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-rwxr-xr-xtools/profiling/microbenchmarks/bm_diff/bm_speedup.py58
1 files changed, 58 insertions, 0 deletions
diff --git a/tools/profiling/microbenchmarks/bm_diff/bm_speedup.py b/tools/profiling/microbenchmarks/bm_diff/bm_speedup.py
new file mode 100755
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+++ b/tools/profiling/microbenchmarks/bm_diff/bm_speedup.py
@@ -0,0 +1,58 @@
+#!/usr/bin/env python2.7
+#
+# Copyright 2017 gRPC authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from scipy import stats
+import math
+
+_DEFAULT_THRESHOLD = 1e-10
+
+def scale(a, mul):
+ return [x * mul for x in a]
+
+
+def cmp(a, b):
+ return stats.ttest_ind(a, b)
+
+
+def speedup(new, old, threshold = _DEFAULT_THRESHOLD):
+ if (len(set(new))) == 1 and new == old: return 0
+ s0, p0 = cmp(new, old)
+ if math.isnan(p0): return 0
+ if s0 == 0: return 0
+ if p0 > threshold: return 0
+ if s0 < 0:
+ pct = 1
+ while pct < 100:
+ sp, pp = cmp(new, scale(old, 1 - pct / 100.0))
+ if sp > 0: break
+ if pp > threshold: break
+ pct += 1
+ return -(pct - 1)
+ else:
+ pct = 1
+ while pct < 10000:
+ sp, pp = cmp(new, scale(old, 1 + pct / 100.0))
+ if sp < 0: break
+ if pp > threshold: break
+ pct += 1
+ return pct - 1
+
+
+if __name__ == "__main__":
+ new = [0.0, 0.0, 0.0, 0.0]
+ old = [2.96608e-06, 3.35076e-06, 3.45384e-06, 3.34407e-06]
+ print speedup(new, old, 1e-5)
+ print speedup(old, new, 1e-5)