openvino/model-optimizer/extensions/back/CutMemory_test.py

72 lines
3.5 KiB
Python

"""
Copyright (c) 2019 Intel Corporation
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
"""
import unittest
from extensions.back.CutMemory import CutMemory
from mo.utils.unittest.graph import compare_graphs, build_graph
class CutMemoryTest(unittest.TestCase):
def test_remove_memory(self):
"""Memory should be replaced by input and output"""
graph = build_graph(
nodes_attrs={
'input': {'kind': 'op'},
'data_in': {'kind': 'data', 'shape': None, 'value': None},
'memory_in': {'kind': 'op', 'op': 'Memory', 'index': 1, 'id': 'memory_', 'in_ports_count': 1},
'data_mem': {'kind': 'data', 'shape': None, 'value': None},
'concat': {'kind': 'op', 'op': 'Concat', 'axis': 0},
'concat_data': {'kind': 'data', 'shape': None, 'value': None},
'some_op': {'kind': 'op'},
'some_op_data': {'kind': 'data', 'shape': None, 'value': None},
'memory_out': {'kind': 'op', 'op': 'Memory', 'index': 0, 'id': 'memory_'},
'data_mem_out': {'kind': 'data', 'shape': None, 'value': None},
'mem_out_result': {'kind': 'op', 'op': 'Result'}
},
edges=[
('input', 'data_in'), ('memory_in', 'data_mem'),
('data_in', 'concat', {'in': 0}), ('data_mem', 'concat', {'in': 1}),
('concat', 'concat_data'), ('concat_data', 'some_op'),
('some_op', 'some_op_data'), ('some_op_data', 'memory_out'),
('memory_out', 'data_mem_out'), ('data_mem_out', 'mem_out_result')
]
)
graph_ref = build_graph(
nodes_attrs={
'input': {'kind': 'op'},
'data_in': {'kind': 'data', 'shape': None, 'value': None},
'new_input': {'kind': 'op', 'op': 'Parameter'},
'new_in_data': {'kind': 'data', 'shape': None, 'value': None},
'concat': {'kind': 'op', 'op': 'Concat', 'axis': 0},
'concat_data': {'kind': 'data', 'shape': None, 'value': None},
'some_op': {'kind': 'op'},
'some_op_data': {'kind': 'data', 'shape': None, 'value': None},
'crop': {'kind': 'op', 'op': 'Crop', 'axis': 0},
'crop_data': {'kind': 'data', 'shape': None, 'value': None},
'mem_out_result': {'kind': 'op', 'op': 'Result'},
},
edges=[
('input', 'data_in'), ('new_input', 'new_in_data'),
('data_in', 'concat', {'in': 0}), ('new_in_data', 'concat', {'in': 1}),
('concat', 'concat_data'), ('concat_data', 'some_op'),
('some_op', 'some_op_data'), ('some_op_data', 'crop'),
('crop', 'crop_data'), ('crop_data', 'mem_out_result')
],
)
CutMemory().find_and_replace_pattern(graph)
(flag, resp) = compare_graphs(graph, graph_ref, last_node='mem_out_result', check_op_attrs=True)
self.assertTrue(flag, resp)