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
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
|
/*
* Copyright (c) 2017 ARM Limited.
*
* SPDX-License-Identifier: MIT
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to
* deal in the Software without restriction, including without limitation the
* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
* sell copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
#ifndef __ARM_COMPUTE_GRAPH_UTILS_H__
#define __ARM_COMPUTE_GRAPH_UTILS_H__
#include "arm_compute/core/PixelValue.h"
#include "arm_compute/graph/ITensorAccessor.h"
#include "arm_compute/graph/Types.h"
#include <random>
#include <string>
#include <vector>
namespace arm_compute
{
namespace graph_utils
{
/** PPM writer class */
class PPMWriter : public graph::ITensorAccessor
{
public:
/** Constructor
*
* @param[in] name PPM file name
* @param[in] maximum Maximum elements to access
*/
PPMWriter(std::string name, unsigned int maximum = 1);
/** Allows instances to move constructed */
PPMWriter(PPMWriter &&) = default;
// Inherited methods overriden:
bool access_tensor(ITensor &tensor) override;
private:
const std::string _name;
unsigned int _iterator;
unsigned int _maximum;
};
/** Dummy accessor class */
class DummyAccessor final : public graph::ITensorAccessor
{
public:
/** Constructor
*
* @param[in] maximum Maximum elements to write
*/
DummyAccessor(unsigned int maximum = 1);
/** Allows instances to move constructed */
DummyAccessor(DummyAccessor &&) = default;
// Inherited methods overriden:
bool access_tensor(ITensor &tensor) override;
private:
unsigned int _iterator;
unsigned int _maximum;
};
/** PPM accessor class */
class PPMAccessor final : public graph::ITensorAccessor
{
public:
/** Constructor
*
* @param[in] ppm_path Path to PPM file
* @param[in] bgr (Optional) Fill the first plane with blue channel (default = false)
* @param[in] mean_r (Optional) Red mean value to be subtracted from red channel
* @param[in] mean_g (Optional) Green mean value to be subtracted from green channel
* @param[in] mean_b (Optional) Blue mean value to be subtracted from blue channel
*/
PPMAccessor(const std::string &ppm_path, bool bgr = true, float mean_r = 0.0f, float mean_g = 0.0f, float mean_b = 0.0f);
/** Allow instances of this class to be move constructed */
PPMAccessor(PPMAccessor &&) = default;
// Inherited methods overriden:
bool access_tensor(ITensor &tensor) override;
private:
const std::string &_ppm_path;
const bool _bgr;
const float _mean_r;
const float _mean_g;
const float _mean_b;
};
/** Result accessor class */
class TopNPredictionsAccessor final : public graph::ITensorAccessor
{
public:
/** Constructor
*
* @param[in] labels_path Path to labels text file.
* @param[in] top_n (Optional) Number of output classes to print
* @param[out] output_stream (Optional) Output stream
*/
TopNPredictionsAccessor(const std::string &labels_path, size_t top_n = 5, std::ostream &output_stream = std::cout);
/** Allow instances of this class to be move constructed */
TopNPredictionsAccessor(TopNPredictionsAccessor &&) = default;
/** Prevent instances of this class from being copied (As this class contains pointers) */
TopNPredictionsAccessor(const TopNPredictionsAccessor &) = delete;
/** Prevent instances of this class from being copied (As this class contains pointers) */
TopNPredictionsAccessor &operator=(const TopNPredictionsAccessor &) = delete;
// Inherited methods overriden:
bool access_tensor(ITensor &tensor) override;
private:
std::vector<std::string> _labels;
std::ostream &_output_stream;
size_t _top_n;
};
/** Random accessor class */
class RandomAccessor final : public graph::ITensorAccessor
{
public:
/** Constructor
*
* @param[in] lower Lower bound value.
* @param[in] upper Upper bound value.
* @param[in] seed (Optional) Seed used to initialise the random number generator.
*/
RandomAccessor(PixelValue lower, PixelValue upper, const std::random_device::result_type seed = 0);
/** Allows instances to move constructed */
RandomAccessor(RandomAccessor &&) = default;
// Inherited methods overriden:
bool access_tensor(ITensor &tensor) override;
private:
template <typename T, typename D>
void fill(ITensor &tensor, D &&distribution);
PixelValue _lower;
PixelValue _upper;
std::random_device::result_type _seed;
};
/** Numpy Binary loader class*/
class NumPyBinLoader final : public graph::ITensorAccessor
{
public:
/** Default Constructor
*
* @param filename Binary file name
*/
NumPyBinLoader(std::string filename);
/** Allows instances to move constructed */
NumPyBinLoader(NumPyBinLoader &&) = default;
// Inherited methods overriden:
bool access_tensor(ITensor &tensor) override;
private:
const std::string _filename;
};
} // namespace graph_utils
} // namespace arm_compute
#endif /* __ARM_COMPUTE_GRAPH_UTILS_H__ */
|
