Towards performance portability of AI models using SYCL-DNN
Muhammad Tanvir, Kumudha Narasimhan, Mehdi Goli, Ouadie El Farouki, Svetlozar Georgiev, Isaac Ault · International Workshop on OpenCL · 2022
The wide adoption of Deep Neural Networks (DNN) has served as an incentive to design and manufacture powerful and specialized hardware technologies, targeting systems from Edge devices to Cloud and supercomputers. This huge diversity soon becomes a burden due to the emerging dependencies between development stacks and deployment hardware.