aboutsummaryrefslogtreecommitdiffhomepage
path: root/tensorflow/contrib/autograph/converters/return_statements_test.py
blob: 3c7c8c8a2586c6716e78960ee964ff3b0735fa47 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
# Copyright 2017 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ==============================================================================
"""Tests for return_statements module."""

from __future__ import absolute_import
from __future__ import division
from __future__ import print_function

from tensorflow.contrib.autograph.converters import return_statements
from tensorflow.contrib.autograph.core import converter_testing
from tensorflow.python.framework import ops
from tensorflow.python.platform import test


class SingleReturnTest(converter_testing.TestCase):

  def assertTransformedEquivalent(self, test_fn, *inputs):
    ns = {'ops': ops}
    with self.converted(test_fn, return_statements, ns) as result:
      self.assertEqual(test_fn(*inputs), result.test_fn(*inputs))

  def test_straightline(self):

    def test_fn(x):
      return x * x

    self.assertTransformedEquivalent(test_fn, 2)

  def test_conditional(self):

    def test_fn(x):
      if x > 0:
        return x
      else:
        return x * x

    self.assertTransformedEquivalent(test_fn, 2)
    self.assertTransformedEquivalent(test_fn, -2)

  def test_missing_orelse(self):

    def test_fn(x):
      if x > 0:
        return x

    node, ctx = self.prepare(test_fn, {})
    with self.assertRaises(ValueError):
      return_statements.transform(node, ctx)

  def test_missing_orelse_recovrable(self):

    def test_fn(x):
      if x > 0:
        return x
      return x * x

    self.assertTransformedEquivalent(test_fn, 2)
    self.assertTransformedEquivalent(test_fn, -2)

  def test_missing_branch_return_recoverable(self):

    def test_fn(x):
      if x < 0:
        x *= x
      else:
        return x
      return x

    self.assertTransformedEquivalent(test_fn, 2)
    self.assertTransformedEquivalent(test_fn, -2)

  def test_conditional_nested(self):

    def test_fn(x):
      if x > 0:
        if x < 5:
          return x
        else:
          return x * x
      else:
        return x * x * x

    self.assertTransformedEquivalent(test_fn, 2)
    self.assertTransformedEquivalent(test_fn, -2)
    self.assertTransformedEquivalent(test_fn, 5)

  def test_context_manager(self):

    def test_fn(x):
      with ops.name_scope(''):
        return x * x

    self.assertTransformedEquivalent(test_fn, 2)
    self.assertTransformedEquivalent(test_fn, -2)

  def test_context_manager_in_conditional(self):

    def test_fn(x):
      if x > 0:
        with ops.name_scope(''):
          return x * x
      else:
        return x

    self.assertTransformedEquivalent(test_fn, 2)
    self.assertTransformedEquivalent(test_fn, -2)

  def text_conditional_in_context_manager(self):

    def test_fn(x):
      with ops.name_scope(''):
        if x > 0:
          return x * x
        else:
          return x

    self.assertTransformedEquivalent(test_fn, 2)
    self.assertTransformedEquivalent(test_fn, -2)

  def test_no_return(self):

    def test_fn(x):
      x *= x

    self.assertTransformedEquivalent(test_fn, 2)

  def test_nested_functions(self):

    def test_fn(x):

      def inner_fn(y):
        if y > 0:
          return y * y
        else:
          return y

      return inner_fn(x)

    self.assertTransformedEquivalent(test_fn, 2)
    self.assertTransformedEquivalent(test_fn, -2)

  def test_loop(self):

    def test_fn(x):
      for _ in range(10):
        return x
      return x

    node, ctx = self.prepare(test_fn, {})
    with self.assertRaises(ValueError):
      return_statements.transform(node, ctx)


if __name__ == '__main__':
  test.main()