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"""Test configs for logic operators.""" 16import tensorflow.compat.v1 as tf 17from tensorflow.lite.testing.zip_test_utils import create_tensor_data 18from tensorflow.lite.testing.zip_test_utils import make_zip_of_tests 19from tensorflow.lite.testing.zip_test_utils import register_make_test_function 20 21 22def _make_logical_tests(op): 23 """Make a set of tests to do logical operations.""" 24 25 def logical(options, expected_tf_failures=0): 26 """Generate examples.""" 27 test_parameters = [{ 28 "input_shape_pair": [([], []), ([1, 1, 1, 3], [1, 1, 1, 3]), 29 ([2, 3, 4, 5], [2, 3, 4, 5]), ([2, 3, 3], [2, 3]), 30 ([5, 5], [1]), ([10], [2, 4, 10])], 31 }] 32 33 def build_graph(parameters): 34 """Build the logical testing graph.""" 35 input_value1 = tf.compat.v1.placeholder( 36 dtype=tf.bool, name="input1", shape=parameters["input_shape_pair"][0]) 37 input_value2 = tf.compat.v1.placeholder( 38 dtype=tf.bool, name="input2", shape=parameters["input_shape_pair"][1]) 39 out = op(input_value1, input_value2) 40 return [input_value1, input_value2], [out] 41 42 def build_inputs(parameters, sess, inputs, outputs): 43 input_value1 = create_tensor_data(tf.bool, 44 parameters["input_shape_pair"][0]) 45 input_value2 = create_tensor_data(tf.bool, 46 parameters["input_shape_pair"][1]) 47 return [input_value1, input_value2], sess.run( 48 outputs, feed_dict=dict(zip(inputs, [input_value1, input_value2]))) 49 50 make_zip_of_tests( 51 options, 52 test_parameters, 53 build_graph, 54 build_inputs, 55 expected_tf_failures=expected_tf_failures) 56 57 return logical 58 59 60@register_make_test_function() 61def make_logical_or_tests(options): 62 """Make a set of tests to do logical_or.""" 63 return _make_logical_tests(tf.logical_or)(options, expected_tf_failures=1) 64 65 66@register_make_test_function() 67def make_logical_and_tests(options): 68 """Make a set of tests to do logical_and.""" 69 return _make_logical_tests(tf.logical_and)(options, expected_tf_failures=1) 70 71 72@register_make_test_function() 73def make_logical_xor_tests(options): 74 """Make a set of tests to do logical_xor, test logical_not as well.""" 75 return _make_logical_tests(tf.math.logical_xor)( 76 options, expected_tf_failures=1) 77