forked from 626_privacy/tensorflow_privacy
Fix SumAggregationDPQuery's initial_sample_state raising a ValueError when called on TensorSpec.
PiperOrigin-RevId: 480474975
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3 changed files with 40 additions and 1 deletions
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@ -15,6 +15,14 @@ py_library(
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srcs_version = "PY3",
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)
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py_test(
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name = "dp_query_test",
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srcs = ["dp_query_test.py"],
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python_version = "PY3",
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srcs_version = "PY3",
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deps = [":no_privacy_query"],
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)
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py_library(
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name = "discrete_gaussian_utils",
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srcs = ["discrete_gaussian_utils.py"],
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@ -270,7 +270,7 @@ def _zeros_like(arg):
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"""A `zeros_like` function that also works for `tf.TensorSpec`s."""
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try:
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arg = tf.convert_to_tensor(value=arg)
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except TypeError:
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except (TypeError, ValueError):
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pass
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return tf.zeros(arg.shape, arg.dtype)
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31
tensorflow_privacy/privacy/dp_query/dp_query_test.py
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31
tensorflow_privacy/privacy/dp_query/dp_query_test.py
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@ -0,0 +1,31 @@
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# Copyright 2022, The TensorFlow Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from absl.testing import parameterized
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import tensorflow as tf
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from tensorflow_privacy.privacy.dp_query import no_privacy_query
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class SumAggregationQueryTest(tf.test.TestCase, parameterized.TestCase):
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def test_initial_sample_state_works_on_tensorspecs(self):
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query = no_privacy_query.NoPrivacySumQuery()
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template = tf.TensorSpec.from_tensor(tf.constant([1.0, 2.0]))
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sample_state = query.initial_sample_state(template)
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expected = [0.0, 0.0]
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self.assertAllClose(sample_state, expected)
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if __name__ == '__main__':
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tf.test.main()
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