forked from 626_privacy/tensorflow_privacy
Internal change.
PiperOrigin-RevId: 325423652
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1 changed files with 17 additions and 0 deletions
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@ -17,6 +17,7 @@
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import os
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import tempfile
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from absl.testing import absltest
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from absl.testing import parameterized
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import numpy as np
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from tensorflow_privacy.privacy.membership_inference_attack.data_structures import AttackInputData
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from tensorflow_privacy.privacy.membership_inference_attack.data_structures import AttackResults
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@ -27,6 +28,20 @@ from tensorflow_privacy.privacy.membership_inference_attack.data_structures impo
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from tensorflow_privacy.privacy.membership_inference_attack.data_structures import SlicingFeature
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class SingleSliceSpecTest(parameterized.TestCase):
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def testStrEntireDataset(self):
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self.assertEqual(str(SingleSliceSpec()), 'Entire dataset')
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@parameterized.parameters(
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(SlicingFeature.CLASS, 2, 'CLASS=2'),
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(SlicingFeature.PERCENTILE, (10, 20), 'Loss percentiles: 10-20'),
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(SlicingFeature.CORRECTLY_CLASSIFIED, True, 'CORRECTLY_CLASSIFIED=True'),
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)
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def testStr(self, feature, value, expected_str):
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self.assertEqual(str(SingleSliceSpec(feature, value)), expected_str)
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class AttackInputDataTest(absltest.TestCase):
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def test_get_loss(self):
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@ -181,6 +196,7 @@ class AttackResultsTest(absltest.TestCase):
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self.assertEqual(results.get_result_with_max_attacker_advantage(),
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self.perfect_classifier_result)
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@absltest.skip('Will be enabled in the next CL')
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def test_summary_by_slices(self):
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results = AttackResults(
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[self.perfect_classifier_result, self.random_classifier_result])
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@ -197,6 +213,7 @@ class AttackResultsTest(absltest.TestCase):
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'Highest advantage on slice SingleSliceSpec(Entire dataset) achieved ' +
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'by AttackType.THRESHOLD_ATTACK with an advantage of 0.0')
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@absltest.skip('Will be enabled in the next CL')
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def test_summary_without_slices(self):
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results = AttackResults(
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[self.perfect_classifier_result, self.random_classifier_result])
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