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openvino/model-optimizer/extensions/back/OptimizeTransposeReshapeSequence_test.py
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"""
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 extensions.back.OptimizeTransposeReshapeSequence import match_shapes, split_input_permute_dimension, \
split_dims_indices, split_output_permute_dimension
from mo.front.common.partial_infer.utils import int64_array
class SplitDimsIndicesTest(unittest.TestCase):
def test_1(self):
self.assertListEqual(list(split_dims_indices(int64_array([1, 32, 64, 60]), int64_array([1, 8, 4, 64, 3, 20]))), [1, 3])
def test_2(self):
self.assertListEqual(list(split_dims_indices(int64_array([8, 4, 64, 3, 20]), int64_array([1, 8, 4, 64, 3, 20, 1, 1]))), [0, 4, 4])
def test_3(self):
self.assertListEqual(list(split_dims_indices(int64_array([120]), int64_array([2, 3, 4, 1, 5]))), [0, 0, 0, 0])
def test_4(self):
self.assertListEqual(list(split_dims_indices(int64_array([120, 1]), int64_array([2, 3, 4, 5, 1]))), [0, 0, 0])
def test_5(self):
self.assertListEqual(list(split_dims_indices(int64_array([1, 4, 1, 1]), int64_array([1, 2, 1, 1, 2, 1, 1]))), [1, 1, 1])
def test_6(self):
self.assertListEqual(list(split_dims_indices(int64_array([1, 20, 64]), int64_array([1, 1, 20, 64]))), [1])
class SplitOutputTransposeDimensionTest(unittest.TestCase):
def test_1(self):
self.assertListEqual(list(split_output_permute_dimension(3, int64_array([0, 2, 3, 1]))), [0, 3, 4, 1, 2])
def test_2(self):
self.assertListEqual(list(split_output_permute_dimension(0, int64_array([0, 1, 3, 2]))), [0, 1, 2, 4, 3])
def test_3(self):
self.assertListEqual(list(split_output_permute_dimension(1, int64_array([0, 3, 1, 2]))), [0, 3, 4, 1, 2])
class SplitInputTransposeDimensionTest(unittest.TestCase):
def test_1(self):
self.assertListEqual(list(split_input_permute_dimension(1, int64_array([0, 2, 3, 1]))), [0, 3, 4, 1, 2])
def test_2(self):
self.assertListEqual(list(split_input_permute_dimension(0, int64_array([0, 1, 3, 2]))), [0, 1, 2, 4, 3])
def test_3(self):
self.assertListEqual(list(split_input_permute_dimension(3, int64_array([0, 3, 1, 2]))), [0, 3, 4, 1, 2])
def test_4(self):
self.assertListEqual(list(split_input_permute_dimension(0, int64_array([0, 1, 2, 3]))), [0, 1, 2, 3, 4])
def test_5(self):
self.assertListEqual(list(split_input_permute_dimension(3, int64_array([0, 1, 2, 3]))), [0, 1, 2, 3, 4])
class MatchShapesTest(unittest.TestCase):
def test_basic(self):
self.assertListEqual(list(match_shapes(int64_array([1, 32, 64, 60]), int64_array([8, 4, 64, 3, 20]))), [1, 8, 4, 64, 3, 20])
def test_ones_in_the_middle(self):
self.assertListEqual(list(match_shapes(int64_array([32, 1, 2, 3, 1, 8]), int64_array([4, 2, 1, 4, 6, 1, 1, 8]))), [4, 2, 1, 4, 1, 2, 3, 1, 1, 8])
def test_trailing_one(self):
self.assertListEqual(list(match_shapes(int64_array([1, 32, 64, 60, 1]), int64_array([8, 4, 64, 3, 20]))), [1, 8, 4, 64, 3, 20, 1])
def test_one_to_many(self):
self.assertListEqual(list(match_shapes(int64_array([120]), int64_array([2, 3, 4, 5]))), [2, 3, 4, 5])
def test_many_to_one(self):
self.assertListEqual(list(match_shapes(int64_array([2, 3, 4, 5]), int64_array([120]))), [2, 3, 4, 5])
def test_many_to_one_with_trailing(self):
self.assertListEqual(list(match_shapes(int64_array([2, 3, 4, 5]), int64_array([120, 1, 1]))), [2, 3, 4, 5, 1, 1])
def test_equal_shapes(self):
self.assertListEqual(list(match_shapes(int64_array([2, 3, 4, 5]), int64_array([2, 3, 4, 5]))), [2, 3, 4, 5])
def test_one(self):
self.assertListEqual(list(match_shapes(int64_array([1]), int64_array([1]))), [1])
def test_ones_equal_lengths(self):
self.assertListEqual(list(match_shapes(int64_array([1, 1, 1]), int64_array([1, 1, 1]))), [1, 1, 1])
def test_ones_different_lengths(self):
self.assertListEqual(list(match_shapes(int64_array([1]), int64_array([1, 1, 1]))), [1, 1, 1])
def test_intersection_of_input_output_dimensions(self): # is this test correct? Looks like yes...
self.assertListEqual(list(match_shapes(int64_array([10, 20, 7]), int64_array([5, 4, 1, 70]))), [5, 2, 2, 1, 10, 7])
def test_trailing_ones(self):
self.assertListEqual(list(match_shapes(int64_array([1, 1, 10]), int64_array([1, 5, 1, 1, 2, 1]))), [1, 1, 5, 1, 1, 2, 1])
def test_not_matchabale_shapes(self):
self.assertIsNone(match_shapes(int64_array([5, 7]), int64_array([7, 5])))