a4d90a0aba
* Added HSwish operation * Added HSwish fusing transformation * Fixed BOM * Added unit test for HSwish fusing transformation * Fixed unit tests for transformations using 'build_graph_with_edge_attrs' function to build the graph * Added fusion transformation for Swish operation * Added fusing transformation for Softplus operation * Added fusion transformation for Mish operation * Added check for the node name in the unit tests * Fixed Mish fusion pattern * Updated Mish fusion transformation. Added unit test * Updated HSwish fusing transformation * Updated Swish fusion transformation and tests * Fixed unit tests
71 lines
2.6 KiB
Python
71 lines
2.6 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.front.Softplus_fusion import SoftplusFusion
|
|
from mo.front.common.partial_infer.utils import float_array
|
|
from mo.utils.ir_engine.compare_graphs import compare_graphs
|
|
from mo.utils.unittest.graph import build_graph, const, regular_op, result, build_graph_with_edge_attrs
|
|
|
|
ref_nodes = {**regular_op('input', {'type': 'Parameter'}),
|
|
**regular_op('softplus', {'type': 'SoftPlus', 'name': 'final_log'}),
|
|
**result('result')
|
|
}
|
|
ref_edges = [('input', 'softplus'), ('softplus', 'result')]
|
|
|
|
|
|
class SoftplusFusionTest(unittest.TestCase):
|
|
nodes = {
|
|
**regular_op('input', {'type': 'Parameter'}),
|
|
**regular_op('exp', {'op': 'Exp'}),
|
|
**const('const_1', float_array([1.0])),
|
|
**regular_op('add', {'op': 'Add'}),
|
|
**regular_op('ln', {'op': 'Log', 'name': 'final_log'}),
|
|
**result('result'),
|
|
}
|
|
|
|
edges = [('input', 'exp', {'in': 0, 'out': 0}),
|
|
('const_1', 'add', {'in': 0, 'out': 0}),
|
|
('exp', 'add', {'in': 1, 'out': 0}),
|
|
('add', 'ln', {'in': 0, 'out': 0}),
|
|
('ln', 'result', {'in': 0, 'out': 0})]
|
|
|
|
def test_softplus_fusion_test(self):
|
|
graph = build_graph_with_edge_attrs(self.nodes, self.edges, {})
|
|
|
|
graph_ref = build_graph(ref_nodes, ref_edges)
|
|
graph.stage = 'front'
|
|
|
|
SoftplusFusion().find_and_replace_pattern(graph)
|
|
|
|
(flag, resp) = compare_graphs(graph, graph_ref, 'result')
|
|
self.assertTrue(flag, resp)
|
|
self.assertTrue(len(graph.get_op_nodes(name='final_log')) == 1 and
|
|
graph.get_op_nodes(name='final_log')[0].op == 'SoftPlus')
|
|
|
|
def test_softplus_fusion_test_wrong_const(self):
|
|
graph = build_graph_with_edge_attrs(self.nodes, self.edges, {'const_1': {'value': float_array([0.9999])}})
|
|
|
|
graph_ref = graph.copy()
|
|
graph.stage = 'front'
|
|
|
|
SoftplusFusion().find_and_replace_pattern(graph)
|
|
|
|
(flag, resp) = compare_graphs(graph, graph_ref, 'result')
|
|
self.assertTrue(flag, resp)
|
|
|