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How to profile message activity?

asked 2016-10-13 09:49:29 -0500

Cerin gravatar image

Are there any tools for profiling or collecting statistics on the types of message activity per node?

I'm trying to troubleshoot some nodes consuming excessive amounts of CPU, and to help diagnose the problem, I'd like to get a histogram of the types of messages they publish over a given time range.

e.g. If I find something like:

topic                     messages/min
/mynode/encoders          23
/mynode/button            1
/mynode/imu               239423847887
/mynode/gps               56

then I'll immediately know it's publish rate for IMU messages is too high.

Obviously, I could do this manually by checking every single topic, but it's be nice to have a tool to automate this, and I don't want to reinvent the wheel.

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answered 2016-10-13 11:57:42 -0500

Mani gravatar image

updated 2016-10-13 12:57:07 -0500

Since _ROS Indigo_ there is builtin support for topic statistics in ROS. Based on the documentation, these are the metrics that are collected:

  • Period of messages by all publishers (average, maximum, standard deviation)
  • Age of messages, based on header timestamp (average, maximum, standard deviation)
  • Number of dropped messages
  • Traffic volume (Bytes)

To enable this feature, the /enable_statistics parameter needs to be set to true.

There are some tools that enable higher level analysis, visualisation and diagnostics based on topic statistics:

  • rqt_graph (Visualisation of topic statistics)
  • rosprofiler (Profiler and Visualisation based on topic statistics)
  • arni (Visualisation and Fault Detection/Mitigation based on topic statistics and a custom process and host level monitor)

There is also a tool called Drums that collects fine-grained statistics about hosts, processes and network sockets that are part of a running ROS computation graph independent of the builtin data from ROS topic statistics. (Disclaimer: I am the author of Drums and the documentation is far from perfect at the moment).

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When you say set "/enable_statistics" to true, on which node? All of them?

Cerin gravatar imageCerin ( 2016-10-13 12:24:51 -0500 )edit
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The documentation link explains how to set the /enable_statistics parameter. It can also be done in a launch file similar to /use_sim_time.

Thomas D gravatar imageThomas D ( 2016-10-13 12:50:46 -0500 )edit
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answered 2016-10-13 10:11:34 -0500

Thomas D gravatar image

If you create a bag file then do rosbag info it will show you how many messages occur on each topic.

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Asked: 2016-10-13 09:49:29 -0500

Seen: 626 times

Last updated: Oct 13 '16