""" 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.middle.RemoveUselessCrops import RemoveUselessCropsPattern from mo.utils.ir_engine.compare_graphs import compare_graphs from mo.utils.unittest.graph import build_graph class RemoveUselessCropsPatternTests(unittest.TestCase): def test_useless_crops(self): graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1}, 'crop_data_3': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 130]}, 'placeholder': {'kind': 'op', 'op': 'Parameter'}, }, [('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2'), ('crop2', 'crop_data_2'), ('in_node', 'crop3'), ('crop3', 'crop_data_3'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('crop_data_1', 'concat'), ('crop_data_2', 'concat'), ('crop_data_3', 'concat'), ('crop_data_4', 'concat'), ('crop_data_5', 'concat'), ('concat', 'concat_data'), ('concat_data', 'placeholder')]) RemoveUselessCropsPattern().find_and_replace_pattern(graph) ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1}, 'crop_data_3': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 130]}, 'placeholder': {'kind': 'op', 'op': 'Parameter'}, }, [ ('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2'), ('crop2', 'crop_data_2'), ('in_node', 'crop3'), ('crop3', 'crop_data_3'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('concat', 'concat_data'), ('in_node', 'placeholder') ] ) (flag, resp) = compare_graphs(graph, ref_graph, 'placeholder') self.assertTrue(flag, resp) def test_useless_crops_type2(self): graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'const_26': {'kind': 'op', 'op': 'Const', 'value': 26}, 'const_26_data': {'kind': 'data', 'value': 26}, 'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1}, 'crop_data_3': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 130]}, 'placeholder': {'kind': 'op', 'op': 'Parameter'}, }, [('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2', {'in': 0}), ('const_26', 'const_26_data'), ('const_26_data', 'crop2', {'in': 1}), ('crop2', 'crop_data_2'), ('in_node', 'crop3'), ('crop3', 'crop_data_3'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('crop_data_1', 'concat'), ('crop_data_2', 'concat'), ('crop_data_3', 'concat'), ('crop_data_4', 'concat'), ('crop_data_5', 'concat'), ('concat', 'concat_data'), ('concat_data', 'placeholder')]) RemoveUselessCropsPattern().find_and_replace_pattern(graph) ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'const_26': {'kind': 'op', 'op': 'Const', 'value': 26}, 'const_26_data': {'kind': 'data', 'value': 26}, 'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1}, 'crop_data_3': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 130]}, 'placeholder': {'kind': 'op', 'op': 'Parameter'}, }, [ ('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2', {'in': 0}), ('const_26', 'const_26_data'), ('const_26_data', 'crop2', {'in': 1}), ('crop2', 'crop_data_2'), ('in_node', 'crop3'), ('crop3', 'crop_data_3'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('concat', 'concat_data'), ('in_node', 'placeholder') ] ) (flag, resp) = compare_graphs(graph, ref_graph, 'placeholder') self.assertTrue(flag, resp) def test_useless_crops_type3(self): graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'crop2': {'kind': 'op', 'op': 'Crop', 'crop_begin': 26, 'crop_end': 52, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1}, 'crop_data_3': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 130]}, 'placeholder': {'kind': 'op', 'op': 'Parameter'}, }, [('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2'), ('crop2', 'crop_data_2'), ('in_node', 'crop3'), ('crop3', 'crop_data_3'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('crop_data_1', 'concat'), ('crop_data_2', 'concat'), ('crop_data_3', 'concat'), ('crop_data_4', 'concat'), ('crop_data_5', 'concat'), ('concat', 'concat_data'), ('concat_data', 'placeholder')]) RemoveUselessCropsPattern().find_and_replace_pattern(graph) ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'crop2': {'kind': 'op', 'op': 'Crop', 'crop_begin': 26, 'crop_end': 52, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1}, 'crop_data_3': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 130]}, 'placeholder': {'kind': 'op', 'op': 'Parameter'}, }, [ ('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2'), ('crop2', 'crop_data_2'), ('in_node', 'crop3'), ('crop3', 'crop_data_3'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('concat', 'concat_data'), ('in_node', 'placeholder') ] ) (flag, resp) = compare_graphs(graph, ref_graph, 'placeholder') self.assertTrue(flag, resp) def test_useful_crops(self): graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 104]}, 'placeholder': {'kind': 'op', 'op': 'Parameter'}, }, [('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2'), ('crop2', 'crop_data_2'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('crop_data_1', 'concat'), ('crop_data_2', 'concat'), ('crop_data_4', 'concat'), ('crop_data_5', 'concat'), ('concat', 'concat_data'), ('concat_data', 'placeholder')]) RemoveUselessCropsPattern().find_and_replace_pattern(graph) ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Placeholder'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 104]}, 'placeholder': {'kind': 'op', 'op': 'Placeholder'}, }, [('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2'), ('crop2', 'crop_data_2'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('crop_data_1', 'concat'), ('crop_data_2', 'concat'), ('crop_data_4', 'concat'), ('crop_data_5', 'concat'), ('concat', 'concat_data'), ('concat_data', 'placeholder')] ) (flag, resp) = compare_graphs(graph, ref_graph, 'placeholder') self.assertTrue(flag, resp) def test_useless_crops_without_concat(self): graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1}, 'crop_data_3': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'placeholder_concat': {'kind': 'op', 'op': None}, 'placeholder_concat_data': {'kind': 'data', 'shape': [1, 100]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 230]}, 'placeholder': {'kind': 'op', 'op': None}, }, [('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2'), ('crop2', 'crop_data_2'), ('in_node', 'crop3'), ('crop3', 'crop_data_3'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('placeholder_concat', 'placeholder_concat_data'), ('crop_data_1', 'concat', {'in': 0}), ('crop_data_2', 'concat', {'in': 1}), ('crop_data_3', 'concat', {'in': 2}), ('crop_data_4', 'concat', {'in': 3}), ('crop_data_5', 'concat', {'in': 4}), ('placeholder_concat_data', 'concat', {'in': 5}), ('concat', 'concat_data'), ('concat_data', 'placeholder')]) RemoveUselessCropsPattern().find_and_replace_pattern(graph) ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'}, 'in_node': {'kind': 'data', 'shape': [1, 130]}, 'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1}, 'crop_data_1': {'kind': 'data', 'shape': [1, 26]}, 'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1}, 'crop_data_2': {'kind': 'data', 'shape': [1, 26]}, 'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1}, 'crop_data_3': {'kind': 'data', 'shape': [1, 26]}, 'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1}, 'crop_data_4': {'kind': 'data', 'shape': [1, 26]}, 'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1}, 'crop_data_5': {'kind': 'data', 'shape': [1, 26]}, 'placeholder_concat': {'kind': 'op', 'op': None}, 'placeholder_concat_data': {'kind': 'data', 'shape': [1, 100]}, 'concat': {'kind': 'op', 'op': 'Concat'}, 'concat_data': {'kind': 'data', 'shape': [1, 230]}, 'placeholder': {'kind': 'op', 'op': 'Parameter'}, }, [ ('placeholder_in', 'in_node'), ('in_node', 'crop1'), ('crop1', 'crop_data_1'), ('in_node', 'crop2'), ('crop2', 'crop_data_2'), ('in_node', 'crop3'), ('crop3', 'crop_data_3'), ('in_node', 'crop4'), ('crop4', 'crop_data_4'), ('in_node', 'crop5'), ('crop5', 'crop_data_5'), ('placeholder_concat', 'placeholder_concat_data'), ('in_node', 'concat', {'in': 4}), ('placeholder_concat_data', 'concat', {'in': 5}), ('concat', 'concat_data'), ('concat_data', 'placeholder')]) (flag, resp) = compare_graphs(graph, ref_graph, 'placeholder') self.assertTrue(flag, resp)