Files
openvino/model-optimizer/mo/front/common/layout_test.py
2020-02-11 22:48:49 +03:00

116 lines
4.1 KiB
Python

"""
Copyright (C) 2018-2020 Intel Corporation
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.
"""
import unittest
from mo.front.common.layout import get_batch_dim, get_width_dim, get_height_dim, get_features_dim, get_depth_dim, \
shape_for_layout
from mo.utils.error import Error
class TestLayoutFunctions(unittest.TestCase):
def test_get_batch_dim_NCHW(self):
self.assertEqual(get_batch_dim('NCHW', 4), 0)
def test_get_batch_dim_NHWC(self):
self.assertEqual(get_batch_dim('NHWC', 4), 0)
def test_get_batch_dim_NCDHW(self):
self.assertEqual(get_batch_dim('NCHW', 5), 0)
def test_get_batch_dim_NDHWC(self):
self.assertEqual(get_batch_dim('NHWC', 5), 0)
def test_get_features_dim_NCHW(self):
self.assertEqual(get_features_dim('NCHW', 4), 1)
def test_get_features_dim_NHWC(self):
self.assertEqual(get_features_dim('NHWC', 4), 3)
def test_get_features_dim_NCDHW(self):
self.assertEqual(get_features_dim('NCHW', 5), 1)
def test_get_features_dim_NDHWC(self):
self.assertEqual(get_features_dim('NHWC', 5), 4)
def test_get_width_dim_NCHW(self):
self.assertEqual(get_width_dim('NCHW', 4), 3)
def test_get_width_dim_NHWC(self):
self.assertEqual(get_width_dim('NHWC', 4), 2)
def test_get_width_dim_NCDHW(self):
self.assertEqual(get_width_dim('NCHW', 5), 4)
def test_get_width_dim_NDHWC(self):
self.assertEqual(get_width_dim('NHWC', 5), 3)
def test_get_height_dim_NCHW(self):
self.assertEqual(get_height_dim('NCHW', 4), 2)
def test_get_height_dim_NHWC(self):
self.assertEqual(get_height_dim('NHWC', 4), 1)
def test_get_height_dim_NCDHW(self):
self.assertEqual(get_height_dim('NCHW', 5), 3)
def test_get_height_dim_NDHWC(self):
self.assertEqual(get_height_dim('NHWC', 5), 2)
def test_get_depth_dim_NCDHW(self):
self.assertEqual(get_depth_dim('NCHW', 5), 2)
def test_get_depth_dim_NDHWC(self):
self.assertEqual(get_depth_dim('NHWC', 5), 1)
def test_get_batch_dim_wrong_layout(self):
self.assertRaises(AssertionError, get_batch_dim, 'NCDHW', 5)
def test_get_width_dim_wrong_layout(self):
self.assertRaises(AssertionError, get_width_dim, 'NCDHW', 5)
def test_get_height_dim_wrong_layout(self):
self.assertRaises(AssertionError, get_height_dim, 'NCDHW', 5)
def test_get_features_dim_wrong_layout(self):
self.assertRaises(AssertionError, get_features_dim, 'NCDHW', 5)
def test_shape_for_layout_NCHW(self):
self.assertListEqual([2, 3, 4, 5], list(shape_for_layout('NCHW', batch=2, features=3, height=4, width=5)))
def test_shape_for_layout_NHWC(self):
self.assertListEqual([2, 4, 5, 3], list(shape_for_layout('NHWC', batch=2, features=3, height=4, width=5)))
def test_shape_for_layout_missing_batch(self):
with self.assertRaises(Error):
shape_for_layout('NCHW', features=3, height=4, width=5)
def test_shape_for_layout_missing_features(self):
with self.assertRaises(Error):
shape_for_layout('NCHW', batch=2, height=4, width=5)
def test_shape_for_layout_missing_height(self):
with self.assertRaises(Error):
shape_for_layout('NHWC', batch=2, features=3, width=5)
def test_shape_for_layout_missing_width(self):
with self.assertRaises(Error):
shape_for_layout('NHWC', batch=2, features=3, height=4)
def test_shape_for_layout_unknown_parameter(self):
with self.assertRaises(Error):
shape_for_layout('NHWC', batch=2, features=3, height=4, width=5, unknown_parameter=123)