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Survey and Analysis of Kernel and Userspace Tracers on Linux: Design, Implementation, and Overhead

Authors:

Michel R. DagenaisAuthors Info & Claims

ACM Computing Surveys (CSUR), Volume 51, Issue 2

Article No.: 26, Pages 1 - 33

https://doi.org/10.1145/3158644

Published: 12 March 2018 Publication History

Abstract

As applications and operating systems are becoming more complex, the last decade has seen the rise of many tracing tools all across the software stack. This article presents a hands-on comparison of modern tracers on Linux systems, both in user space and kernel space. The authors implement microbenchmarks that not only quantify the overhead of different tracers, but also sample fine-grained metrics that unveil insights into the tracers’ internals and show the cause of each tracer’s overhead. Internal design choices and implementation particularities are discussed, which helps us to understand the challenges of developing tracers. Furthermore, this analysis aims to help users choose and configure their tracers based on their specific requirements to reduce their overhead and get the most of out of them.

References

[1]

Georgios Bitzes and Andrzej Nowak. 2014. The overhead of profiling using PMU hardware counters. CERN Openlab Report (2014). Retrieved from https://zenodo.org/record/10800/files/TheOverheadOfProfilingUsingPMUhardwareCounters.pdf.

[2]

Jan Blunck, Mathieu Desnoyers, and Pierre-Marc Fournier. 2009. Userspace application tracing with markers and tracepoints. In Proceedings of the Linux Kongress. Dresden, Germany, 7--14.

[3]

Yannick Brosseau. 2017. A userspace tracing comparison: Dtrace vs LTTng UST. Retrieved from http://www.dorsal.polymtl.ca/fr/blog/yannick-brosseau/userspace-tracing-comparison-dtrace-vs-lttng-ust.

[4]

Mathieu Desnoyers. 2009. Low-Impact Operating System Tracing. Ph.D. Dissertation. École Polytechnique de Montréal.

[5]

Mathieu Desnoyers. 2012. Common trace format (CTF) specification (v1. 8.2). Common Trace Format GIT Repository (2012). Retrieved from https://github.com/efficios/ctf/blob/master/common-trace-format-specification.md.

[6]

Mathieu Desnoyers. 2016a. Restartable sequences system call. Retrieved from http://www.mail-archive.com/[email protected]/msg1213826.html.

[7]

Mathieu Desnoyers. 2016b. Semantics and Behavior of Local Atomic Operations. Documentation/local_ops.txt. (2016). Linux kernel version 4.5.0. Retrieved from https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/Documentation/local_ops.txt?h=v4.5.

[8]

Mathieu Desnoyers. 2016c. Tracepoints documentation in the Linux kernel. Documentation/trace/tracepoints.txt. Linux kernel version 4.5.0. Retrieved from https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/Documentation/trace/tracepoints.txt?h=v4.5.

[9]

Mathieu Desnoyers and Michel Dagenais. 2006a. Low disturbance embedded system tracing with linux trace toolkit next generation. In Proceedings of the Embedded Linux Conference (ELC’06), Vol. 2006. Citeseer, San Jose, California.

[10]

Mathieu Desnoyers and Michel Dagenais. 2008. LTTng: Tracing across execution layers, from the hypervisor to user-space. In Proceedings of the Linux Symposium, Vol. 101. Ottawa Linux Symposium, 101--106.

[11]

Mathieu Desnoyers and Michel R. Dagenais. 2006b. The LTTng tracer: A low impact performance and behavior monitor for GNU/Linux. In Proceedings of the Ottawa Linux Symposium (OLS’06), Vol. 2006. Citeseer, 209--224.

[12]

Mathieu Desnoyers and Michel R. Dagenais. 2009. Lttng, filling the gap between kernel instrumentation and a widely usable kernel tracer. In Linux Foundation Collaboration Summit 2009. Linux Foundation.

[13]

Mathieu Desnoyers and Michel R. Dagenais. 2010. Synchronization for fast and reentrant operating system kernel tracing. Softw. Pract. Exp. 40, 12 (2010), 1053--1072.

Digital Library

[14]

Mathieu Desnoyers and Michel R. Dagenais. 2012. Lockless multi-core high-throughput buffering scheme for kernel tracing. ACM SIGOPS Op. Syst. Rev. 46, 3 (2012), 65--81.

Digital Library

[15]

Mathieu Desnoyers, Paul E. McKenney, Alan S. Stern, Michel R. Dagenais, and Jonathan Walpole. 2012. User-level implementations of read-copy update. IEEE Trans. Parallel Distrib. Syst. 23, 2 (2012), 375--382.

Digital Library

[16]

Frank Ch. Eigler. 2006. Problem solving with systemtap. In Proceedings of the Ottawa Linux Symposium. Citeseer, 261--268.

[17]

Extrae. 2016. Extrae website. Retrieved from http://www.vi-hps.org/tools/extrae.html.

[18]

Pierre-Marc Fournier, Mathieu Desnoyers, and Michel R. Dagenais. 2009. Combined tracing of the kernel and applications with LTTng. In Proceedings of the 2009 Linux Symposium. Citeseer, 87--93.

[19]

M. Frysinger. 2016. Function tracer guts. Documentation/trace/ftrace-design.txt. Linux kernel version 4.5.0. Retrieved from https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/Documentation/trace/ftrace-design.txt?h=v4.5.

[20]

Amir Reza Ghods. 2016. A study of Linux Perf and slab allocation sub-systems. Master thesis, University of Waterloo. Retrieved from http://hdl.handle.net/10012/10184.

[21]

Github. 2017a. BCC project. Retrieved from https://github.com/iovisor/bcc.

[22]

Github. 2017b. Chisels User Guide. Retrieved from https://github.com/draios/sysdig/wiki/Chisels-User-Guide.

[23]

Github. 2017c. KTap: A lightweight script-based dynamic tracing tool for Linux. Retrieved from https://github.com/ktap/ktap.

[24]

Brendan Gregg. 2017. Brendan Gregg Linux Performance. Retrieved from http://www.brendangregg.com.

[25]

Brendan Gregg and Jim Mauro. 2011. DTrace: Dynamic Tracing in Oracle Solaris, Mac OS X, and FreeBSD. Prentice Hall Professional.

Digital Library

[26]

M. Haardt and M. Coleman. 1999. ptrace(2) Linux Programmer’s Manual. Retrieved from http://man7.org/linux/man-pages/man2/ptrace.2.html.

[27]

John L. Hennessy and David A. Patterson. 2011. Computer Architecture: A Quantitative Approach. Elsevier.

Digital Library

[28]

M. Hiramatsu. 2010. Kprobes jump optimization support. (Feb. 2010). https://lwn.net/Articles/375232.

[29]

M. Hiramatsu, J. Keniston, and P. S. Panchamukhi. 2016. Kernel Probes (Kprobes). Documentation/kprobes.txt. (2016). Linux kernel version 4.5.0.

[30]

Intel Corporation. 2016. Intel® 64 and IA-32 Architectures Software Developer’s Manual, No. 325462-045US.

[31]

Michael K. Johnson and Erik W. Troan. 2004. Linux Application Development. Addison-Wesley Professional.

Digital Library

[32]

Tomas Kalibera and Richard Jones. 2013. Rigorous benchmarking in reasonable time. In ACM SIGPLAN Not., Vol. 48. ACM, 63--74.

Digital Library

[33]

Michael Kerrisk. 2010. The Linux Programming Interface. No Starch Press.

Digital Library

[34]

Andreas Knüpfer, Holger Brunst, Jens Doleschal, Matthias Jurenz, Matthias Lieber, Holger Mickler, Matthias S. Müller, and Wolfgang E. Nagel. 2008. The vampir performance analysis tool-set. In Tools for High Performance Computing, Michael Resch, Rainer Keller, Valentin Himmler, Bettina Krammer, and Alexander Schulz (Eds.) Springer, 139--155.

[35]

Robert Love. 2005. Linux Kernel Development. Novell Press.

Digital Library

[36]

Ananth Mavinakayanahalli, Prasanna Panchamukhi, Jim Keniston, Anil Keshavamurthy, and Masami Hiramatsu. 2006. Probing the guts of kprobes. In Proceedings of the Linux Symposium, Vol. 6. Ottawa Linux Symposium, 101--116.

[37]

Steven McCanne and Van Jacobson. 1993. The BSD packet filter: A new architecture for user-level packet capture. In USENIX Winter, Vol. 46, 259--270.

Digital Library

[38]

Paul E. McKenney and John D. Slingwine. 1998. Read-copy update: Using execution history to solve concurrency problems. In Proceedings of the 10th IASTED International Conference on Parallel and Distributed Computing and Systems, Oct. 1998. 509--518.

[39]

Bojan Mihajlović, Željko Žilić, and Warren J. Gross. 2014. Dynamically instrumenting the QEMU emulator for Linux process trace generation with the GDB debugger. ACM Trans. Embed. Comput. Syst. (TECS’14) 13, 5s (2014), 167.

Digital Library

[40]

Shirley Moore, David Cronk, Kevin London, and Jack Dongarra. 2001. Review of performance analysis tools for MPI parallel programs. In Proceedings of the European Parallel Virtual Machine/Message Passing Interface Users’ Group Meeting. Springer, 241--248.

Digital Library

[41]

Matthias S. Müller, Andreas Knüpfer, Matthias Jurenz, Matthias Lieber, Holger Brunst, Hartmut Mix, and Wolfgang E. Nagel. 2007. Developing scalable applications with Vampir, VampirServer and VampirTrace. In PARCO, Vol. 15. Citeseer, 637--644.

[42]

Pradeep Padala. 2002. Playing with ptrace, Part I. Linux J. 2002, 103 (2002), 5.

Digital Library

[43]

J. S. Peek. 1996. System and method for creating thread-safe shared libraries. U.S. Patent No. 5,481,706. Jan. 2, 1996. Retrieved from https://www.google.com/patents/US5481706.

[44]

Vincent Pillet, Jesús Labarta, Toni Cortes, and Sergi Girona. 1995. Paraver: A tool to visualize and analyze parallel code. In Proceedings of WoTUG-18: Transputer and occam Developments, Vol. 44. mar, 17--31.

[45]

Vara Prasad, William Cohen, F. C. Eigler, Martin Hunt, Jim Keniston, and J. Chen. 2005. Locating system problems using dynamic instrumentation. In 2005 Ottawa Linux Symposium. Citeseer, 49--64.

[46]

Steven Rostedt. 2009a. Debugging the kernel using Ftrace - Part 1. (2009). https://lwn.net/Articles/365835.

[47]

Steven Rostedt. 2009b. Finding origins of latencies using ftrace. In Proceedings of the Eleventh Real-Time Linux Workshop, Dresden, Germany, September 2009.

[48]

S. Rostedt. 2010. Using the trace event macro. Retrieved from http://lwn.net/Articles/379903.

[49]

S. Rostedt. 2016a. ftrace - Function Tracer. Documentation/trace/ftrace.txt. Linux kernel version 4.5.0. Retrieved from https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/Documentation/trace/ftrace.txt?h=v4.5.

[50]

S. Rostedt. 2016b. Lockless Ring Buffer Design. Documentation/trace/ring-buffer-design.txt. Linux kernel version 4.5.0. Retrieved from https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/Documentation/trace/ring-buffer-design.txt?h=v4.5.

[51]

Robert Schöne, Ronny Tschüter, Thomas Ilsche, and Daniel Hackenberg. 2010. The VampirTrace plugin counter interface: Introduction and examples. In Proceedings of the European Conference on Parallel Processing. Springer, 501--511.

Digital Library

[52]

A. Starovoitov, J. Schulist, D. Borkmann. 2016. Linux Socket Filtering aka Berkeley Packet Filter (BPF). Documentation/networking/filter.txt. Linux kernel version 4.5.0. Retrieved from https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/tree/Documentation/networking/filter.txt?h=v4.5.

[53]

Jan-Willem Selij and Eric van den Haak. 2014. A visitation of sysdig. Project Report. Retrieved from https://www.os3.nl/_media/2013-2014/courses/ccf/sysdig-jan-willem-eric.pdf.

[54]

Suchakrapani Sharma and Michel Dagenais. 2016a. Hardware-assisted instruction profiling and latency detection. J.f Eng. 1, 1 (2016).

[55]

Suchakrapani Datt Sharma and Michel Dagenais. 2016b. Enhanced userspace and in-kernel trace filtering for production systems. J. Comput. Sci. Technol. 31, 6 (2016), 1161--1178.

[56]

Narendran Sivakumar and Sriram Sundar Rajan. 2010. Effectiveness of tracing in a multicore environment. (2010).

[57]

James E. Smith. 1981. A study of branch prediction strategies. In Proceedings of the 8th Annual Symposium on Computer Architecture. IEEE Computer Society Press, 135--148.

Digital Library

[58]

Andrew S. Tanenbaum and Herbert Bos. 2014. Modern Operating Systems. Prentice Hall Press.

Digital Library

[59]

Dan Terpstra, Heike Jagode, Haihang You, and Jack Dongarra. 2010. Collecting performance data with PAPI-C. In Tools for High Performance Computing 2009. Springer, 157--173.

[60]

Reinhard Wilhelm, Daniel Grund, Jan Reineke, Marc Schlickling, Markus Pister, and Christian Ferdinand. 2009. Memory hierarchies, pipelines, and buses for future architectures in time-critical embedded systems. IEEE Trans. Comput.-Aided Des. Integr. Circuits Syst. 28, 7 (2009), 966.

Digital Library

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Craun MHussain KGautam UJi ZRao TWilliams D(2024)Eliminating eBPF Tracing Overhead on Untraced ProcessesProceedings of the ACM SIGCOMM 2024 Workshop on eBPF and Kernel Extensions10.1145/3672197.3673431(16-22)Online publication date: 4-Aug-2024
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Darvishi KNoferesti MEzzati-Jivan NRoychoudhury APaiva AAbreu RStorey MHierons RMadeira H(2024)Toward Adaptive Tracing: Efficient System Behavior Analysis using Language ModelsProceedings of the 2024 ACM/IEEE 44th International Conference on Software Engineering: New Ideas and Emerging Results10.1145/3639476.3639778(62-66)Online publication date: 14-Apr-2024
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Index Terms

Survey and Analysis of Kernel and Userspace Tracers on Linux: Design, Implementation, and Overhead
1. Computer systems organization
  1. Architectures
    1. Parallel architectures
      1. Multicore architectures
  2. Dependable and fault-tolerant systems and networks
    1. Processors and memory architectures
2. Software and its engineering
  1. Software creation and management
    1. Software verification and validation
      1. Operational analysis
      2. Software defect analysis
        Software testing and debugging
  2. Software organization and properties
    1. Extra-functional properties
      1. Software performance

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Published In

cover image ACM Computing Surveys

ACM Computing Surveys Volume 51, Issue 2

March 2019

748 pages

ISSN:0360-0300

EISSN:1557-7341

DOI:10.1145/3186333

Editor:
Sartaj Sahni
Department of Computer and Information Science and Engineering / University of Florida / Gainesville, FL 32611

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Copyright © 2018 ACM.

Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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Publication History

Published: 12 March 2018

Accepted: 01 November 2017

Revised: 01 August 2017

Received: 01 November 2016

Published in CSUR Volume 51, Issue 2

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Darvishi KNoferesti MEzzati-Jivan NRoychoudhury APaiva AAbreu RStorey MHierons RMadeira H(2024)Toward Adaptive Tracing: Efficient System Behavior Analysis using Language ModelsProceedings of the 2024 ACM/IEEE 44th International Conference on Software Engineering: New Ideas and Emerging Results10.1145/3639476.3639778(62-66)Online publication date: 14-Apr-2024
https://dl.acm.org/doi/10.1145/3639476.3639778
Chen XLiu HZhang WHuang QZhang DZhou HLiu XWu C(2024)Toward Full-Coverage and Low-Overhead Profiling of Network-Stack LatencyIEEE/ACM Transactions on Networking10.1109/TNET.2024.342132732:5(4441-4455)Online publication date: Oct-2024
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Guri M(2024)Air-Gap Electromagnetic Covert ChannelIEEE Transactions on Dependable and Secure Computing10.1109/TDSC.2023.330003521:4(2127-2144)Online publication date: 1-Jul-2024
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