Suppress "statistical outliers detected" warning #528
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Thank you for reporting this. Could you please run your benchmark again (make sure that you see the warning) and additionally pass And for completeness, maybe also show a screenshot of |
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Command: Hyperfine output: Benchmark 1: node --version
Time (mean ± σ): 2.1 ms ± 0.1 ms [User: 1.9 ms, System: 0.2 ms]
Range (min … max): 2.0 ms … 3.5 ms 1378 runs
Warning: Statistical outliers were detected. Consider re-running this benchmark on a quiet PC without any interferences from other programs. It might help to use the '--warmup' or '--prepare' options.
Benchmark 2: bun --version
Time (mean ± σ): 1.0 ms ± 0.0 ms [User: 0.9 ms, System: 0.1 ms]
Range (min … max): 0.9 ms … 1.8 ms 2907 runs
Warning: Statistical outliers were detected. Consider re-running this benchmark on a quiet PC without any interferences from other programs. It might help to use the '--warmup' or '--prepare' options.
Summary
'bun --version' ran
2.10 ± 0.14 times faster than 'node --version'
|
That seems truncated? If you zip your results.json, you should be able to attach it to a comment here on GitHub? |
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results.json{
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|
Thank you. We can create a histogram of these results using It creates a plot like this where I have marked some outliers manually with red arrows: Sure, whether you count those as outliers or not will depend on the precise definition. But if this were a normal distribution (which is completely uncommon for benchmark results), we would certainly not expect any benchmark times this far out (a "ten sigma" event). I think it's also very likely that the marked measurements are caused by some system interference. I wouldn't expect So where does this leave us? I think it's okay for Also, the warning certainly doesn't mean that your benchmark results are unusable. Most of the time, it just means that you should use statistical analysis tools that are robust with respect to outliers. For example: take the median of the measured times instead of the mean¹. Or what is often even better: take the minimum of all times². What do you think? Is there something we could improve? Maybe the documentation? ¹ I have often thought about removing the mean output from hyperfines default display and showing the median instead. See also a related discussion at #171. |
|
Well I've never doubted hyperfine's warning accuracy, those certainly are outliers, but, there's so little of them, I'd say it would be more productive for hyperfine to just automatically discard them when calculating the mean, and only print out the warning when there's an actually excessive amount of outliers, lets say like over 5% of all runs were outliers, as opposed to the above which where the outliers visually look like under 0.1% of all runs, which really could and should be safely ignored. As a concrete example, in the issue you linked (171) you show an explicit example of a system interference causing statistical outliers, which gives you a min..max range of 109.8 ms apart, that certainly is a lot and definitely warrants a warning, meanwhile on these commands I am running the range is a mere 7.1 ms on a run I just made and it still printed the warning, which is pretty unnecessary and bothersome. So to sum it up, my suggestion would be:
I get that the warning means well in the sense of "hey this might not be the best tool to use for this benchmark" but sometimes you just want a quick dirty simple benchmark for fun or something like that, and don't really want to be pestered with warnings which clog up the screenshot incase you want to share the benchmark with someone else or anything like that. |
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I keep consistently getting that warning when absolutely nothing else on my computer is running, other than cmd.exe to run the benchmark on. I've already tried
--shell=noneand as many as 1000 warmup runs and it still shows up. What even is triggering that warning under the hood? Regardless it doesn't seem to be a reliable warning since the benchmark results are consistent across multiple hyperfine runs of the same commands, so could there please be a way to suppress that warning? A--silent/-sflag or alike.System specs:
OS: Microsoft Windows [Version 10.0.19044.1766]
Hyperfine: v1.14.0 installed through cargo
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