80 lines
3.8 KiB
Python
80 lines
3.8 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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import numpy as np
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from extensions.back.CutMemory import CutMemoryInput, CutMemoryOutput
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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 CutMemoryTest(unittest.TestCase):
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def test_remove_memory(self):
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"""Memory should be replaced by input and output"""
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graph = build_graph(
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nodes_attrs={
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'input': {'kind': 'op'},
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'data_in': {'kind': 'data', 'shape': None, 'value': None},
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'const_0': {'kind': 'op', 'op': 'Const'},
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'const_0_data': {'kind': 'data'},
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'memory_in': {'kind': 'op', 'op': 'ReadValue', 'variable_id': 'memory_'},
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'data_mem': {'kind': 'data', 'shape': None, 'value': None},
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'concat': {'kind': 'op', 'op': 'Concat', 'axis': 0},
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'concat_data': {'kind': 'data', 'shape': None, 'value': None},
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'some_op': {'kind': 'op'},
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'some_op_data': {'kind': 'data', 'shape': None, 'value': None},
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'memory_out': {'kind': 'op', 'op': 'Assign', 'variable_id': 'memory_'},
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'data_mem_out': {'kind': 'data', 'shape': None, 'value': None},
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'mem_out_result': {'kind': 'op', 'op': 'Result'}
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},
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edges=[
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('input', 'data_in'),
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('const_0', 'const_0_data'), ('const_0_data', 'memory_in'), ('memory_in', 'data_mem'),
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('data_in', 'concat', {'in': 0}), ('data_mem', 'concat', {'in': 1}),
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('concat', 'concat_data'), ('concat_data', 'some_op'),
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('some_op', 'some_op_data'), ('some_op_data', 'memory_out'),
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('memory_out', 'data_mem_out'), ('data_mem_out', 'mem_out_result')
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]
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)
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graph_ref = build_graph(
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nodes_attrs={
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'input': {'kind': 'op'},
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'data_in': {'kind': 'data', 'shape': None, 'value': None},
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'new_input': {'kind': 'op', 'op': 'Parameter'},
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'new_in_data': {'kind': 'data', 'shape': None, 'value': None},
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'concat': {'kind': 'op', 'op': 'Concat', 'axis': 0},
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'concat_data': {'kind': 'data', 'shape': None, 'value': None},
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'some_op': {'kind': 'op'},
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'some_op_data': {'kind': 'data', 'shape': None, 'value': None},
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'crop': {'kind': 'op', 'op': 'Crop', 'axis': np.array([0])},
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'crop_data': {'kind': 'data', 'shape': None, 'value': None},
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'mem_out_result': {'kind': 'op', 'op': 'Result'},
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},
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edges=[
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('input', 'data_in'), ('new_input', 'new_in_data'),
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('data_in', 'concat', {'in': 0}), ('new_in_data', 'concat', {'in': 1}),
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('concat', 'concat_data'), ('concat_data', 'some_op'),
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('some_op', 'some_op_data'), ('some_op_data', 'crop'),
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('crop', 'crop_data'), ('crop_data', 'mem_out_result')
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],
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)
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CutMemoryInput().find_and_replace_pattern(graph)
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CutMemoryOutput().find_and_replace_pattern(graph)
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(flag, resp) = compare_graphs(graph, graph_ref, last_node='mem_out_result', check_op_attrs=True)
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self.assertTrue(flag, resp)
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