272 lines
18 KiB
Python
272 lines
18 KiB
Python
"""
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Copyright (c) 2019 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 numpy as np
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import unittest
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from extensions.middle.InsertSelect import AddSelectBeforeMemoryNodePattern
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from mo.front.common.partial_infer.utils import int64_array
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from mo.utils.unittest.graph import build_graph, compare_graphs
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class InsertSelectTests(unittest.TestCase):
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# graph have no splices - selects should not be inserted
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def test_insert_select_0(self):
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graph = build_graph({'in_node': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_1': {'kind': 'op', 'op': None},
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'placeholder_data_1': {'kind': 'data', 'shape': [1, 13]},
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'memory': {'kind': 'op', 'op': 'Memory', 'index': 0},
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},
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[('in_node', 'placeholder_1'), ('placeholder_1', 'placeholder_data_1'),
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('placeholder_data_1', 'memory')
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],
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nodes_with_edges_only=True)
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AddSelectBeforeMemoryNodePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'in_node': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_1': {'kind': 'op', 'op': None},
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'placeholder_data_1': {'kind': 'data', 'shape': [1, 13]},
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'memory': {'kind': 'op', 'op': 'Memory', 'index': 0},
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},
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[('in_node', 'placeholder_1'), ('placeholder_1', 'placeholder_data_1'),
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('placeholder_data_1', 'memory')
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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, 'memory')
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self.assertTrue(flag, resp)
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# graph contains 1 splice with context length 5, should be inserted select with memory as counter with length 5
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def test_insert_select_1(self):
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graph = build_graph({'in_node': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_1': {'kind': 'op', 'op': None},
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'placeholder_data_1': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': np.array([-2, -1, 0, 1, 2])},
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'splice_data_1': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_2': {'kind': 'op', 'op': None},
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'placeholder_data_2': {'kind': 'data', 'shape': [1, 26]},
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'memory': {'kind': 'op', 'op': 'Memory', 'index': 0},
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},
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[('in_node', 'placeholder_1'), ('placeholder_1', 'placeholder_data_1'),
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('placeholder_data_1', 'splice_1'), ('splice_1', 'splice_data_1'),
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('splice_data_1', 'placeholder_2'), ('placeholder_2', 'placeholder_data_2'),
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('placeholder_data_2', 'memory')
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],
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nodes_with_edges_only=True)
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AddSelectBeforeMemoryNodePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'in_node': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_1': {'kind': 'op', 'op': None},
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'placeholder_data_1': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': np.array([-2, -1, 0, 1, 2])},
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'splice_data_1': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_2': {'kind': 'op', 'op': None},
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'memory_in': {'kind': 'op', 'op': 'Memory', 'shape': int64_array([5])},
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'memory_in_data': {'kind': 'data'},
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'memory_out': {'kind': 'op', 'op': 'Memory', 'shape': int64_array([5])},
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'memory_out_data': {'kind': 'data'},
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'result': {'kind': 'op', 'op': 'Result'},
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'crop_in': {'kind': 'op', 'op': 'Crop', 'axis': 1, 'offset': 1, 'dim': 4},
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'crop_in_data': {'kind': 'data'},
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'crop_out': {'kind': 'op', 'op': 'Crop', 'axis': 1, 'offset': 0, 'dim': 1},
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'crop_out_data': {'kind': 'data'},
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'select': {'kind': 'op', 'op': 'Select'},
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'select_out_data': {'kind': 'data', 'shape': [1, 26]},
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'const_0': {'kind': 'op', 'op': 'Const'},
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'const_0_data': {'kind': 'data'},
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'const_1': {'kind': 'op', 'op': 'Const'},
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'const_1_data': {'kind': 'data'},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data'},
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'placeholder_data_2': {'kind': 'data', 'shape': [1, 26]},
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'memory': {'kind': 'op', 'op': 'Memory', 'index': 0},
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},
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[('in_node', 'placeholder_1'), ('placeholder_1', 'placeholder_data_1'),
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('placeholder_data_1', 'splice_1'), ('splice_1', 'splice_data_1'),
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('splice_data_1', 'placeholder_2'), ('placeholder_2', 'placeholder_data_2'),
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('placeholder_data_2', 'select', {'in': 1}),
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('memory_in', 'memory_in_data'), ('memory_in_data', 'crop_in'),
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('crop_in', 'crop_in_data'), ('crop_in_data', 'concat', {'in': 0}),
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('const_1', 'const_1_data'), ('const_1_data', 'concat', {'in': 1}),
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('concat', 'concat_data'), ('concat_data', 'memory_out'),
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('memory_out', 'memory_out_data'), ('memory_out_data', 'result'),
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('concat_data', 'crop_out'), ('crop_out', 'crop_out_data'),
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('crop_out_data', 'select', {'in': 0}),
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('const_0', 'const_0_data'), ('const_0_data', 'select', {'in': 2}),
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('select', 'select_out_data'),
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('select_out_data', 'memory')
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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, 'memory')
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self.assertTrue(flag, resp)
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# graph contains 1 splice with context length 5 on the path to memory and 1 out of path,
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# should be inserted select with memory as counter with length 5
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def test_insert_select_2(self):
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graph = build_graph({'in_node': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_1': {'kind': 'op', 'op': None},
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'placeholder_data_1': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': np.array([-2, -1, 0, 1, 2])},
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'splice_data_1': {'kind': 'data', 'shape': [1, 65]},
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'splice_2': {'kind': 'op', 'op': 'Splice', 'context': np.array([-1, 0, 1])},
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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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'placeholder_data_2': {'kind': 'data', 'shape': [1, 26]},
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'memory': {'kind': 'op', 'op': 'Memory', 'index': 0},
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},
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[('in_node', 'placeholder_1'), ('placeholder_1', 'placeholder_data_1'),
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('placeholder_data_1', 'splice_1'), ('splice_1', 'splice_data_1'),
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('placeholder_data_1', 'splice_2'), ('splice_2', 'splice_data_2'),
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('splice_data_1', 'placeholder_2'), ('placeholder_2', 'placeholder_data_2'),
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('placeholder_data_2', 'memory')
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],
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nodes_with_edges_only=True)
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AddSelectBeforeMemoryNodePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'in_node': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_1': {'kind': 'op', 'op': None},
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'placeholder_data_1': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': np.array([-2, -1, 0, 1, 2])},
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'splice_data_1': {'kind': 'data', 'shape': [1, 65]},
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'splice_2': {'kind': 'op', 'op': 'Splice', 'context': np.array([-1, 0, 1])},
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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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'memory_in': {'kind': 'op', 'op': 'Memory', 'shape': int64_array([5])},
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'memory_in_data': {'kind': 'data'},
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'memory_out': {'kind': 'op', 'op': 'Memory', 'shape': int64_array([5])},
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'memory_out_data': {'kind': 'data'},
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'result': {'kind': 'op', 'op': 'Result'},
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'crop_in': {'kind': 'op', 'op': 'Crop', 'axis': 1, 'offset': 1, 'dim': 4},
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'crop_in_data': {'kind': 'data'},
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'crop_out': {'kind': 'op', 'op': 'Crop', 'axis': 1, 'offset': 0, 'dim': 1},
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'crop_out_data': {'kind': 'data'},
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'select': {'kind': 'op', 'op': 'Select'},
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'select_out_data': {'kind': 'data', 'shape': [1, 26]},
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'const_0': {'kind': 'op', 'op': 'Const'},
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'const_0_data': {'kind': 'data'},
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'const_1': {'kind': 'op', 'op': 'Const'},
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'const_1_data': {'kind': 'data'},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data'},
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'placeholder_data_2': {'kind': 'data', 'shape': [1, 26]},
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'memory': {'kind': 'op', 'op': 'Memory', 'index': 0},
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},
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[('in_node', 'placeholder_1'), ('placeholder_1', 'placeholder_data_1'),
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('placeholder_data_1', 'splice_1'), ('splice_1', 'splice_data_1'),
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('placeholder_data_1', 'splice_2'), ('splice_2', 'splice_data_2'),
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('splice_data_1', 'placeholder_2'), ('placeholder_2', 'placeholder_data_2'),
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('placeholder_data_2', 'select', {'in': 1}),
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('memory_in', 'memory_in_data'), ('memory_in_data', 'crop_in'),
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('crop_in', 'crop_in_data'), ('crop_in_data', 'concat', {'in': 0}),
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('const_1', 'const_1_data'), ('const_1_data', 'concat', {'in': 1}),
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('concat', 'concat_data'), ('concat_data', 'memory_out'),
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('memory_out', 'memory_out_data'), ('memory_out_data', 'result'),
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('concat_data', 'crop_out'), ('crop_out', 'crop_out_data'),
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('crop_out_data', 'select', {'in': 0}),
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('const_0', 'const_0_data'), ('const_0_data', 'select', {'in': 2}),
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('select', 'select_out_data'),
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('select_out_data', 'memory')
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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, 'memory')
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self.assertTrue(flag, resp)
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# graph contains 2 splices with sum context length 8 on the path to memory,
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# should be inserted select with memory as counter with length 7
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def test_insert_select_3(self):
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graph = build_graph({'in_node': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_1': {'kind': 'op', 'op': None},
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'placeholder_data_1': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': np.array([-2, -1, 0, 1, 2])},
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'splice_data_1': {'kind': 'data', 'shape': [1, 65]},
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'splice_2': {'kind': 'op', 'op': 'Splice', 'context': np.array([-1, 0, 1])},
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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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'placeholder_data_2': {'kind': 'data', 'shape': [1, 26]},
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'memory': {'kind': 'op', 'op': 'Memory', 'index': 0},
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},
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[('in_node', 'placeholder_1'), ('placeholder_1', 'placeholder_data_1'),
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('placeholder_data_1', 'splice_1'), ('splice_1', 'splice_data_1'),
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('splice_data_1', 'splice_2'), ('splice_2', 'splice_data_2'),
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('splice_data_2', 'placeholder_2'), ('placeholder_2', 'placeholder_data_2'),
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('placeholder_data_2', 'memory')
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],
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nodes_with_edges_only=True)
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AddSelectBeforeMemoryNodePattern().find_and_replace_pattern(graph)
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ref_graph = build_graph({'in_node': {'kind': 'data', 'shape': [1, 13]},
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'placeholder_1': {'kind': 'op', 'op': None},
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'placeholder_data_1': {'kind': 'data', 'shape': [1, 13]},
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'splice_1': {'kind': 'op', 'op': 'Splice', 'context': np.array([-2, -1, 0, 1, 2])},
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'splice_data_1': {'kind': 'data', 'shape': [1, 65]},
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'splice_2': {'kind': 'op', 'op': 'Splice', 'context': np.array([-1, 0, 1])},
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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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'memory_in': {'kind': 'op', 'op': 'Memory', 'shape': int64_array([7])},
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'memory_in_data': {'kind': 'data'},
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'memory_out': {'kind': 'op', 'op': 'Memory', 'shape': int64_array([7])},
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'memory_out_data': {'kind': 'data'},
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'result': {'kind': 'op', 'op': 'Result'},
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'crop_in': {'kind': 'op', 'op': 'Crop', 'axis': 1, 'offset': 1, 'dim': 6},
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'crop_in_data': {'kind': 'data'},
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'crop_out': {'kind': 'op', 'op': 'Crop', 'axis': 1, 'offset': 0, 'dim': 1},
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'crop_out_data': {'kind': 'data'},
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'select': {'kind': 'op', 'op': 'Select'},
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'select_out_data': {'kind': 'data', 'shape': [1, 26]},
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'const_0': {'kind': 'op', 'op': 'Const'},
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'const_0_data': {'kind': 'data'},
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'const_1': {'kind': 'op', 'op': 'Const'},
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'const_1_data': {'kind': 'data'},
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'concat': {'kind': 'op', 'op': 'Concat'},
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'concat_data': {'kind': 'data'},
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'placeholder_data_2': {'kind': 'data', 'shape': [1, 26]},
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'memory': {'kind': 'op', 'op': 'Memory', 'index': 0},
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},
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[('in_node', 'placeholder_1'), ('placeholder_1', 'placeholder_data_1'),
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('placeholder_data_1', 'splice_1'), ('splice_1', 'splice_data_1'),
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('splice_data_1', 'splice_2'), ('splice_2', 'splice_data_2'),
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('splice_data_2', 'placeholder_2'), ('placeholder_2', 'placeholder_data_2'),
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('placeholder_data_2', 'select', {'in': 1}),
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('memory_in', 'memory_in_data'), ('memory_in_data', 'crop_in'),
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('crop_in', 'crop_in_data'), ('crop_in_data', 'concat', {'in': 0}),
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('const_1', 'const_1_data'), ('const_1_data', 'concat', {'in': 1}),
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('concat', 'concat_data'), ('concat_data', 'memory_out'),
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('memory_out', 'memory_out_data'), ('memory_out_data', 'result'),
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('concat_data', 'crop_out'), ('crop_out', 'crop_out_data'),
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('crop_out_data', 'select', {'in': 0}),
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('const_0', 'const_0_data'), ('const_0_data', 'select', {'in': 2}),
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('select', 'select_out_data'),
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('select_out_data', 'memory')
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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, 'memory')
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self.assertTrue(flag, resp)
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