135 lines
8.4 KiB
Python
135 lines
8.4 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.RemoveDuplicationMemory import RemoveMemoryDuplicationPattern, MergeNeighborSplicePattern
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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 RemoveMemoryDuplicationPatternTests(unittest.TestCase):
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def test_remove_duplication(self):
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graph = build_graph({'input': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': range(-5, 6)},
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'splice_data_1': {'kind': 'data', 'shape': [1, 143]},
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'placeholder_1': {'kind': 'op', 'op': None},
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'splice_2': {'kind': 'op', 'op': 'Splice', 'context': range(-1, 2)},
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'splice_data_2': {'kind': 'data', 'shape': [1, 39]},
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'placeholder_2': {'kind': 'op', 'op': None},
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},
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[('input', 'in_node'), ('in_node', 'splice_1'),
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('splice_1', 'splice_data_1'), ('splice_data_1', 'placeholder_1'),
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('in_node', 'splice_2'), ('splice_2', 'splice_data_2'), ('splice_data_2', 'placeholder_2'),
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],
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nodes_with_edges_only=True)
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RemoveMemoryDuplicationPattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'input': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': range(-5, 6)},
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'splice_data_1': {'kind': 'data', 'shape': [1, 143]},
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'placeholder_1': {'kind': 'op'},
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'crop_2': {'kind': 'op', 'op': 'Crop', 'offset': 52, 'dim': 39, 'axis': -1},
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'splice_data_2': {'kind': 'data', 'shape': [1, 39]},
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'placeholder_2': {'kind': 'op'},
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},
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[
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('input', 'in_node'), ('in_node', 'splice_1'),
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('splice_1', 'splice_data_1'), ('splice_data_1', 'placeholder_1'),
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('splice_data_1', 'crop_2'), ('crop_2', 'splice_data_2'),
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('splice_data_2', 'placeholder_2'),
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],
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nodes_with_edges_only=True
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'placeholder_2')
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self.assertTrue(flag, resp)
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def test_remove_duplication_with_crops(self):
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graph = build_graph({'input': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': range(-5, 6)},
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'splice_data_1': {'kind': 'data', 'shape': [1, 143]},
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'crop_1': {'kind': 'op', 'op': 'Crop', 'offset': 13, 'dim': 13, 'axis': -1},
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'splice_2': {'kind': 'op', 'op': 'Splice', 'context': range(-1, 2)},
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'splice_data_2': {'kind': 'data', 'shape': [1, 39]},
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'crop_2': {'kind': 'op', 'op': 'Crop', 'offset': 13, 'dim': 13, 'axis': -1},
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},
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[('input', 'in_node'), ('in_node', 'splice_1'),
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('splice_1', 'splice_data_1'), ('splice_data_1', 'crop_1'),
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('in_node', 'splice_2'), ('splice_2', 'splice_data_2'), ('splice_data_2', 'crop_2'),
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],
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nodes_with_edges_only=True)
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RemoveMemoryDuplicationPattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'input': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': range(-5, 6)},
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'splice_data_1': {'kind': 'data', 'shape': [1, 143]},
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'crop_1': {'kind': 'op', 'op': 'Crop', 'offset': 13, 'dim': 13},
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'crop_2': {'kind': 'op', 'op': 'Crop', 'offset': 65, 'dim': 13, 'axis': -1},
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},
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[
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('input', 'in_node'), ('in_node', 'splice_1'),
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('splice_1', 'splice_data_1'),
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('splice_data_1', 'crop_1'), ('splice_data_1', 'crop_2'),
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],
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nodes_with_edges_only=True
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'crop_2')
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self.assertTrue(flag, resp)
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def test_remove_duplication_neibor(self):
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graph = build_graph({'input': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': range(-5, 1)},
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'splice_data_1': {'kind': 'data', 'shape': [1, 78], 'value': None},
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'placeholder_1': {'kind': 'op', 'op': None},
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'splice_2': {'kind': 'op', 'op': 'Splice', 'context': range(0, 2)},
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'splice_data_2': {'kind': 'data', 'shape': [1, 26], 'value': None},
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'placeholder_2': {'kind': 'op', 'op': None},
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},
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[('input', 'in_node'), ('in_node', 'splice_1'),
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('splice_1', 'splice_data_1'), ('splice_data_1', 'placeholder_1'),
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('in_node', 'splice_2'), ('splice_2', 'splice_data_2'), ('splice_data_2', 'placeholder_2'),
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],
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nodes_with_edges_only=True)
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MergeNeighborSplicePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'input': {'kind': 'op', 'op': 'Parameter'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': range(-5, 2)},
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'splice_data_1': {'kind': 'data', 'shape': [1, 91], 'value': None},
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'crop_1': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 78, 'axis': -1},
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'crop_1_data': {'kind': 'data', 'shape': [1, 78]},
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'placeholder_1': {'kind': 'op'},
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'crop_2': {'kind': 'op', 'op': 'Crop', 'offset': 65, 'dim': 26, 'axis': -1},
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'splice_data_2': {'kind': 'data', 'shape': [1, 26], 'value': None},
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'placeholder_2': {'kind': 'op'},
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},
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[
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('input', 'in_node'), ('in_node', 'splice_1'),
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('splice_1', 'splice_data_1'), ('splice_data_1', 'crop_1'),
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('crop_1', 'crop_1_data'), ('crop_1_data', 'placeholder_1'),
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('splice_data_1', 'crop_2'), ('crop_2', 'splice_data_2'),
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('splice_data_2', 'placeholder_2'),
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],
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nodes_with_edges_only=True
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'placeholder_2')
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self.assertTrue(flag, resp)
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