scripts: add welch's t test

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Yasuaki Uechi authored and David Peter committed 2019-10-07 19:34:05 +02:00
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#!/usr/bin/python
import argparse
import json
from scipy import stats
parser = argparse.ArgumentParser()
parser.add_argument("file", help="JSON file with benchmark results")
args = parser.parse_args()
with open(args.file) as f:
results = json.load(f)["results"]
a, b = [x["command"] for x in results[:2]]
X, Y = [x["times"] for x in results[:2]]
print("Command 1: {}".format(a))
print("Command 2: {}\n".format(b))
t, p = stats.ttest_ind(X, Y, equal_var=False)
th = 0.05
dispose = p < th
print("t = {}, p = {}".format(t, p))
print("p < {} = {}\n".format(th, dispose))
if dispose:
print("There is a difference between the two benchmarks.")
else:
print("The two benchmarks are almost the same.")