142 lines
7.8 KiB
Python
142 lines
7.8 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.ReplaceMemoryOffsetWithSplice import ReplaceMemoryOffsetNodePattern
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from mo.graph.graph import Node
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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 ReplaceMemoryOffsetNodePatternTests(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.nodes_attributes = {
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'in_placeholder': {'kind': 'op', 'op': 'placeholder'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'memoryoffset': {'kind': 'op', 'op': 'MemoryOffset', 't': -5,
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'pair_name': 'memoryoffset_2', 'has_default': False},
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'memoryoffset_data': {'kind': 'data', 'shape': [1, 13]},
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'memoryoffset_2': {'kind': 'op', 'op': 'MemoryOffset', 't': -5,
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'pair_name': 'memoryoffset', 'has_default': False,
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'in_ports_count': 1},
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'memoryoffset_2_data': {'kind': 'data', 'shape': [1, 13]},
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'crop_data': {'kind': 'data', 'shape': [1, 13]},
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'out_placeholder': {'kind': 'op', 'op': 'placeholder'},
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'opoutput': {'kind': 'op', 'op': 'OpOutput'},
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}
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def test_memoryoffset_pos(self):
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graph = build_graph(self.nodes_attributes,
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[('in_placeholder', 'in_node'),
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('in_node', 'memoryoffset'),
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('memoryoffset', 'memoryoffset_data'),
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('memoryoffset_data', 'opoutput'),
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('memoryoffset_2', 'memoryoffset_2_data'),
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('memoryoffset_2_data', 'out_placeholder')])
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memoryoffset_node = Node(graph, 'memoryoffset')
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memoryoffset_node['t'] = 5
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ReplaceMemoryOffsetNodePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'in_placeholder': {'kind': 'op', 'op': 'placeholder'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice': {'kind': 'op', 'op': 'Splice', 'context': range(0, 6)},
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'splice_data': {'kind': 'data', 'shape': [1, 78]},
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'crop': {'kind': 'op', 'op': 'Crop', 'offset': 130, 'dim': 13},
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'crop_data': {'kind': 'data', 'shape': [1, 13]},
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'out_placeholder': {'kind': 'op', 'op': 'placeholder'},
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},
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[
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('in_placeholder', 'in_node'),
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('in_node', 'splice'),
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('splice', 'splice_data'),
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('splice_data', 'crop'),
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('crop', 'crop_data'),
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('crop_data', 'out_placeholder')
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]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'out_placeholder')
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self.assertTrue(flag, resp)
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def test_memoryoffset_neg(self):
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graph = build_graph(self.nodes_attributes,
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[('in_placeholder', 'in_node'),
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('in_node', 'memoryoffset'),
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('memoryoffset', 'memoryoffset_data'),
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('memoryoffset_data', 'opoutput'),
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('memoryoffset_2', 'memoryoffset_2_data'),
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('memoryoffset_2_data', 'out_placeholder')])
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memoryoffset_node = Node(graph, 'memoryoffset')
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memoryoffset_node['t'] = -5
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ReplaceMemoryOffsetNodePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'in_placeholder': {'kind': 'op', 'op': 'placeholder'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice': {'kind': 'op', 'op': 'Splice', 'context': range(-5, 1)},
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'splice_data': {'kind': 'data', 'shape': [1, 78]},
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'crop': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 13},
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'memoryoffset_2_data': {'kind': 'data', 'shape': [1, 13]},
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'out_placeholder': {'kind': 'op', 'op': 'placeholder'},
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},
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[
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('in_placeholder', 'in_node'),
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('in_node', 'splice'),
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('splice', 'splice_data'),
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('splice_data', 'crop'),
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('crop', 'memoryoffset_2_data'),
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('memoryoffset_2_data', 'out_placeholder')
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]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'out_placeholder')
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self.assertTrue(flag, resp)
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def test_memoryoffset_neg_0(self):
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graph = build_graph(self.nodes_attributes,
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[('in_placeholder', 'in_node'),
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('in_node', 'memoryoffset'),
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('memoryoffset', 'memoryoffset_data'),
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('memoryoffset_data', 'opoutput'),
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('memoryoffset_2', 'memoryoffset_2_data'),
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('memoryoffset_2_data', 'out_placeholder'),
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('in_node', 'out_placeholder')])
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memoryoffset_node = Node(graph, 'memoryoffset')
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memoryoffset_node['t'] = -5
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ReplaceMemoryOffsetNodePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'in_placeholder': {'kind': 'op', 'op': 'placeholder'},
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'in_node': {'kind': 'data', 'shape': [1, 13]},
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'splice': {'kind': 'op', 'op': 'Splice', 'context': range(-5, 1)},
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'splice_data': {'kind': 'data', 'shape': [1, 78]},
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'crop': {'kind': 'op', 'op': 'Crop', 'offset': 0, 'dim': 13},
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'crop_input': {'kind': 'op', 'op': 'Crop', 'offset': 65, 'dim': 13},
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'crop_input_data': {'kind': 'data', 'shape': [1, 13]},
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'memoryoffset_2_data': {'kind': 'data', 'shape': [1, 13]},
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'out_placeholder': {'kind': 'op', 'op': 'placeholder'},
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},
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[
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('in_placeholder', 'in_node'),
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('in_node', 'splice'),
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('splice', 'splice_data'),
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('splice_data', 'crop'),
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('crop', 'memoryoffset_2_data'),
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('splice_data', 'crop_input'),
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('crop_input', 'crop_input_data'),
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('memoryoffset_2_data', 'out_placeholder'),
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('crop_input_data', 'out_placeholder')
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]
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)
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(flag, resp) = compare_graphs(graph, ref_graph, 'out_placeholder')
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self.assertTrue(flag, resp)
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