Výsledky vyhledávání - "Mateus Beck Rutzig"

Synergistically Exploiting CNN Pruning and HLS Versioning for Adaptive Inference on Multi-FPGAs at the Edge

Autor: Mateus Beck Rutzig, Antonio Carlos Schneider Beck, Guilherme Korol, Michael Guilherme Jordan

Publikováno v: ACM Transactions on Embedded Computing Systems. 20:1-26

FPGAs, because of their energy efficiency, reconfigurability, and easily tunable HLS designs, have been used to accelerate an increasing number of machine learning, especially CNN-based, applications. As a representative example, IoT Edge application

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::a64a4a53365d2638381fc2edabb186da
https://doi.org/10.1145/3476990

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Resource-Aware Collaborative Allocation for CPU-FPGA Cloud Environments

Autor: Mateus Beck Rutzig, Michael Guilherme Jordan, Antonio Carlos Schneider Beck, Guilherme Korol

Publikováno v: IEEE Transactions on Circuits and Systems II: Express Briefs. 68:1655-1659

Cloud Warehouses have been exploiting CPU-FPGA environments to accelerate multi-tenant applications to achieve scalability and maximize resource utilization. In this scenario, kernels are sent to CPU and FPGA concurrently, considering available resou

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::6876eedd913d581fde343e252867c472
https://doi.org/10.1109/tcsii.2021.3066309

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