result on the web
<a href="https://github.com/ehw-fit/autoax" target="_blank" >https://github.com/ehw-fit/autoax</a>
DOI - Digital Object Identifier
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Result language
angličtina
Original language name
autoAx: An Open-Source Automated Design Space Exploration Framework for Approximate Accelerators in FPGAs and ASICs
Original language description
The automated generation of approximate circuits and accelerators has been a useful design strategy to achieve energy efficiency and/or performance improvements. In this work, we propose a framework, autoAx, that leverages machine learning models that evaluate the state-of-the-art approximate components to explore the architecture space effectively. These accelerators are modeled at RTL and optimized using an evolutionary algorithm. The AutoAx framework is extensible, open-source, and can assist in exploring new directions in high-level approximation.
Czech name
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Czech description
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Type
R - Software
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Publication year
2023
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Internal product ID
autoax
Technical parameters
Pro informace o licenčních podmínkách prosím kontaktujte: Ing. Kristýna Dvořáčkova, MSc., Výzkumné centrum informačních technologií, Fakulta informačních technologií VUT v Brně, Božetěchova 2, 612 00 Brno, tel. 541 141 466.
Economical parameters
Software je volně dostupný včetně zdrojových textů.
Owner IČO
00216305
Owner name
Vysoké učení technické v Brně

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