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authorGravatar mtklein <mtklein@chromium.org>2014-11-24 12:39:59 -0800
committerGravatar Commit bot <commit-bot@chromium.org>2014-11-24 12:39:59 -0800
commit7ba39cb9a6c97f07eb392a1cf99ce65c1f23ded0 (patch)
tree96b0b9b2003ca83897a25c1354f4c3defee6d904 /bin/compare
parent19cd0f1813c4050e7604e1c5b9b5c7ca3de85e7b (diff)
Add nanobench stats scripts to Skia repo.
These are the scripts I've been homegrowing for measuring perf impact. I think we found them useful today as a way of sifting through the noise. BUG=skia: Review URL: https://codereview.chromium.org/703713002
Diffstat (limited to 'bin/compare')
-rwxr-xr-xbin/compare39
1 files changed, 39 insertions, 0 deletions
diff --git a/bin/compare b/bin/compare
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+#!/usr/bin/env python
+
+import sys
+from scipy.stats import mannwhitneyu
+
+SIGNIFICANCE_THRESHOLD = 0.0001
+
+a,b = {},{}
+for (path, d) in [(sys.argv[1], a), (sys.argv[2], b)]:
+ for line in open(path):
+ try:
+ tokens = line.split()
+ samples = tokens[:-1]
+ label = tokens[-1]
+ d[label] = map(float, samples)
+ except:
+ pass
+
+common = set(a.keys()).intersection(b.keys())
+
+ps = []
+for key in common:
+ _, p = mannwhitneyu(a[key], b[key]) # Non-parametric t-test. Doesn't assume normal dist.
+ am, bm = min(a[key]), min(b[key])
+ ps.append((bm/am, p, key, am, bm))
+ps.sort(reverse=True)
+
+def humanize(ns):
+ for threshold, suffix in [(1e9, 's'), (1e6, 'ms'), (1e3, 'us'), (1e0, 'ns')]:
+ if ns > threshold:
+ return "%.3g%s" % (ns/threshold, suffix)
+
+maxlen = max(map(len, common))
+
+# We print only signficant changes in benchmark timing distribution.
+bonferroni = SIGNIFICANCE_THRESHOLD / len(ps) # Adjust for the fact we've run multiple tests.
+for ratio, p, key, am, bm in ps:
+ if p < bonferroni:
+ print '%*s\t%6s -> %6s\t%.2gx' % (maxlen, key, humanize(am), humanize(bm), ratio)