Search Results for author: Andy D. Pimentel

Found 3 papers, 1 papers with code

Using Evolutionary Algorithms to Find Cache-Friendly Generalized Morton Layouts for Arrays

no code implementations13 Sep 2023 Stephen Nicholas Swatman, Ana-Lucia Varbanescu, Andy D. Pimentel, Andreas Salzburger, Attila Krasznahorkay

The layout of multi-dimensional data can have a significant impact on the efficacy of hardware caches and, by extension, the performance of applications.

Evolutionary Algorithms

AutoDiCE: Fully Automated Distributed CNN Inference at the Edge

1 code implementation20 Jul 2022 Xiaotian Guo, Andy D. Pimentel, Todor Stefanov

Although such distribution, deployment, and execution of large CNNs on multiple edge devices is a desirable and beneficial approach, there currently does not exist a design and programming framework that takes a trained CNN model, together with a CNN partitioning specification, and fully automates the CNN model splitting and deployment on multiple edge devices to facilitate distributed CNN inference at the Edge.

Code Generation Image Classification +2

Exploring Task Mappings on Heterogeneous MPSoCs using a Bias-Elitist Genetic Algorithm

no code implementations29 Jun 2014 Wei Quan, Andy D. Pimentel

Previous research has shown that Genetic Algorithms (GA) typically are a good choice to solve this problem when the solution space is relatively small.

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