blob: 3e0758c98059f41275afaede37e09f1f59d58beb [file] [log] [blame]
Michalis Spyrou04f089c2017-08-08 17:42:38 +01001/*
2 * Copyright (c) 2017 ARM Limited.
3 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
24#include "arm_compute/core/CL/kernels/CLL2NormalizeKernel.h"
25
26#include "arm_compute/core/CL/CLHelpers.h"
27#include "arm_compute/core/CL/CLKernelLibrary.h"
28#include "arm_compute/core/CL/ICLTensor.h"
29#include "arm_compute/core/FixedPoint.h"
30#include "arm_compute/core/Helpers.h"
31#include "arm_compute/core/TensorInfo.h"
32#include "arm_compute/core/Utils.h"
33#include "arm_compute/core/Validate.h"
34#include "arm_compute/core/Window.h"
35
36#include "support/ToolchainSupport.h"
37
38using namespace arm_compute;
39
40CLL2NormalizeKernel::CLL2NormalizeKernel()
41 : _input(nullptr), _sum(nullptr), _output(nullptr), _axis(0), _epsilon(1e-12)
42{
43}
44
45void CLL2NormalizeKernel::configure(const ICLTensor *input, const ICLTensor *sum, ICLTensor *output, unsigned int axis, float epsilon)
46{
47 ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F32);
48 ARM_COMPUTE_ERROR_ON_NULLPTR(output);
49
50 // Sum and output tensor auto initialization if not yet initialized
51 auto_init_if_empty(*output->info(), input->info()->tensor_shape(), 1, input->info()->data_type(), input->info()->fixed_point_position());
52
53 ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
54 ARM_COMPUTE_ERROR_ON_MSG(axis >= TensorShape::num_max_dimensions, "Reduction axis greater than max number of dimensions");
55 ARM_COMPUTE_ERROR_ON_MSG(axis > 0, "Unsupported reduction axis, Supported axis is 0");
56 ARM_COMPUTE_ERROR_ON_MISMATCHING_SHAPES(input, output);
57
58 _input = input;
59 _sum = sum;
60 _output = output;
61 _axis = axis;
62 _epsilon = epsilon;
63
64 const unsigned int num_elems_processed_per_iteration = 16;
65
66 // Set build options
67 std::set<std::string> build_opts;
68 build_opts.emplace(("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type())));
69 build_opts.emplace(("-DVEC_SIZE=" + support::cpp11::to_string(num_elems_processed_per_iteration)));
70
71 // Create kernel
72 _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel("l2_normalize", build_opts));
73
74 // Set epsilon argument
75 unsigned int idx = num_arguments_per_1D_tensor() * 3;
76 _kernel.setArg<cl_uint>(idx, _epsilon);
77
78 // Configure kernel window
79 Window win = calculate_max_window(*input->info(), Steps(num_elems_processed_per_iteration));
80
81 AccessWindowHorizontal input_access(input->info(), 0, num_elems_processed_per_iteration);
82 AccessWindowHorizontal output_access(output->info(), 0, num_elems_processed_per_iteration);
83
84 update_window_and_padding(win, input_access, output_access);
85 output_access.set_valid_region(win, input->info()->valid_region());
86
87 ICLKernel::configure(win);
88}
89
90void CLL2NormalizeKernel::run(const Window &window, cl::CommandQueue &queue)
91{
92 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
93 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window);
94
95 Window window_sum(window);
96 window_sum.set(Window::DimX, Window::Dimension(0, 0, 0));
97
98 Window in_slice = window.first_slice_window_1D();
99 Window sum_slice = window_sum.first_slice_window_1D();
100
101 do
102 {
103 unsigned int idx = 0;
104 add_1D_tensor_argument(idx, _input, in_slice);
105 add_1D_tensor_argument(idx, _sum, sum_slice);
106 add_1D_tensor_argument(idx, _output, in_slice);
107 enqueue(queue, *this, in_slice);
108 }
109 while(window.slide_window_slice_1D(in_slice) && window.slide_window_slice_1D(sum_slice));
110}