xref: /aosp_15_r20/external/ComputeLibrary/examples/neon_copy_objects.cpp (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2016-2021 Arm Limited.
3*c217d954SCole Faust  *
4*c217d954SCole Faust  * SPDX-License-Identifier: MIT
5*c217d954SCole Faust  *
6*c217d954SCole Faust  * Permission is hereby granted, free of charge, to any person obtaining a copy
7*c217d954SCole Faust  * of this software and associated documentation files (the "Software"), to
8*c217d954SCole Faust  * deal in the Software without restriction, including without limitation the
9*c217d954SCole Faust  * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10*c217d954SCole Faust  * sell copies of the Software, and to permit persons to whom the Software is
11*c217d954SCole Faust  * furnished to do so, subject to the following conditions:
12*c217d954SCole Faust  *
13*c217d954SCole Faust  * The above copyright notice and this permission notice shall be included in all
14*c217d954SCole Faust  * copies or substantial portions of the Software.
15*c217d954SCole Faust  *
16*c217d954SCole Faust  * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17*c217d954SCole Faust  * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18*c217d954SCole Faust  * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19*c217d954SCole Faust  * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20*c217d954SCole Faust  * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21*c217d954SCole Faust  * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22*c217d954SCole Faust  * SOFTWARE.
23*c217d954SCole Faust  */
24*c217d954SCole Faust 
25*c217d954SCole Faust #include "arm_compute/runtime/NEON/NEFunctions.h"
26*c217d954SCole Faust 
27*c217d954SCole Faust #include "arm_compute/core/Types.h"
28*c217d954SCole Faust #include "utils/Utils.h"
29*c217d954SCole Faust 
30*c217d954SCole Faust #include <cstring>
31*c217d954SCole Faust #include <iostream>
32*c217d954SCole Faust 
33*c217d954SCole Faust using namespace arm_compute;
34*c217d954SCole Faust using namespace utils;
35*c217d954SCole Faust 
36*c217d954SCole Faust class NEONCopyObjectsExample : public Example
37*c217d954SCole Faust {
38*c217d954SCole Faust public:
do_setup(int argc,char ** argv)39*c217d954SCole Faust     bool do_setup(int argc, char **argv) override
40*c217d954SCole Faust     {
41*c217d954SCole Faust         ARM_COMPUTE_UNUSED(argc);
42*c217d954SCole Faust         ARM_COMPUTE_UNUSED(argv);
43*c217d954SCole Faust 
44*c217d954SCole Faust         /** [Copy objects example] */
45*c217d954SCole Faust         constexpr unsigned int width  = 4;
46*c217d954SCole Faust         constexpr unsigned int height = 3;
47*c217d954SCole Faust         constexpr unsigned int batch  = 2;
48*c217d954SCole Faust 
49*c217d954SCole Faust         src_data = new float[width * height * batch];
50*c217d954SCole Faust         dst_data = new float[width * height * batch];
51*c217d954SCole Faust 
52*c217d954SCole Faust         // Fill src_data with pseudo(meaningless) values:
53*c217d954SCole Faust         for(unsigned int b = 0; b < batch; b++)
54*c217d954SCole Faust         {
55*c217d954SCole Faust             for(unsigned int h = 0; h < height; h++)
56*c217d954SCole Faust             {
57*c217d954SCole Faust                 for(unsigned int w = 0; w < width; w++)
58*c217d954SCole Faust                 {
59*c217d954SCole Faust                     src_data[b * (width * height) + h * width + w] = static_cast<float>(100 * b + 10 * h + w);
60*c217d954SCole Faust                 }
61*c217d954SCole Faust             }
62*c217d954SCole Faust         }
63*c217d954SCole Faust 
64*c217d954SCole Faust         // Initialize the tensors dimensions and type:
65*c217d954SCole Faust         const TensorShape shape(width, height, batch);
66*c217d954SCole Faust         input.allocator()->init(TensorInfo(shape, 1, DataType::F32));
67*c217d954SCole Faust         output.allocator()->init(TensorInfo(shape, 1, DataType::F32));
68*c217d954SCole Faust 
69*c217d954SCole Faust         // Configure softmax:
70*c217d954SCole Faust         softmax.configure(&input, &output);
71*c217d954SCole Faust 
72*c217d954SCole Faust         // Allocate the input / output tensors:
73*c217d954SCole Faust         input.allocator()->allocate();
74*c217d954SCole Faust         output.allocator()->allocate();
75*c217d954SCole Faust 
76*c217d954SCole Faust         // Fill the input tensor:
77*c217d954SCole Faust         // Simplest way: create an iterator to iterate through each element of the input tensor:
78*c217d954SCole Faust         Window input_window;
79*c217d954SCole Faust         input_window.use_tensor_dimensions(input.info()->tensor_shape());
80*c217d954SCole Faust         std::cout << " Dimensions of the input's iterator:\n";
81*c217d954SCole Faust         std::cout << " X = [start=" << input_window.x().start() << ", end=" << input_window.x().end() << ", step=" << input_window.x().step() << "]\n";
82*c217d954SCole Faust         std::cout << " Y = [start=" << input_window.y().start() << ", end=" << input_window.y().end() << ", step=" << input_window.y().step() << "]\n";
83*c217d954SCole Faust         std::cout << " Z = [start=" << input_window.z().start() << ", end=" << input_window.z().end() << ", step=" << input_window.z().step() << "]\n";
84*c217d954SCole Faust 
85*c217d954SCole Faust         // Create an iterator:
86*c217d954SCole Faust         Iterator input_it(&input, input_window);
87*c217d954SCole Faust 
88*c217d954SCole Faust         // Iterate through the elements of src_data and copy them one by one to the input tensor:
89*c217d954SCole Faust         // This is equivalent to:
90*c217d954SCole Faust         // for( unsigned int z = 0; z < batch; ++z)
91*c217d954SCole Faust         // {
92*c217d954SCole Faust         //   for( unsigned int y = 0; y < height; ++y)
93*c217d954SCole Faust         //   {
94*c217d954SCole Faust         //     for( unsigned int x = 0; x < width; ++x)
95*c217d954SCole Faust         //     {
96*c217d954SCole Faust         //       *reinterpret_cast<float*>( input.buffer() + input.info()->offset_element_in_bytes(Coordinates(x,y,z))) = src_data[ z * (width*height) + y * width + x];
97*c217d954SCole Faust         //     }
98*c217d954SCole Faust         //   }
99*c217d954SCole Faust         // }
100*c217d954SCole Faust         // Except it works for an arbitrary number of dimensions
101*c217d954SCole Faust         execute_window_loop(input_window, [&](const Coordinates & id)
102*c217d954SCole Faust         {
103*c217d954SCole Faust             std::cout << "Setting item [" << id.x() << "," << id.y() << "," << id.z() << "]\n";
104*c217d954SCole Faust             *reinterpret_cast<float *>(input_it.ptr()) = src_data[id.z() * (width * height) + id.y() * width + id.x()];
105*c217d954SCole Faust         },
106*c217d954SCole Faust         input_it);
107*c217d954SCole Faust 
108*c217d954SCole Faust         // More efficient way: create an iterator to iterate through each row (instead of each element) of the output tensor:
109*c217d954SCole Faust         Window output_window;
110*c217d954SCole Faust         output_window.use_tensor_dimensions(output.info()->tensor_shape(), /* first_dimension =*/Window::DimY); // Iterate through the rows (not each element)
111*c217d954SCole Faust         std::cout << " Dimensions of the output's iterator:\n";
112*c217d954SCole Faust         std::cout << " X = [start=" << output_window.x().start() << ", end=" << output_window.x().end() << ", step=" << output_window.x().step() << "]\n";
113*c217d954SCole Faust         std::cout << " Y = [start=" << output_window.y().start() << ", end=" << output_window.y().end() << ", step=" << output_window.y().step() << "]\n";
114*c217d954SCole Faust         std::cout << " Z = [start=" << output_window.z().start() << ", end=" << output_window.z().end() << ", step=" << output_window.z().step() << "]\n";
115*c217d954SCole Faust 
116*c217d954SCole Faust         // Create an iterator:
117*c217d954SCole Faust         Iterator output_it(&output, output_window);
118*c217d954SCole Faust 
119*c217d954SCole Faust         // Iterate through the rows of the output tensor and copy them to dst_data:
120*c217d954SCole Faust         // This is equivalent to:
121*c217d954SCole Faust         // for( unsigned int z = 0; z < batch; ++z)
122*c217d954SCole Faust         // {
123*c217d954SCole Faust         //   for( unsigned int y = 0; y < height; ++y)
124*c217d954SCole Faust         //   {
125*c217d954SCole Faust         //     memcpy( dst_data + z * (width*height) + y * width, input.buffer() + input.info()->offset_element_in_bytes(Coordinates(0,y,z)), width * sizeof(float));
126*c217d954SCole Faust         //   }
127*c217d954SCole Faust         // }
128*c217d954SCole Faust         // Except it works for an arbitrary number of dimensions
129*c217d954SCole Faust         execute_window_loop(output_window, [&](const Coordinates & id)
130*c217d954SCole Faust         {
131*c217d954SCole Faust             std::cout << "Copying one row starting from [" << id.x() << "," << id.y() << "," << id.z() << "]\n";
132*c217d954SCole Faust             // Copy one whole row:
133*c217d954SCole Faust             memcpy(dst_data + id.z() * (width * height) + id.y() * width, output_it.ptr(), width * sizeof(float));
134*c217d954SCole Faust         },
135*c217d954SCole Faust         output_it);
136*c217d954SCole Faust 
137*c217d954SCole Faust         /** [Copy objects example] */
138*c217d954SCole Faust 
139*c217d954SCole Faust         return true;
140*c217d954SCole Faust     }
do_run()141*c217d954SCole Faust     void do_run() override
142*c217d954SCole Faust     {
143*c217d954SCole Faust         // Run softmax:
144*c217d954SCole Faust         softmax.run();
145*c217d954SCole Faust     }
do_teardown()146*c217d954SCole Faust     void do_teardown() override
147*c217d954SCole Faust     {
148*c217d954SCole Faust         delete[] src_data;
149*c217d954SCole Faust         delete[] dst_data;
150*c217d954SCole Faust     }
151*c217d954SCole Faust 
152*c217d954SCole Faust private:
153*c217d954SCole Faust     Tensor         input{}, output{};
154*c217d954SCole Faust     float         *src_data{};
155*c217d954SCole Faust     float         *dst_data{};
156*c217d954SCole Faust     NESoftmaxLayer softmax{};
157*c217d954SCole Faust };
158*c217d954SCole Faust /** Main program for the copy objects test
159*c217d954SCole Faust  *
160*c217d954SCole Faust  * @param[in] argc Number of arguments
161*c217d954SCole Faust  * @param[in] argv Arguments
162*c217d954SCole Faust  */
main(int argc,char ** argv)163*c217d954SCole Faust int main(int argc, char **argv)
164*c217d954SCole Faust {
165*c217d954SCole Faust     return utils::run_example<NEONCopyObjectsExample>(argc, argv);
166*c217d954SCole Faust }
167