An Efficient and Flexible Stochastic CGRA Mapping Approach

Autor: Satyajit Das, Kevin Martin, Thomas Peyret, Philippe Coussy

Publikováno v: ACM Transactions on Embedded Computing Systems (TECS)
ACM Transactions on Embedded Computing Systems (TECS), 2022, 22 (1), Article No.: 8, pp 1-24. ⟨10.1145/3550071⟩

Coarse-Grained Reconfigurable Array (CGRA) architectures are promising high-performance and power-efficient platforms. However, mapping applications efficiently on CGRA is a challenging task. This is known to be an NP complete problem. Hence, finding

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::c5a2854f82db645ae0089c14422d4316
https://doi.org/10.1145/3550071

Generating Efficient FPGA-based CNN Accelerators from High-Level Descriptions

Autor: Nermine Ali, Jean-Marc Philippe, Benoit Tain, Philippe Coussy

Publikováno v: Journal of Signal Processing Systems (JSPS)
Journal of Signal Processing Systems (JSPS), 2022, pp.1. ⟨10.1007/s11265-022-01797-w⟩
Journal of Signal Processing Systems
Journal of Signal Processing Systems, 2022, ⟨10.1007/s11265-022-01797-w⟩

International audience; The wide landscape of memory-hungry and compute-intensive Convolutional Neural Networks (CNNs) is quickly changing. CNNs are continuously evolving by introducing new layers or optimization strategies to either improve accuracy

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::ad2ca36793bc35aed1e81cf60a19485f
https://cea.hal.science/cea-03760568

Hardware Based Loop Optimization for CGRA Architectures

Autor: Kevin Martin, Chilankamol Sunny, Satyajit Das, Philippe Coussy

Publikováno v: Applied Reconfigurable Computing. Architectures, Tools, and Applications
Applied Reconfigurable Computing. Architectures, Tools, and Applications, Jun 2021, Rennes, France. pp.65-80, ⟨10.1007/978-3-030-79025-7_5⟩
Applied Reconfigurable Computing. Architectures, Tools, and Applications ISBN: 9783030790240
ARC

With the increasing demand for high performance computing in application domains with stringent power budgets, coarse-grained reconfigurable array (CGRA) architectures have become a popular choice among researchers and manufacturers. Loops are the ho

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::936343a5f3c03725d894682148c97918
https://hal.archives-ouvertes.fr/hal-03345346

Opportunistic IP Birthmarking using Side Effects of Code Transformations on High-Level Synthesis

Autor: Philippe Coussy, Hannah Badier, Guy Gogniat, Jean-Christophe Le Lann, Christian Pilato

Publikováno v: DATE'21 Design Automation and Test in Europe
DATE'21 Design Automation and Test in Europe, Feb 2021, Grenoble (virtuel), France
DATE
HAL

International audience; The increasing design and manufacturing costs are leading to globalize the semiconductor supply chain. However, a malicious attacker can resell a stolen Intellectual Property (IP) core, demanding methods to identify a relation

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a7802994ce5744ba460d394b5dda6b70
https://hal.archives-ouvertes.fr/hal-03228922

Exploration and Generation of Efficient FPGA-based Deep Neural Network Accelerators

Autor: Benoit Tain, Nermine Ali, Philippe Coussy, J.L. Philippe

Publikováno v: IEEE Workshop on Signal Processing Systems (SiPS)
IEEE Workshop on Signal Processing Systems (SiPS), 2021, pp.123-128. ⟨10.1109/SiPS52927.2021.00030⟩
SiPS

International audience; Convolutional Neural Networks (CNNs) have emerged as an answer to next-generation applications such as complex image recognition and object detection. Embeddingsuch compute-intensive and memory-hungry algorithms on edge system

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::21952e31ab60cbcedfef56969ce478f0
https://cea.hal.science/cea-03759800/file/SiPS2021_VF.pdf