1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
|
/*
* Copyright (c) 2021 Samsung Electronics Co., Ltd. All Rights Reserved
*
* 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.
*/
#include "luci/Pass/TransformMinMaxToRelu6Pass.h"
#include <luci/IR/CircleNodes.h>
#include <gtest/gtest.h>
namespace
{
/**
* Minimum-Maximum pattern graph
*
* [CircleInput] [CircleConst]
* \ /
* [CircleMinimum] [CircleConst]
* | /
* [CircleMaximum]
* |
* [CircleOutput]
*/
struct MinMaxGraph
{
loco::Graph _g;
luci::CircleInput *_input = nullptr;
luci::CircleMinimum *_mini = nullptr;
luci::CircleConst *_mini_const = nullptr;
luci::CircleMaximum *_maxi = nullptr;
luci::CircleConst *_maxi_const = nullptr;
luci::CircleOutput *_output = nullptr;
};
class TransformMinMaxToRelu6PassTest : public ::testing::Test
{
protected:
virtual void SetUp()
{
const int N = 1;
const int H = 4;
const int W = 4;
const int C = 3;
// graph input and output
auto graph_input = _min_max_g._g.inputs()->create();
auto graph_output = _min_max_g._g.outputs()->create();
// CircleInput
_min_max_g._input = _min_max_g._g.nodes()->create<luci::CircleInput>();
_min_max_g._input->index(graph_input->index());
_min_max_g._input->shape({N, H, W, C});
_min_max_g._input->dtype(loco::DataType::FLOAT32);
_min_max_g._input->name("input");
// CircleConst
_min_max_g._mini_const = _min_max_g._g.nodes()->create<luci::CircleConst>();
_min_max_g._mini_const->shape({}); // scalar
_min_max_g._mini_const->dtype(loco::DataType::FLOAT32);
_min_max_g._mini_const->size<loco::DataType::FLOAT32>(1);
_min_max_g._mini_const->at<loco::DataType::FLOAT32>(0) = 6.;
_min_max_g._mini_const->name("mini_const");
// CircleMinimum
_min_max_g._mini = _min_max_g._g.nodes()->create<luci::CircleMinimum>();
_min_max_g._mini->x(_min_max_g._input);
_min_max_g._mini->y(_min_max_g._mini_const);
_min_max_g._mini->shape({N, H, W, C});
_min_max_g._mini->dtype(loco::DataType::FLOAT32);
_min_max_g._mini->name("mini");
// CircleConst
_min_max_g._maxi_const = _min_max_g._g.nodes()->create<luci::CircleConst>();
_min_max_g._mini_const->shape({}); // scalar
_min_max_g._maxi_const->dtype(loco::DataType::FLOAT32);
_min_max_g._maxi_const->size<loco::DataType::FLOAT32>(1);
_min_max_g._maxi_const->at<loco::DataType::FLOAT32>(0) = 0.;
_min_max_g._maxi_const->name("maxi_const");
// CircleMaximum
_min_max_g._maxi = _min_max_g._g.nodes()->create<luci::CircleMaximum>();
_min_max_g._maxi->x(_min_max_g._mini);
_min_max_g._maxi->y(_min_max_g._maxi_const);
_min_max_g._maxi->shape({N, H, W, C});
_min_max_g._maxi->dtype(loco::DataType::FLOAT32);
_min_max_g._maxi->name("maxi");
// CircleOutput
_min_max_g._output = _min_max_g._g.nodes()->create<luci::CircleOutput>();
_min_max_g._output->index(graph_output->index());
_min_max_g._output->from(_min_max_g._maxi);
_min_max_g._output->shape({N, H, W, C});
_min_max_g._output->dtype(loco::DataType::FLOAT32);
_min_max_g._output->name("output");
}
protected:
luci::TransformMinMaxToRelu6Pass _pass;
MinMaxGraph _min_max_g;
};
} // namespace
TEST_F(TransformMinMaxToRelu6PassTest, name)
{
auto const name = _pass.name();
ASSERT_NE(nullptr, name);
}
/**
* Optimized graph looks like below.
*
* [CircleInput]
* |
* [CircleRelu6]
* |
* [CircleOutput]
*/
TEST_F(TransformMinMaxToRelu6PassTest, simple_test)
{
auto ret = _pass.run(&_min_max_g._g);
EXPECT_TRUE(ret);
auto relu6 = dynamic_cast<luci::CircleRelu6 *>(_min_max_g._output->from());
EXPECT_NE(nullptr, relu6);
auto input = dynamic_cast<luci::CircleInput *>(relu6->features());
EXPECT_NE(nullptr, input);
}
TEST_F(TransformMinMaxToRelu6PassTest, wrong_condition_NEG)
{
_min_max_g._maxi_const->at<loco::DataType::FLOAT32>(0) = 2.;
auto ret = _pass.run(&_min_max_g._g);
EXPECT_FALSE(ret);
}
|
