System-wide Replay
Based on ORB messages, it’s possible to record and replay arbitrary parts of the
system. For this to work, the new logger needs to be enabled ( set
to 1).
Replay is useful to test the effect of different parameter values based on real
data, compare different estimators, etc.
The first thing that needs to be done is to identify the module or modules that
should be replayed. Then, all the inputs to these modules, i.e. subscribed ORB
topics. For system-wide replay, this consists of all hardware input: sensors, RC
input, mavlink commands and file system.
All identified topics need to be logged at full rate (see
). For ekf2
this is already the case with the
default set of logged topics.
It is important that all replayed topics contain only a single absolute
timestamp, which is the automatically generated field timestamp
. Should there
be more timestamps, then they must be relative with respect to the main
timestamp. For an example, see
sensor_combined.msg.
Reasons for this are given below.
- First, choose the file to replay, and build the target (from within the
Firmware directory): This will create the output in a separate build directorybuild_posix_sitl_default_replay
(so that the parameters don’t interfere with
normal builds). It’s possible to choose any posix SITL build target for
replay, the build system knows through thereplay
environment variable that
it’s in replay mode. Add ORB publisher rules file in
build_posix_sitl_default_replay/tmp/rootfs/orb_publisher.rules
.
This file defines which module is allowed to publish which messages. It has
the following format:restrict_topics: <topic1>, <topic2>, ..., <topicN>
module: <module>
It means that the given list of topics should only be published by
<module>
(which is the command name). Publications to any of these topics from another
module are silently ignored. Ifignore_others
is , then publications
to other topics from<module>
are ignored.restrict_topics: sensor_combined, vehicle_gps_position, vehicle_land_detected
module: replay
ignore_others: true
This allows that the modules, which usually publish these topics, don’t need
to be disabled for replay.Optional: setup parameter overrides in the file
build_posix_sitl_default_replay/tmp/rootfs/replay_params.txt
.
This file should contain a list of<param_name> <value>
, like:By default, all parameters from the log file are applied. When a parameter
changed during recording, it will be changed as well at the right time during
replay. A parameter in thereplay_params.txt
will override the value and
changes to it from the log file will not be applied.- Optional: copy
dataman
missions file from the SD card to the build
directory. Only necessary if a mission should be replayed. Start the replay:
This will automatically open the log file, apply the parameters and start
to replay. Once done, it will be reported and the process can be exited. Then
the newly generated log file can be analyzed, it has_replayed
appended to
its file name.Note that the above command will show the simulator as well, but depending on
what is being replayed, it will not show what’s actually going on. It’s
possible to connect via QGC and e.g. view the changing attitude during replay.Finally, unset the environment variable, so that the normal build targets
are used again:unset replay
- It is currently only possible to replay in ‘real-time’, meaning as fast as the
recording was done. This is planned to be extended in the future. - A message that has a timestamp of 0 will be considered invalid and not be
replayed.
- Optionally set
SDLOG_MODE
to 1 to start logging from boot - Record the log
- To replay:
You can stop it after there’s an output like:
INFO [replay] Replay done (published 9917 msgs, 2.136 s)
The parameters can be adjusted as well. They can be extracted from the log with
(install pyulog with sudo pip install pyulog
first):
ulog_params -i $replay -d ' ' | grep -e '^EKF2' > build_posix_sitl_default_replay/tmp/rootfs/replay_params.txt
Then edit the parameters in the file as needed and restart the replay process
with make posix none
. This will create a new log file.
The location of the generated log is printed with a message like this:
When finished, use unset replay; unset replay_mode
to exit the replay mode.
Replay is split into 3 components:
- a replay module
- ORB publisher rules
The replay module reads the log and publishes the messages with the same speed
as they were recorded. A constant offset is added to the timestamp of each
message to match the current system time (this is the reason why all other
timestamps need to be relative). The command replay tryapplyparams
is executed
before all other modules are loaded and applies the parameters from the log and
user-set parameters. Then as the last command, replay trystart
will again
apply the parameters and start the actual replay. Both commands do nothing if
the environment variable is not set.
The time handling is still an open point, and needs to be implemented.