aboutsummaryrefslogtreecommitdiff
path: root/examples/cl_convolution.cpp
blob: 34b3466f77faf4191ad6bf57e9af2d8c44666434 (plain)
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
/*
 * Copyright (c) 2016-2019 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_CL /* Needed by Utils.cpp to handle OpenCL exceptions properly */
#error "This example needs to be built with -DARM_COMPUTE_CL"
#endif /* ARM_COMPUTE_CL */

#include "arm_compute/core/Types.h"
#include "arm_compute/runtime/CL/CLFunctions.h"
#include "arm_compute/runtime/CL/CLScheduler.h"
#include "utils/ImageLoader.h"
#include "utils/Utils.h"

using namespace arm_compute;
using namespace utils;

/** Gaussian 3x3 matrix
 */
const std::array<int16_t, 9> gaussian3x3 =
{
    1, 2, 1,
    2, 4, 2,
    1, 2, 1
};

/** Gaussian 5x5 matrix
 */
const std::array<int16_t, 25> gaussian5x5 =
{
    1, 4, 6, 4, 1,
    4, 16, 24, 16, 4,
    6, 24, 36, 24, 6,
    4, 16, 24, 16, 4,
    1, 4, 6, 4, 1
};

class CLConvolutionExample : public Example
{
public:
    bool do_setup(int argc, char **argv) override
    {
        PPMLoader ppm;

        CLScheduler::get().default_init();

        if(argc < 2)
        {
            // Print help
            std::cout << "Usage: ./build/cl_convolution [input_image.ppm]\n\n";
            std::cout << "No input_image provided, creating a dummy 640x480 image\n";
            // Create an empty grayscale 640x480 image
            src.allocator()->init(TensorInfo(640, 480, Format::U8));
        }
        else
        {
            ppm.open(argv[1]);
            ppm.init_image(src, Format::U8);
        }

        // Configure the temporary and destination images
        tmp.allocator()->init(*src.info());
        dst.allocator()->init(*src.info());

        // Apply a Gaussian 3x3 filter to the source image followed by a Gaussian 5x5:
        conv3x3.configure(&src, &tmp, gaussian3x3.data(), 0 /* Let arm_compute calculate the scale */, BorderMode::UNDEFINED);
        conv5x5.configure(&tmp, &dst, gaussian5x5.data(), 0 /* Let arm_compute calculate the scale */, BorderMode::UNDEFINED);

        // Allocate all the images
        src.allocator()->allocate();
        tmp.allocator()->allocate();
        dst.allocator()->allocate();
        // Fill the input image with the content of the PPM image if a filename was provided:
        if(ppm.is_open())
        {
            ppm.fill_image(src);
            output_filename = std::string(argv[1]) + "_out.ppm";
        }

        return true;
    }
    void do_run() override
    {
        // Execute the functions:
        conv3x3.run();
        conv5x5.run();

        // Make sure all the OpenCL jobs are done executing:
        CLScheduler::get().sync();
    }
    void do_teardown() override
    {
        // Save the result to file:
        if(!output_filename.empty())
        {
            save_to_ppm(dst, output_filename); // save_to_ppm maps and unmaps the image to store as PPM
        }
    }

private:
    CLImage          src{};
    CLImage          tmp{};
    CLImage          dst{};
    CLConvolution3x3 conv3x3{};
    CLConvolution5x5 conv5x5{};
    std::string      output_filename{};
};

/** Main program for convolution test
 *
 * @param[in] argc Number of arguments
 * @param[in] argv Arguments ( [optional] Path to PPM image to process )
 */
int main(int argc, char **argv)
{
    return utils::run_example<CLConvolutionExample>(argc, argv);
}