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Characterizing TCP's Performance for Low-Priority Flows Inside a Cloud by Bashir, Hafiz Mohsin; Faisal, Abdullah Bin; Dogar, Fahad R. is a scholarly article available to read on EtoBox.

What is Characterizing TCP's Performance for Low-Priority Flows Inside a Cloud about?

Many cloud systems utilize low-priority flows to achieve various performance objectives (e.g., low latency, high utilization), relying on TCP as their preferred transport protocol. However, the suitability of TCP for such low-priority flows is relatively unexplored. Specifically, how prioritization-induced delays in packet transmission can cause spurious timeouts and low utilization. In this paper, we conduct an empirical study to investigate the performance of TCP for low-priority flows under a wide range of realistic scenarios: use-cases (with accompanying workloads) where the performance of low-priority flows is crucial to the functioning of the overall system as well as various network loads and other network parameters. Our findings yield two key insights: 1) for several popular use-cases (e.g., network scheduling), TCP's performance for low-priority flows is within 2x of a near-optimal scheme, 2) for emerging workloads that exhibit an on-off behavior in the high priority queue (e.g., distributed ML model training), TCP's performance for low-priority flows is poor. Finally, we discuss and conduct preliminary evaluation to show that two simple strategies -- weighted fair queuin

Author

Bashir, Hafiz Mohsin; Faisal, Abdullah Bin; Dogar, Fahad R.

Published

2024

Language

EN