342 lines
24 KiB
Python
342 lines
24 KiB
Python
"""
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Copyright (C) 2018-2020 Intel Corporation
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Licensed under the Apache License, Version 2.0 (the "License");
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you may not use this file except in compliance with the License.
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You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software
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distributed under the License is distributed on an "AS IS" BASIS,
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WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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See the License for the specific language governing permissions and
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limitations under the License.
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"""
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import unittest
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from extensions.middle.RemoveUselessCrops import RemoveUselessCropsPattern
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from mo.utils.ir_engine.compare_graphs import compare_graphs
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from mo.utils.unittest.graph import build_graph
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class RemoveUselessCropsPatternTests(unittest.TestCase):
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def test_useless_crops(self):
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graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1},
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'crop_data_2': {'kind': 'data', 'shape': [1, 26]},
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'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1},
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'crop_data_3': {'kind': 'data', 'shape': [1, 26]},
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'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1},
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'crop_data_4': {'kind': 'data', 'shape': [1, 26]},
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'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1},
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'crop_data_5': {'kind': 'data', 'shape': [1, 26]},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 130]},
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'placeholder': {'kind': 'op', 'op': 'Parameter'},
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},
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[('placeholder_in', 'in_node'),
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('in_node', 'crop1'), ('crop1', 'crop_data_1'),
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('in_node', 'crop2'), ('crop2', 'crop_data_2'),
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('in_node', 'crop3'), ('crop3', 'crop_data_3'),
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('in_node', 'crop4'), ('crop4', 'crop_data_4'),
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('in_node', 'crop5'), ('crop5', 'crop_data_5'),
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('crop_data_1', 'concat'),
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('crop_data_2', 'concat'),
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('crop_data_3', 'concat'),
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('crop_data_4', 'concat'),
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('crop_data_5', 'concat'),
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('concat', 'concat_data'),
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('concat_data', 'placeholder')])
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RemoveUselessCropsPattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1},
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'crop_data_2': {'kind': 'data', 'shape': [1, 26]},
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'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1},
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'crop_data_3': {'kind': 'data', 'shape': [1, 26]},
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'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1},
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'crop_data_4': {'kind': 'data', 'shape': [1, 26]},
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'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1},
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'crop_data_5': {'kind': 'data', 'shape': [1, 26]},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 130]},
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'placeholder': {'kind': 'op', 'op': 'Parameter'},
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},
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[
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('placeholder_in', 'in_node'),
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('in_node', 'crop1'), ('crop1', 'crop_data_1'),
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('in_node', 'crop2'), ('crop2', 'crop_data_2'),
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('in_node', 'crop3'), ('crop3', 'crop_data_3'),
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('in_node', 'crop4'), ('crop4', 'crop_data_4'),
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('in_node', 'crop5'), ('crop5', 'crop_data_5'),
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('concat', 'concat_data'),
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('in_node', 'placeholder')
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]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'placeholder')
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self.assertTrue(flag, resp)
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def test_useless_crops_type2(self):
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graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'const_26': {'kind': 'op', 'op': 'Const', 'value': 26},
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'const_26_data': {'kind': 'data', 'value': 26},
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'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'axis': -1},
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'crop_data_2': {'kind': 'data', 'shape': [1, 26]},
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'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1},
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'crop_data_3': {'kind': 'data', 'shape': [1, 26]},
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'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1},
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'crop_data_4': {'kind': 'data', 'shape': [1, 26]},
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'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1},
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'crop_data_5': {'kind': 'data', 'shape': [1, 26]},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 130]},
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'placeholder': {'kind': 'op', 'op': 'Parameter'},
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},
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[('placeholder_in', 'in_node'),
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('in_node', 'crop1'), ('crop1', 'crop_data_1'),
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('in_node', 'crop2', {'in': 0}), ('const_26', 'const_26_data'),
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('const_26_data', 'crop2', {'in': 1}), ('crop2', 'crop_data_2'),
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('in_node', 'crop3'), ('crop3', 'crop_data_3'),
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('in_node', 'crop4'), ('crop4', 'crop_data_4'),
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('in_node', 'crop5'), ('crop5', 'crop_data_5'),
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('crop_data_1', 'concat'),
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('crop_data_2', 'concat'),
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('crop_data_3', 'concat'),
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('crop_data_4', 'concat'),
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('crop_data_5', 'concat'),
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('concat', 'concat_data'),
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('concat_data', 'placeholder')])
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RemoveUselessCropsPattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'const_26': {'kind': 'op', 'op': 'Const', 'value': 26},
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'const_26_data': {'kind': 'data', 'value': 26},
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'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1},
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'crop_data_2': {'kind': 'data', 'shape': [1, 26]},
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'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1},
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'crop_data_3': {'kind': 'data', 'shape': [1, 26]},
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'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1},
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'crop_data_4': {'kind': 'data', 'shape': [1, 26]},
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'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1},
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'crop_data_5': {'kind': 'data', 'shape': [1, 26]},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 130]},
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'placeholder': {'kind': 'op', 'op': 'Parameter'},
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},
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[
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('placeholder_in', 'in_node'),
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('in_node', 'crop1'), ('crop1', 'crop_data_1'),
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('in_node', 'crop2', {'in': 0}), ('const_26', 'const_26_data'),
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('const_26_data', 'crop2', {'in': 1}), ('crop2', 'crop_data_2'),
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('in_node', 'crop3'), ('crop3', 'crop_data_3'),
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('in_node', 'crop4'), ('crop4', 'crop_data_4'),
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('in_node', 'crop5'), ('crop5', 'crop_data_5'),
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('concat', 'concat_data'),
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('in_node', 'placeholder')
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]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'placeholder')
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self.assertTrue(flag, resp)
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def test_useless_crops_type3(self):
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graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'crop2': {'kind': 'op', 'op': 'Crop', 'crop_begin': 26, 'crop_end': 52, 'axis': -1},
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'crop_data_2': {'kind': 'data', 'shape': [1, 26]},
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'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1},
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'crop_data_3': {'kind': 'data', 'shape': [1, 26]},
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'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1},
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'crop_data_4': {'kind': 'data', 'shape': [1, 26]},
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'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1},
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'crop_data_5': {'kind': 'data', 'shape': [1, 26]},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 130]},
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'placeholder': {'kind': 'op', 'op': 'Parameter'},
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},
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[('placeholder_in', 'in_node'),
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('in_node', 'crop1'), ('crop1', 'crop_data_1'),
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('in_node', 'crop2'), ('crop2', 'crop_data_2'),
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('in_node', 'crop3'), ('crop3', 'crop_data_3'),
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('in_node', 'crop4'), ('crop4', 'crop_data_4'),
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('in_node', 'crop5'), ('crop5', 'crop_data_5'),
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('crop_data_1', 'concat'),
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('crop_data_2', 'concat'),
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('crop_data_3', 'concat'),
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('crop_data_4', 'concat'),
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('crop_data_5', 'concat'),
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('concat', 'concat_data'),
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('concat_data', 'placeholder')])
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RemoveUselessCropsPattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'crop2': {'kind': 'op', 'op': 'Crop', 'crop_begin': 26, 'crop_end': 52, 'axis': -1},
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'crop_data_2': {'kind': 'data', 'shape': [1, 26]},
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'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1},
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'crop_data_3': {'kind': 'data', 'shape': [1, 26]},
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'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1},
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'crop_data_4': {'kind': 'data', 'shape': [1, 26]},
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'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1},
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'crop_data_5': {'kind': 'data', 'shape': [1, 26]},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 130]},
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'placeholder': {'kind': 'op', 'op': 'Parameter'},
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},
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[
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('placeholder_in', 'in_node'),
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('in_node', 'crop1'), ('crop1', 'crop_data_1'),
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('in_node', 'crop2'), ('crop2', 'crop_data_2'),
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('in_node', 'crop3'), ('crop3', 'crop_data_3'),
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('in_node', 'crop4'), ('crop4', 'crop_data_4'),
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('in_node', 'crop5'), ('crop5', 'crop_data_5'),
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('concat', 'concat_data'),
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('in_node', 'placeholder')
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]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'placeholder')
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self.assertTrue(flag, resp)
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def test_useful_crops(self):
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graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1},
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'crop_data_2': {'kind': 'data', 'shape': [1, 26]},
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'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1},
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'crop_data_4': {'kind': 'data', 'shape': [1, 26]},
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'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1},
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'crop_data_5': {'kind': 'data', 'shape': [1, 26]},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 104]},
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'placeholder': {'kind': 'op', 'op': 'Parameter'},
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},
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[('placeholder_in', 'in_node'),
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('in_node', 'crop1'), ('crop1', 'crop_data_1'),
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('in_node', 'crop2'), ('crop2', 'crop_data_2'),
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('in_node', 'crop4'), ('crop4', 'crop_data_4'),
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('in_node', 'crop5'), ('crop5', 'crop_data_5'),
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('crop_data_1', 'concat'),
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('crop_data_2', 'concat'),
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('crop_data_4', 'concat'),
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('crop_data_5', 'concat'),
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('concat', 'concat_data'),
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('concat_data', 'placeholder')])
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RemoveUselessCropsPattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Placeholder'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1},
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'crop_data_2': {'kind': 'data', 'shape': [1, 26]},
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'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1},
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'crop_data_4': {'kind': 'data', 'shape': [1, 26]},
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'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1},
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'crop_data_5': {'kind': 'data', 'shape': [1, 26]},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 104]},
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'placeholder': {'kind': 'op', 'op': 'Placeholder'},
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},
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[('placeholder_in', 'in_node'),
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('in_node', 'crop1'), ('crop1', 'crop_data_1'),
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('in_node', 'crop2'), ('crop2', 'crop_data_2'),
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('in_node', 'crop4'), ('crop4', 'crop_data_4'),
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('in_node', 'crop5'), ('crop5', 'crop_data_5'),
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('crop_data_1', 'concat'),
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('crop_data_2', 'concat'),
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('crop_data_4', 'concat'),
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('crop_data_5', 'concat'),
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('concat', 'concat_data'),
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('concat_data', 'placeholder')]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'placeholder')
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self.assertTrue(flag, resp)
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def test_useless_crops_without_concat(self):
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graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'crop2': {'kind': 'op', 'op': 'Crop', 'offset': 26, 'dim': 26, 'axis': -1},
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'crop_data_2': {'kind': 'data', 'shape': [1, 26]},
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'crop3': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 26, 'axis': -1},
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'crop_data_3': {'kind': 'data', 'shape': [1, 26]},
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'crop4': {'kind': 'op', 'op': 'Crop', 'offset': 78, 'dim': 26, 'axis': -1},
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'crop_data_4': {'kind': 'data', 'shape': [1, 26]},
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'crop5': {'kind': 'op', 'op': 'Crop', 'offset': 104, 'dim': 26, 'axis': -1},
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'crop_data_5': {'kind': 'data', 'shape': [1, 26]},
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'placeholder_concat': {'kind': 'op', 'op': None},
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'placeholder_concat_data': {'kind': 'data', 'shape': [1, 100]},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data', 'shape': [1, 230]},
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'placeholder': {'kind': 'op', 'op': None},
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},
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[('placeholder_in', 'in_node'),
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('in_node', 'crop1'), ('crop1', 'crop_data_1'),
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('in_node', 'crop2'), ('crop2', 'crop_data_2'),
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('in_node', 'crop3'), ('crop3', 'crop_data_3'),
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('in_node', 'crop4'), ('crop4', 'crop_data_4'),
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('in_node', 'crop5'), ('crop5', 'crop_data_5'),
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('placeholder_concat', 'placeholder_concat_data'),
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('crop_data_1', 'concat', {'in': 0}),
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('crop_data_2', 'concat', {'in': 1}),
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('crop_data_3', 'concat', {'in': 2}),
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('crop_data_4', 'concat', {'in': 3}),
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('crop_data_5', 'concat', {'in': 4}),
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('placeholder_concat_data', 'concat', {'in': 5}),
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('concat', 'concat_data'),
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('concat_data', 'placeholder')])
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RemoveUselessCropsPattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'placeholder_in': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 130]},
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'crop1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 26, 'axis': -1},
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'crop_data_1': {'kind': 'data', 'shape': [1, 26]},
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'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)
|