IIsy: Hybrid In-Network Classification Using Programmable Switches

• Published in: IEEE/ACM transactions on networking Vol. 32; no. 3; pp. 2555 - 2570
• Main Authors: Zheng, Changgang, Xiong, Zhaoqi, Bui, Thanh T., Kaupmees, Siim, Bensoussane, Riyad, Bernabeu, Antoine, Vargaftik, Shay, Ben-Itzhak, Yaniv, Zilberman, Noa
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.06.2024; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Algorithms; Classification; Cognitive tasks; Computational modeling; Constraints; Data models; Feature extraction; In-network computing; Load modeling; Machine learning; Performance evaluation; programmable data planes; software defined networks; Switches; Throughput

The soaring use of machine learning leads to increasing processing demands. As data volume keeps growing, providing classification services with good machine learning performance, high throughput, low latency, and minimal equipment overheads becomes a challenge. Offloading machine learning tasks to...