Understanding and Profiling NVMe-over-TCP Using ntprof

NVMe-over-TCP (NVMe/TCP) is an emerging remote storage protocol, increasingly adopted in enterprises and clouds. It establishes a high-performance reliable data channel between clients and storage targets to deliver block I/Os. Understanding and analyzing the protocol execution details and how well storage workloads run atop are pivotal for system developers and infrastructure engineers. However, our community lacks such a profiling utility, whereas existing solutions are ad-hoc, tedious, and heuristic-driven. Realizing it is challenging due to the unpredictable I/O workload profile, intricate system layer interaction, and deep execution pipeline.

This paper presents ntprof, a systematic, informative, and lightweight NVMe/TCP profiler. Our key idea is to view the NVMe/TCP storage substrate as a lossless switched network and apply network monitoring techniques. We model each on-path system module as a software switch, equip it with a programmable profiling agent on the data plane, and develop a proactive query interface for statistics collection and analysis. ntprof, comprising a kernel module and a user-space utility, allows developers to define various profiling tasks, incurs marginal overhead when co-locating with applications, and generates performance reports based on prescribed specifications. We build ntprof atop Linux kernel 5.15.143 and apply it in six cases, i.e., end-to-end latency breakdown, interference analysis, SW/HW bottleneck localization, and application performance diagnostic. ntprof is available at https://github.com/netlab-wisconsin/ntprof.