Subway
Amir Hossein Nodehi Sabet, Zhijia Zhao, Rajiv Gupta
Abstract
In many graph-based applications, the graphs tend to grow, imposing a great challenge for GPU-based graph processing. When the graph size exceeds the device memory capacity (i.e., GPU memory oversubscription), the performance of graph processing often degrades dramatically, due to the sheer amount of data transfer between CPU and GPU.
Topics & Concepts
Computer scienceParallel computingGraphTheoretical computer scienceGraph Theory and AlgorithmsAdvanced Graph Neural NetworksCloud Computing and Resource Management