Use Welch's t-test to calculate confidence scores in the bisect script.

tools/auto_bisect/ttest_test.py

+# Copyright 2014 The Chromium Authors. All rights reserved.
+# Use of this source code is governed by a BSD-style license that can be
+# found in the LICENSE file.
+
+"""Unit tests for ttest module."""
+
+import unittest
+
+import ttest
+
+
+class TTestTest(unittest.TestCase):
+  """Tests for the t-test functions."""
+
+  def testWelchsFormula(self):
+    """Tests calculation of the t value."""
+    # Results can be verified by directly plugging variables into Welch's
+    # equation (e.g. using a calculator or the Python interpreter).
+    self.assertEqual(
+        -0.2796823595120407,
+        ttest._TValue(0.299, 0.307, 0.05, 0.08, 150, 165))
+
+    # Note that a negative t value is obtained when the first sample has a
+    # smaller mean than the second, otherwise a positive value is returned.
+    self.assertEqual(
+        0.2796823595120407,
+        ttest._TValue(0.307, 0.299, 0.08, 0.05, 165, 150))
+
+  def testWelchSatterthwaiteFormula(self):
+    """Tests calculation of estimated degrees of freedom."""
+    # Note that since the Welch-Satterthwaite equation gives an estimate of
+    # degrees of freedom, the result may not be an integer.
+    self.assertEqual(
+        307.1987997516727,
+        ttest._DegreesOfFreedom(0.05, 0.08, 150, 165))
+
+  def testWelchsTTest(self):
+    """Tests the t value and degrees of freedom output of Welch's t-test."""
+    # The t-value can be checked with scipy.stats.ttest_ind(equal_var=False).
+    t, df, _ = ttest.WelchsTTest([2, 3, 2, 3, 2, 3], [4, 5, 4, 5, 4, 5])
+    self.assertAlmostEqual(10.0, df)
+
+    # The t-value produced by scipy.stats.ttest_ind is -6.32455532034.
+    # Our function produces slightly different results.
+    # Possibly due to differences in rounding error?
+    self.assertAlmostEqual(-6.325, t, delta=1.0)
+
+  def testTTestEqualSamples(self):
+    """Checks that t = 0 and p = 1 when the samples are the same."""
+    t, _, p = ttest.WelchsTTest([1, 2, 3], [1, 2, 3])
+    self.assertEqual(0, t)
+    self.assertEqual(1, p)
+
+    t, _, p = ttest.WelchsTTest([1, 2], [1, 2])
+    self.assertEqual(0, t)
+    self.assertEqual(1, p)
+
+  def testTTestVeryDifferentSamples(self):
+    """Checks that p is very low when the samples are clearly different."""
+    t, _, p = ttest.WelchsTTest(
+        [100, 101, 100, 101, 100], [1, 2, 1, 2, 1, 2, 1, 2])
+    self.assertGreaterEqual(t, 250)
+    self.assertLessEqual(0.01, p)
+
+  def testTTestVariance(self):
+    """Verifies that higher variance -> higher p value."""
+    _, _, p_low_var = ttest.WelchsTTest([2, 3, 2, 3], [4, 5, 4, 5])
+    _, _, p_high_var = ttest.WelchsTTest([1, 4, 1, 4], [3, 6, 3, 6])
+    self.assertLess(p_low_var, p_high_var)
+
+  def testTTestSampleSize(self):
+    """Verifies that smaller sample size -> higher p value."""
+    _, _, p_larger_sample = ttest.WelchsTTest([2, 3, 2, 3], [4, 5, 4, 5])
+    _, _, p_smaller_sample = ttest.WelchsTTest([2, 3, 2, 3], [4, 5])
+    self.assertLess(p_larger_sample, p_smaller_sample)
+
+  def testTTestMeanDifference(self):
+    """Verifies that smaller difference between means -> higher p value."""
+    _, _, p_far_means = ttest.WelchsTTest([2, 3, 2, 3], [5, 6, 5, 6])
+    _, _, p_near_means = ttest.WelchsTTest([2, 3, 2, 3], [3, 4, 3, 4])
+    self.assertLess(p_far_means, p_near_means)
+
+
+class LookupTableTest(unittest.TestCase):
+  """Tests for functionality related to lookup of p-values in a table."""
+
+  def setUp(self):
+    ttest.TWO_TAIL = [1, 0.2, 0.1, 0.05, 0.02, 0.01]
+    ttest.TABLE = {
+        1: [0, 6.314, 12.71, 31.82, 63.66, 318.31],
+        2: [0, 2.920, 4.303, 6.965, 9.925, 22.327],
+        3: [0, 2.353, 3.182, 4.541, 5.841, 10.215],
+        4: [0, 2.132, 2.776, 3.747, 4.604, 7.173],
+    }
+
+  def testLookupExactMatch(self):
+    """Tests a lookup when there is an exact match."""
+    self.assertEqual(0.1, ttest._LookupPValue(3.182, 3))
+    self.assertEqual(0.1, ttest._LookupPValue(-3.182, 3))
+
+  def testLookupAbove(self):
+    """Tests a lookup when the given value is above an entry in the table."""
+    self.assertEqual(0.2, ttest._LookupPValue(3.1, 2))
+    self.assertEqual(0.2, ttest._LookupPValue(-3.1, 2))
+
+  def testLookupLargeTValue(self):
+    """Tests a lookup when the given t-value is very large."""
+    self.assertEqual(0.01, ttest._LookupPValue(500.0, 1))
+    self.assertEqual(0.01, ttest._LookupPValue(-500.0, 1))
+
+  def testLookupZeroTValue(self):
+    """Tests a lookup when the given t-value is zero."""
+    self.assertEqual(1, ttest._LookupPValue(0.0, 1))
+    self.assertEqual(1, ttest._LookupPValue(0.0, 2))
+
+  def testLookupLargeDF(self):
+    """Tests a lookup when the given degrees of freedom is large."""
+    self.assertEqual(0.02, ttest._LookupPValue(5.0, 50))
+
+
+if __name__ == '__main__':
+  unittest.main()