A customizable matrix multiplication framework for the intel harpv2 xeon+ fpga platform: A deep learning case study

DJM Moss, S Krishnan, E Nurvitadhi… - Proceedings of the …, 2018 - dl.acm.org
General Matrix to Matrix multiplication (GEMM) is the cornerstone for a wide gamut of
applications in high performance computing (HPC), scientific computing (SC) and more …

Data-flow graph mapping optimization for CGRA with deep reinforcement learning

D Liu, S Yin, G Luo, J Shang, L Liu… - … on Computer-Aided …, 2018 - ieeexplore.ieee.org
Coarse-grained reconfigurable architectures (CGRAs) have drawn increasing attention due
to their flexibility and energy efficiency. Data flow graphs (DFGs) are often mapped onto …

Energy-aware fully-adaptive resource provisioning in collaborative CPU-FPGA cloud environments

MG Jordan, G Korol, T Knorst, MB Rutzig… - Journal of Parallel and …, 2023 - Elsevier
Cloud warehouses have been exploiting multi-tenancy in CPU-FPGA collaborative
environments, so clients can share the same infrastructure, achieving scalability and …

[HTML][HTML] Recent implications towards sustainable and energy efficient AI and big data implementations in cloud-fog systems: A newsworthy inquiry

H Ikhlasse, D Benjamin, C Vincent, M Hicham - Journal of King Saud …, 2022 - Elsevier
Cloud-fog based industries are entailing today greedy energy costs, given the wide
multiplication of their AI models and distributed BD frameworks implementations. This paper …

Throughput optimized scheduler for dispersed computing systems

D Hu, B Krishnamachari - 2019 7th IEEE International …, 2019 - ieeexplore.ieee.org
Dispersed computing is promising paradigm to supplement the conventional cloud
computing. Performing computation on the edge leads to significant reduction in …

Resource-aware collaborative allocation for cpu-fpga cloud environments

MG Jordan, G Korol, MB Rutzig… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Cloud Warehouses have been exploiting CPU-FPGA environments to accelerate multi-
tenant applications to achieve scalability and maximize resource utilization. In this scenario …

ST-Accel: A high-level programming platform for streaming applications on FPGA

Z Ruan, T He, B Li, P Zhou… - 2018 IEEE 26th Annual …, 2018 - ieeexplore.ieee.org
In recent years we have witnessed the emergence of the FPGA in many high-performance
systems. This is due to FPGA's high reconfigurability and improved user-friendly …

MVSym: Efficient symbiotic exploitation of HLS-kernel multi-versioning for collaborative CPU-FPGA cloud systems

MG Jordan, BN Lignati, G Korol, MB Rutzig, ACS Beck - Integration, 2023 - Elsevier
Cloud Warehouses have been exploiting CPU-FPGA collaborative environments, where
clients share the same infrastructure to maximize resource utilization with energy efficiency …

Power-aware computing systems on FPGAs: a survey

G Akgün, M Ali, D Göhringer - 2021 31st International …, 2021 - ieeexplore.ieee.org
A major concern with battery-operated devices is power-awareness and its appropriate
computing. The power dissipation of such systems is usually considered a hardware …

A dual modular redundancy scheme for CPU–FPGA platform-based systems

IBM Matsuo, L Zhao, WJ Lee - IEEE Transactions on Industry …, 2018 - ieeexplore.ieee.org
This paper presents a practical view of how to implement a dual modular redundancy (DMR)
scheme in a central processing unit-field-programmable gate array (CPU-FPGA) …