model-optimizer/mo/utils/unittest/extractors.py

   1 """
   2  Copyright (c) 2018-2019 Intel Corporation
   3
   4  Licensed under the Apache License, Version 2.0 (the "License");
   5  you may not use this file except in compliance with the License.
   6  You may obtain a copy of the License at
   7
   8       http://www.apache.org/licenses/LICENSE-2.0
   9
  10  Unless required by applicable law or agreed to in writing, software
  11  distributed under the License is distributed on an "AS IS" BASIS,
  12  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13  See the License for the specific language governing permissions and
  14  limitations under the License.
  15 """
  16
  17 import unittest
  18 from unittest.mock import patch
  19
  20 import numpy as np
  21
  22
  23 class PB(dict):
  24     def update_node(self):
  25         pass
  26     __getattr__ = dict.get
  27
  28
  29 class BaseExtractorsTestingClass(unittest.TestCase):
  30     expected = None
  31     res = None
  32     call_args = None
  33     expected_call_args = None
  34
  35     def setUp(self):
  36         if hasattr(self, 'patcher') and self.patcher:  # pylint: disable=no-member
  37             patcher = patch(self.patcher)  # pylint: disable=no-member
  38             self.addCleanup(patcher.stop)
  39             self.infer_mock = patcher.start()
  40
  41     def compare(self):
  42         if hasattr(self, 'infer_mock'):
  43             self.assertTrue(self.infer_mock.called)
  44         for key, val in self.expected.items():
  45             if key == "infer":
  46                 self.assertEqual(self.call_args, self.expected_call_args)
  47             if type(val) is np.ndarray:
  48                 np.testing.assert_equal(val, self.res[key])
  49             elif type(val) is list:
  50                 self.assertTrue(np.all([val == self.res[key]]))
  51             else:
  52                 self.assertAlmostEqual(val, self.res[key], 7,
  53                                        "{} attribute comparison failed! Expected {} but {} given.".format(key, val,
  54                                                                                                     self.res[key]))
  55
  56
  57 class FakeParam:
  58     def __init__(self, param_key, param_val):
  59         setattr(self, param_key, param_val)
  60
  61
  62 class FakeMultiParam:
  63     def __init__(self, dict_values):
  64         self.dict_values = dict_values
  65         for (key, value) in dict_values.items():
  66             # if type(value) != dict:
  67             setattr(self, key, value)
  68             # else:
  69             #     setattr(self, key, FakeMultiParam(value))
  70
  71
  72 class FakeBlob:
  73     def __init__(self, param_key, param_val):
  74         setattr(self, param_key, param_val)
  75
  76
  77 class FakeModelLayer:
  78     def __init__(self, blobs_val):
  79         self.blobs = [FakeBlob('data', val) for val in blobs_val]
  80
  81
  82 class FakeValue:
  83     def __init__(self, val):
  84         self.shape = val