1# Copyright 2019 The TensorFlow Authors. All Rights Reserved. 2# 3# Licensed under the Apache License, Version 2.0 (the "License"); 4# you may not use this file except in compliance with the License. 5# You may obtain a copy of the License at 6# 7# http://www.apache.org/licenses/LICENSE-2.0 8# 9# Unless required by applicable law or agreed to in writing, software 10# distributed under the License is distributed on an "AS IS" BASIS, 11# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 12# See the License for the specific language governing permissions and 13# limitations under the License. 14# ============================================================================== 15"""Tests for layer wrappers.""" 16 17from __future__ import absolute_import 18from __future__ import division 19from __future__ import print_function 20 21import numpy as np 22 23from tensorflow.python import keras 24from tensorflow.python.platform import test 25 26 27# TODO(b/125513261): Move this back into wrappers_test.py. 28class TimeDistributedLearningPhaseTest(test.TestCase): 29 30 def test_TimeDistributed_learning_phase(self): 31 with self.cached_session(): 32 # test layers that need learning_phase to be set 33 np.random.seed(1234) 34 x = keras.layers.Input(shape=(3, 2)) 35 y = keras.layers.TimeDistributed(keras.layers.Dropout(.999))( 36 x, training=True) 37 model = keras.models.Model(x, y) 38 y = model.predict(np.random.random((10, 3, 2))) 39 self.assertAllClose(np.mean(y), 0., atol=1e-1, rtol=1e-1) 40 41 42if __name__ == '__main__': 43 test.main() 44