Files
openvino/model-optimizer/extensions/front/softplus_test.py
iimironov a79cd75596 Imironov/cvs 31297 add yolov4 support (#594)
* Add transformation of softplus operation into log(1.0 + exp(x)).
2020-06-02 19:20:29 +03:00

51 lines
2.1 KiB
Python

"""
Copyright (C) 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.front.softplus import SoftPlus
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
class TestSoftPlus(unittest.TestCase):
nodes = {
'node_1': {'shape': int64_array([1, 2, 3, 4]), 'type': 'Parameter', 'kind': 'op', 'op': 'Parameter'},
'softplus': {'value': None, 'kind': 'op', 'op': 'SoftPlus'},
'exp': {'value': None, 'kind': 'op', 'op': 'Exp'},
'add': {'value': None, 'kind': 'op', 'op': 'Add'},
'add_const': {'value': None, 'kind': 'op', 'op': 'Const'},
'log': {'value': None, 'kind': 'op', 'op': 'Log'},
'last': {'type': None, 'value': None, 'kind': 'op', 'op': 'Result'}
}
def test_softplus_1(self):
graph = build_graph(self.nodes, [('node_1', 'softplus'),
('softplus', 'last')], nodes_with_edges_only=True)
graph_ref = build_graph(self.nodes, [('node_1', 'exp'),
('exp', 'add'),
('add_const', 'add'),
('add', 'log'),
('log', 'last')], nodes_with_edges_only=True)
graph.stage = 'front'
SoftPlus().find_and_replace_pattern(graph)
(flag, resp) = compare_graphs(graph, graph_ref, 'last', check_op_attrs=True)
self.assertTrue(flag, resp)