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Dariol, Quentin and Le Nours, Sebastien and Pillement, Sebastien and Stemmer, Ralf and Helms, Domenik and Grüttner, Kim (2023) Early Performance and Energy Prediction of Neural Networks Deployed on Multi-Core Platforms. GRETSI 2023 - XXIXème Colloque Francophone de Traitement du Signal et des Images, 28.08.2023 - 01.09.2023, Grenoble, France.
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Abstract
Early evaluation of Neural Networks (NN) deployments on multi-core platforms is necessary to find deployments that optimize resource usage, performance and energy. In this paper, we propose a timing and power modeling methodology which combines simulation, analytical models, and measurements to offer fast yet accurate performance and energy prediction of NN deployments on multi-core platforms. The proposed approach is validated against measurements obtained from a real implementation of 27 mappings of four NNs with high accuracy and a fast evaluation time of approximatively 20 s per mapping.
| Item URL in elib: | https://elib.dlr.de/196733/ | ||||||||||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Poster) | ||||||||||||||||||||||||||||
| Additional Information: | This work has been funded by the WISE consortium, France in the project pSSim4AI and by the Federal Ministry of Education and Research (BMBF, Germany) in the project Scale4Edge (16ME0465). | ||||||||||||||||||||||||||||
| Title: | Early Performance and Energy Prediction of Neural Networks Deployed on Multi-Core Platforms | ||||||||||||||||||||||||||||
| Authors: |
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| Date: | 17 April 2023 | ||||||||||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||||||
| In SCOPUS: | No | ||||||||||||||||||||||||||||
| In ISI Web of Science: | No | ||||||||||||||||||||||||||||
| Status: | Accepted | ||||||||||||||||||||||||||||
| Keywords: | Neural Networks, CNN, ANN, System Level Modeling, Power Model, Energy Model, Timing Model, Multi-Core Platforms, SystemC | ||||||||||||||||||||||||||||
| Event Title: | GRETSI 2023 - XXIXème Colloque Francophone de Traitement du Signal et des Images | ||||||||||||||||||||||||||||
| Event Location: | Grenoble, France | ||||||||||||||||||||||||||||
| Event Type: | national Conference | ||||||||||||||||||||||||||||
| Event Dates: | 28.08.2023 - 01.09.2023 | ||||||||||||||||||||||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||||||
| HGF - Program: | Transport | ||||||||||||||||||||||||||||
| HGF - Program Themes: | other | ||||||||||||||||||||||||||||
| DLR - Research area: | Transport | ||||||||||||||||||||||||||||
| DLR - Program: | V - no assignment | ||||||||||||||||||||||||||||
| DLR - Research theme (Project): | V - no assignment | ||||||||||||||||||||||||||||
| Location: | Oldenburg | ||||||||||||||||||||||||||||
| Institutes and Institutions: | Institute of Systems Engineering for Future Mobility > System Evolution and Operation | ||||||||||||||||||||||||||||
| Deposited By: | Dariol, Quentin | ||||||||||||||||||||||||||||
| Deposited On: | 31 Aug 2023 08:35 | ||||||||||||||||||||||||||||
| Last Modified: | 31 Aug 2023 08:35 |
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