Autotune: Automatic Engine Selection¶
Selecting the best performing engine for a given verification task often
requires some amount of trial and error. To reduce the manual work required for
this, sby offers the
--autotune option. This takes an
.sby file and
runs it using engines and engine configurations. At the end it produces a
report listing the fastest engines among these candidates.
To run autotune, you can add the
--autotune option to your usual sby
invocation. For example, if you usually run
sby demo.sby you would run
sby --autotune demo.sby instead. When the
.sby file contains multiple
tasks, autotune is run for each task independently. As without
it is possible to specify which tasks to run on the command line.
Autotune runs without requiring further interaction, and will eventually print a
list of engine configurations and their respective solving times. To
permanently use an engine configuration you can copy it from the
sby --autotune output into the
[engines] section of your
The Sby repository contains a small example in the
divider.sby file contains the following
We notice that running
sby -f divider.sby medium takes a long time and want
to see if another engine would speed things up, so we run
sby --autotune -f divider.sby medium. After a few minutes this prints:
SBY [divider_medium] finished engines: SBY [divider_medium] #4: engine_7: smtbmc --nopresat bitwuzla -- --noincr (32 seconds, status=PASS) SBY [divider_medium] #3: engine_2: smtbmc boolector -- --noincr (32 seconds, status=PASS) SBY [divider_medium] #2: engine_3: smtbmc --nopresat boolector -- --noincr (32 seconds, status=PASS) SBY [divider_medium] #1: engine_6: smtbmc bitwuzla -- --noincr (31 seconds, status=PASS) SBY [divider_medium] DONE (AUTOTUNED, rc=0)
This tells us that for the
medium task, the best engine choice (#1) is
smtbmc bitwuzla -- --noincr. To use this engine by default we can change
[engines] section of
[engines] smtbmc bitwuzla -- --noincr
Autotune Log Output¶
The log output in
--autotune mode differs from the usual sby log output.
It also starts with preparing the design (this includes running the user
[script]) so it can be passed to the solvers. This is only done
once and will be reused to run every candidate engine.
SBY [demo] model 'base': preparing now... SBY [demo] base: starting process "cd demo/src; yosys -ql ../model/design.log ../model/design.ys" SBY [demo] base: finished (returncode=0) SBY [demo] prepared model 'base'
This is followed by selecting the engine candidates to run. The design and sby configuration are analyzed to skip engines that are not compatible or unlikely to work well. When an engine is skipped due to a recommendation, a corresponding log message is displayed as well as the total number of candidates to try:
SBY [demo] checking more than 20 timesteps (100), disabling nonincremental smtbmc SBY [demo] testing 16 engine configurations...
After this, the candidate engine configurations are started. Depending on the configuration, engines can run in parallel. The engine output itself is not logged to stdout when running autotune, so you will only see messages about starting an engine:
SBY [demo] engine_1 (smtbmc --nopresat boolector): starting... (14 configurations pending) SBY [demo] engine_2 (smtbmc bitwuzla): starting... (13 configurations pending) SBY [demo] engine_3 (smtbmc --nopresat bitwuzla): starting... (12 configurations pending) ...
The engine log that would normally be printed is instead redirected to files
engine_*_autotune.txt within sby’s working directory.
To run an engine, further preparation steps may be necessary. These are cached and will be reused for every engine requiring them, while properly accounting for the required prepration time. Below is an example of the log output produced by such a preparation step. Note that this runs in parallel, so it may be interspersed with other log output.
SBY [demo] model 'smt2': preparing now... SBY [demo] smt2: starting process "cd demo/model; yosys -ql design_smt2.log design_smt2.ys" ... SBY [demo] smt2: finished (returncode=0) SBY [demo] prepared model 'smt2'
Whenever an engine finishes, a log message is printed:
SBY [demo] engine_4 (smtbmc --unroll yices): succeeded (status=PASS) SBY [demo] engine_4 (smtbmc --unroll yices): took 30 seconds (first engine to finish)
When an engine takes longer than the current hard timeout, it is stopped:
SBY [demo] engine_2 (smtbmc bitwuzla): timeout (150 seconds)
Depending on the configuration, autotune will also stop an engine earlier when reaching a soft timeout. If no other engine finishes in less time, the engine will be retried later with a longer soft timeout:
SBY [demo] engine_0 (smtbmc boolector): timeout (60 seconds, will be retried if necessary)
Finally, a summary of all finished engines is printed, sorted by their solving time:
SBY [demo] finished engines: SBY [demo] #3: engine_1: smtbmc --nopresat boolector (52 seconds, status=PASS) SBY [demo] #2: engine_5: smtbmc --nopresat --unroll yices (41 seconds, status=PASS) SBY [demo] #1: engine_4: smtbmc --unroll yices (30 seconds, status=PASS) SBY [demo] DONE (AUTOTUNED, rc=0)
If any tried engine encounters an error or produces an unexpected result,
autotune will also output a list of failed engines. Note that when the sby file
does not contain the
expect option, autotune defaults to
expect pass,fail to simplify running autotune on a verification task with a
currently unknown outcome.
Autotune can be configured by adding an
[autotune] section to the
file. Each line in that section has the form
option_name value, the
possible options and their supported values are described below. In addition,
--autotune-config command line option can be used to specify a file
containing further autotune options, using the same syntax. When both are used,
the command line option takes precedence. This makes it easy to run autotune
.sby files without having to modify them.
Set a different timeout value (in seconds) used only
for autotune. The value
Initial timeout value (in seconds) used to interrupt
a candidate engine when other candidates are
pending. Increased every time a candidate is retried
to ensure progress. Default:
Additional time to wait past the time taken by the
fastest finished engine candidate so far. Can be an
absolute time in seconds, a percentage of the
fastest candidate or a sum of both.
Maximal number of engine candidates to try in
parallel. When set to
Filter candidates by whether they perform a presat
Filter candidates by whether they use incremental
solving (when applicable). Values
Number of timesteps required to only consider
incremental solving when
Filter candidates by whether they have native
support for memory. Values
Number of memory bits required to only consider
candidates with native memory support when
Filter candidates by whether they support