Files
openvino/model-optimizer/extensions/front/freeze_placeholder_value_test.py
2020-02-11 22:48:49 +03:00

104 lines
4.3 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
import numpy as np
from extensions.front.freeze_placeholder_value import FreezePlaceholderValue
from mo.utils.unittest.graph import build_graph
nodes_bool = {
'0': {'name': 'input1', 'kind': 'op', 'op': 'Parameter', 'data_type': bool, 'shape': np.array([])},
'1': {'name': 'input2', 'kind': 'op', 'op': 'Parameter', 'data_type': bool, 'shape': np.array([])},
'2': {'name': 'node_1', 'kind': 'op', 'op': 'NotPlaceholder'},
'3': {'name': 'node_2', 'kind': 'op', 'op': 'NotPlaceholder'},
'4': {'name': 'node_3', 'kind': 'op', 'op': 'NotPlaceholder'},
'5': {'name': 'node_4', 'kind': 'op', 'op': 'NotPlaceholder'},
'6': {'name': 'output1', 'kind': 'op', 'op': 'Result', 'type': 'Result'},
'7': {'name': 'output2', 'kind': 'op', 'op': 'Result', 'type': 'Result'}
}
edges = {
('0', '2'),
('2', '3'),
('4', '6'),
('1', '5'),
('5', '7')
}
class TestFreezePlaceholderValue(unittest.TestCase):
def test_freeze_true(self):
graph = build_graph(nodes_bool, edges)
graph.graph['fw'] = 'tf'
tested_class = FreezePlaceholderValue()
graph.graph['freeze_placeholder'] = {'input1': 'True'}
before_pattern = graph.nodes()
tested_class.find_and_replace_pattern(graph=graph)
after_pattern = graph.nodes()
# number of nodes in the grpaph didn't change
self.assertEqual(len(before_pattern), len(after_pattern))
# reach new placeholder
try:
new_ph_dict = graph.node[[u for u, v in graph.in_edges('2')][0]]
except Exception as e:
self.fail("Can't get frozen placeholder. Broken edge. Additional information: {}".format(e))
# check value
self.assertEqual('value' in new_ph_dict, True)
self.assertEqual(new_ph_dict['value'], True)
def test_freeze_false(self):
graph = build_graph(nodes_bool, edges)
graph.graph['fw'] = 'tf'
tested_class = FreezePlaceholderValue()
graph.graph['freeze_placeholder'] = {'input1': 'False'}
before_pattern = graph.nodes()
tested_class.find_and_replace_pattern(graph=graph)
after_pattern = graph.nodes()
# number of nodes in the grpaph didn't change
self.assertEqual(len(before_pattern), len(after_pattern))
# reach new placeholder
try:
new_ph_dict = graph.node[[u for u, v in graph.in_edges('2')][0]]
except Exception as e:
self.fail("Can't get frozen placeholder. Broken edge. Additional information: {}".format(e))
# check value
self.assertEqual('value' in new_ph_dict, True)
self.assertEqual(new_ph_dict['value'], False)
def test_freeze_both(self):
graph = build_graph(nodes_bool, edges)
graph.graph['fw'] = 'tf'
tested_class = FreezePlaceholderValue()
graph.graph['freeze_placeholder'] = {'input1': 'False', 'input2': 'True'}
before_pattern = graph.nodes()
tested_class.find_and_replace_pattern(graph=graph)
after_pattern = graph.nodes()
# number of nodes in the graph didn't change
self.assertEqual(len(before_pattern), len(after_pattern))
# reach new placeholder
try:
new_ph_dict_1 = graph.node[[u for u, v in graph.in_edges('2')][0]]
new_ph_dict_2 = graph.node[[u for u, v in graph.in_edges('5')][0]]
except Exception as e:
self.fail("Can't get frozen placeholder. Broken edge. Additional information: {}".format(e))
# check value
self.assertEqual('value' in new_ph_dict_1, True)
self.assertEqual('value' in new_ph_dict_2, True)
self.assertEqual(new_ph_dict_1['value'], False)
self.assertEqual(new_ph_dict_2['value'], True)