Performance Characterization of Popular DNN Models on Out-of-Order CPUs

DNN popularity, which is driving advances in a growing number of fields, has increased the amount of computing resources running this kind of applications at an unprecedent rate. Specialized hardware, such as GPUs or ASIC-based accelerators, has been the preferred platform to run these applications....

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Veröffentlicht in:	2023 32nd International Conference on Parallel Architectures and Compilation Techniques (PACT) S. 199 - 210
Hauptverfasser:	Prieto, Pablo, Abad, Pablo, Gregorio, Jose Angel, Puente, Valentin
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	IEEE 21.10.2023
Schlagworte:	Adaptation models Analytical models Artificial neural networks Deep Neural Networks General Purpose CPU Gold Metrics Microarchitecture Silver System performance
Online-Zugang:	Volltext
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