NettetWe fabricate HolisticGNN's hardware RTL and implement its software on an FPGA-based computational SSD (CSSD). Our empirical evaluations show that the inference time of HolisticGNN outperforms GNN inference services using high-performance modern GPUs by 7.1x while reducing energy consumption by 33.2x, on average. Nettet13. apr. 2024 · KEEN has focused on three application areas of AI methods in the process industries: the support of the development of processes, the engineering phase of plant design and development, and the control, monitoring, and optimization of running processes (real-time application).

HolisticGNN: An Energy-efficient Deep Learning Infrastructure for …

Nettet17. apr. 2024 · A novel deep learning framework on large graphs, HolisticGNN, that provides an easy-to-use, nearstorage inference infrastructure for fast, energy-efficient GNN processing and enables RPC over PCIe such that the users can simply program GNNs through a graph semantic library without any knowledge of the underlying hardware or … NettetWe fabricate HolisticGNN's hardware RTL and implement its software on our FPGA-based computational SSD (CSSD). Our empirical evaluations show that the inference time of HolisticGNN outperforms GNN inference services using high-performance modern GPUs by 7.1× while reducing energy consumption by 33.2×, on average. stores in waukesha wi

Hardware/Software Co-Programmable Framework for Computational SS…

NettetMentioning: 12 - Representation learning algorithms automatically learn the features of data. Several representation learning algorithms for graph data, such as DeepWalk, node2vec, and Graph-SAGE, sample the graph to produce mini-batches that are suitable for training a DNN. However, sampling time can be a significant fraction of training time, … Nettet23. jan. 2024 · We propose a novel deep learning framework on large graphs, HolisticGNN, that provides an easy-to-use, near-storage inference infrastructure for … NettetWe propose a novel deep learning framework on large graphs, holisticgnn, that provides an easy-to-use, near-storage inference infrastructure for fast, energy-efficient graph … stores in watford city nd