Commit Graph

3 Commits

Author SHA1 Message Date
Allison Piper
3440855dbd Formatting updates. 2025-04-14 17:26:12 +00:00
Georgy Evtushenko
b789240c76 Entropy-based stopping criterion 2024-01-05 14:59:48 -08:00
Allison Vacanti
178dd0eb68 Implement new convergence check for noisy kernels.
Previously, convergence was tested by waiting for the relative stdev
of cuda timings ("noise") to drop below a certain percentage
(`max_noise`).

This assumed that all benchmarks would eventually see their noise drop
to some threshold, but this is not the case. In practice, many benchmarks
never converge to the default 0.5% relative stdev and instead will always
run to the 15s timeout -- even if the means have converged in a second
or two.

Added a new check that tests when the noise itself stabilizes and ends
the benchmark, even if noise > max_noise.

After testing, this patch alone significantly reduces the runtime of the
Thrust+CUB benchmark suite (from 30 hours to 5 hours) and produces similar
timing results.

The parameters used to tune this feature are not exposed -- if this
approach works long-term and there's a strong motivation to let users
tweak them, then we can worry about names/APIs/CLI/docs later.
2021-12-21 21:24:02 -05:00