Romou
Rendong Liang, Ting Cao, Jicheng Wen, Manni Wang, Yan Wang, Jianhua Zou, Yunxin Liu
2022Proceedings of the 28th Annual International Conference on Mobile Computing And Networking13 citationsDOIOpen Access PDF
Abstract
Mobile GPU, as a ubiquitous and powerful accelerator, plays an important role in accelerating on-device DNN (Deep Neural Network) inference. The frequent-upgrade and diversity of mobile GPUs require automatic kernel generation to empower fast DNN deployment. However, current generated kernels have poor performance.
Topics & Concepts
Computer scienceSoftware deploymentKernel (algebra)UpgradeArtificial neural networkInferenceMobile deviceComputer architectureEmbedded systemArtificial intelligenceOperating systemMathematicsCombinatoricsAdvanced Neural Network ApplicationsParallel Computing and Optimization TechniquesMachine Learning and ELM