Poche: A Priority-Based Flow-Aware In-Network Caching Scheme in Data Center Networks
- 5 April 2022
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Network and Service Management
- Vol. 19 (4) , 4491-4504
Abstract
Datacenters currently deploy shallow-buffered switches to achieve low latency by avoiding long waiting time in the data plane. However, the limited buffer space in the switch causes the frequent overflow and the notorious TCP incast problem. Moreover, the simple scheduling strategy in buffer deprives the switch of the ability to offer deeply differentiated services. Therefore, we present a novel priority-based flow-aware in-network caching scheme, named Poche, which supplies more control capabilities for the network side through introducing some additional cache resource into switches. Poche classifies network traffic into multiple priorities according to the latency requirements of flows. The end server adds priority tags to packets and sets different RTO values for flows with distinct priorities. The switch monitors the buffer utilization of each port and performs the priority-based flow-aware caching and injecting strategies based on the analysis of the scheduling model between the buffer and cache. We conduct comprehensive experiments to compare Poche with the state-of-the-art traffic optimization schemes. The results demonstrate that Poche can reduce the FCTs of latency-sensitive flows by at least 59.1% and improve the network throughput by at least 54.4%, while ensuring the finite cached volume and effectively addressing the incast problem.Keywords
Funding Information
- Guangdong Province Key Area R&D Program China Postdoctoral Science Foundation National Natural Science Foundation of China (2018B010113001, 2021M700091, 61972189)
- Shenzhen Key Lab of Software Defined Networking (ZDSYS20140509172959989)
This publication has 37 references indexed in Scilit:
- Robotron2016
- HULA2016
- In-network caching of Internet-of-Things data2014
- WCMP2014
- pFabric2013
- Achieving high utilization with software-driven WAN2013
- B42013
- DeTailACM SIGCOMM Computer Communication Review, 2012
- Issues and future directions in traffic classificationIEEE Network, 2012
- Data center TCP (DCTCP)ACM SIGCOMM Computer Communication Review, 2010