119 lines
4.1 KiB
Python
119 lines
4.1 KiB
Python
"""
|
|
Copyright (C) 2018-2020 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.middle.MXTileReplacer import MXTileReplacer
|
|
from mo.front.common.partial_infer.utils import int64_array
|
|
from mo.utils.ir_engine.compare_graphs import compare_graphs
|
|
from mo.utils.unittest.graph import build_graph
|
|
|
|
nodes_attributes = {
|
|
'placeholder': {'kind': 'op', 'op': 'Parameter'},
|
|
'placeholder_data': {'kind': 'data'},
|
|
'tile': {'kind': 'op', 'op': 'Tile'},
|
|
'tile_data': {'kind': 'data', 'shape': int64_array([1, 1, 1, 1])},
|
|
'result': {'kind': 'op', 'op': 'Result'},
|
|
|
|
'unsqueeze_1': {'kind': 'op', 'op': 'Unsqueeze'},
|
|
'unsqueeze_1_data': {'kind': 'data'},
|
|
'unsqueeze_1_const': {'kind': 'op', 'op': 'Const'},
|
|
'unsqueeze_1_const_data': {'kind': 'data'},
|
|
}
|
|
|
|
|
|
class MXTileReplacerTest(unittest.TestCase):
|
|
|
|
def test_insert_one_unsqueeze(self):
|
|
graph = build_graph(
|
|
nodes_attributes,
|
|
[
|
|
('placeholder', 'placeholder_data'),
|
|
('placeholder_data', 'tile'),
|
|
('tile', 'tile_data'),
|
|
('tile_data', 'result')
|
|
],
|
|
{
|
|
'placeholder_data': {'shape': int64_array([1, 1, 1])}
|
|
},
|
|
nodes_with_edges_only=True
|
|
)
|
|
|
|
ref_graph = build_graph(
|
|
nodes_attributes,
|
|
[
|
|
('placeholder', 'placeholder_data'),
|
|
('placeholder_data', 'unsqueeze_1', {'in': 0}),
|
|
('unsqueeze_1_const', 'unsqueeze_1_const_data'),
|
|
('unsqueeze_1_const_data', 'unsqueeze_1', {'in': 1}),
|
|
('unsqueeze_1', 'unsqueeze_1_data'),
|
|
('unsqueeze_1_data', 'tile'),
|
|
('tile', 'tile_data'),
|
|
('tile_data', 'result')
|
|
],
|
|
{
|
|
'placeholder_data': {'shape': int64_array([1, 1, 1])},
|
|
'unsqueeze_1_const_data': {'value': int64_array([0])}
|
|
},
|
|
nodes_with_edges_only=True
|
|
)
|
|
|
|
MXTileReplacer().find_and_replace_pattern(graph)
|
|
graph.clean_up()
|
|
|
|
(flag, resp) = compare_graphs(graph, ref_graph, 'placeholder', check_op_attrs=True)
|
|
self.assertTrue(flag, resp)
|
|
|
|
def test_insert_two_unsqueezes(self):
|
|
graph = build_graph(
|
|
nodes_attributes,
|
|
[
|
|
('placeholder', 'placeholder_data'),
|
|
('placeholder_data', 'tile'),
|
|
('tile', 'tile_data'),
|
|
('tile_data', 'result')
|
|
],
|
|
{
|
|
'placeholder_data': {'shape': int64_array([1, 1])}
|
|
},
|
|
nodes_with_edges_only=True
|
|
)
|
|
|
|
ref_graph = build_graph(
|
|
nodes_attributes,
|
|
[
|
|
('placeholder', 'placeholder_data'),
|
|
('placeholder_data', 'unsqueeze_1', {'in': 0}),
|
|
('unsqueeze_1_const', 'unsqueeze_1_const_data'),
|
|
('unsqueeze_1_const_data', 'unsqueeze_1', {'in': 1}),
|
|
('unsqueeze_1', 'unsqueeze_1_data'),
|
|
('unsqueeze_1_data', 'tile'),
|
|
('tile', 'tile_data'),
|
|
('tile_data', 'result')
|
|
],
|
|
{
|
|
'placeholder_data': {'shape': int64_array([1, 1])},
|
|
'unsqueeze_1_const_data': {'value': int64_array([0, 1])}
|
|
},
|
|
nodes_with_edges_only=True
|
|
)
|
|
|
|
MXTileReplacer().find_and_replace_pattern(graph)
|
|
graph.clean_up()
|
|
|
|
(flag, resp) = compare_graphs(graph, ref_graph, 'placeholder', check_op_attrs=True)
|
|
self.assertTrue(flag, resp)
|