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Michele Di Giorgio72175632018-05-01 16:52:00 +01001/*
2 * Copyright (c) 2018 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/CLChannelShuffleLayerKernel.h"
25
26#include "arm_compute/core/CL/CLHelpers.h"
27#include "arm_compute/core/CL/CLKernelLibrary.h"
Vidhya Sudhan Loganathanf1f49062018-05-25 13:21:26 +010028#include "arm_compute/core/CL/CLValidate.h"
Michele Di Giorgio72175632018-05-01 16:52:00 +010029#include "arm_compute/core/CL/ICLTensor.h"
30#include "arm_compute/core/Error.h"
31#include "arm_compute/core/Helpers.h"
32#include "arm_compute/core/TensorInfo.h"
Michele Di Giorgio72175632018-05-01 16:52:00 +010033#include "arm_compute/core/Window.h"
34
35namespace arm_compute
36{
37namespace
38{
39Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, unsigned int num_groups)
40{
Vidhya Sudhan Loganathanf1f49062018-05-25 13:21:26 +010041 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input);
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +010042 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::U8, DataType::S8, DataType::QASYMM8,
43 DataType::U16, DataType::S16,
Michele Di Giorgio72175632018-05-01 16:52:00 +010044 DataType::U32, DataType::S32,
45 DataType::F16, DataType::F32);
46 ARM_COMPUTE_RETURN_ERROR_ON_MSG(num_groups < 2, "Channel shuffling with less than 2 groups would be inefficient");
47
48 const unsigned int channels = input->dimension(get_data_layout_dimension_index(input->data_layout(), DataLayoutDimension::CHANNEL));
49
50 ARM_COMPUTE_RETURN_ERROR_ON_MSG(num_groups == channels, "Channel shuffling with same number of groups as number of channels would be inefficient");
51 // There cannot be more groups than channels
52 ARM_COMPUTE_RETURN_ERROR_ON(num_groups > channels);
53 ARM_COMPUTE_RETURN_ERROR_ON_MSG((channels % num_groups) != 0, "The number of channels must be a multiple of the number of groups");
54
55 // Checks performed when output is configured
56 if(output->total_size() != 0)
57 {
58 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(input, output);
59 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
60 }
61
62 return Status{};
63}
64
65std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output)
66{
67 // Output tensor auto initialization if not yet initialized
68 auto_init_if_empty(*output, *input->clone());
69
Gian Marco Iodice8bab0ee2018-09-13 11:51:56 +010070 const bool is_nhwc = input->data_layout() == DataLayout::NHWC;
71 const unsigned int num_elems_processed_per_iteration_x = is_nhwc ? 4 : max_cl_vector_width / input->element_size();
72 constexpr unsigned int num_elems_processed_per_iteration_y = 2;
Michele Di Giorgio72175632018-05-01 16:52:00 +010073
74 // Configure kernel window
Gian Marco Iodice8bab0ee2018-09-13 11:51:56 +010075 Window win = calculate_max_window(*input, Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y));
76 AccessWindowRectangle input_access(input, 0, 0, num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y);
77 AccessWindowRectangle output_access(output, 0, 0, num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y);
Michele Di Giorgio72175632018-05-01 16:52:00 +010078
79 const bool window_changed = update_window_and_padding(win, input_access, output_access);
80 output_access.set_valid_region(win, input->valid_region());
81
Gian Marco Iodice8bab0ee2018-09-13 11:51:56 +010082 Window win_collapsed = win.collapse(win, Window::DimZ);
83
Michele Di Giorgio72175632018-05-01 16:52:00 +010084 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
Gian Marco Iodice8bab0ee2018-09-13 11:51:56 +010085 return std::make_pair(err, win_collapsed);
Michele Di Giorgio72175632018-05-01 16:52:00 +010086}
87} // namespace
88
89CLChannelShuffleLayerKernel::CLChannelShuffleLayerKernel()
90 : _input(nullptr), _output(nullptr)
91{
92}
93
94void CLChannelShuffleLayerKernel::configure(const ICLTensor *input, ICLTensor *output, unsigned int num_groups)
95{
96 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
97
98 _input = input;
99 _output = output;
100
101 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), num_groups));
102
Gian Marco Iodice8bab0ee2018-09-13 11:51:56 +0100103 const DataLayout data_layout = input->info()->data_layout();
104 const bool is_nhwc = data_layout == DataLayout::NHWC;
105 const unsigned int channels = input->info()->dimension(get_data_layout_dimension_index(data_layout, DataLayoutDimension::CHANNEL));
106 const unsigned int vec_size = is_nhwc ? 4 : max_cl_vector_width / input->info()->element_size();
Michele Di Giorgio72175632018-05-01 16:52:00 +0100107
108 // Set kernel build options
109 CLBuildOptions build_opts;
110 build_opts.add_option("-DNUM_GROUPS=" + support::cpp11::to_string(num_groups));
111 build_opts.add_option("-DK=" + support::cpp11::to_string(channels / num_groups));
Gian Marco Iodice8bab0ee2018-09-13 11:51:56 +0100112 build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(vec_size));
113 build_opts.add_option("-DSRC_DIM_Z=" + support::cpp11::to_string(input->info()->dimension(2)));
114 build_opts.add_option("-DLAST_ACCESSED=" + support::cpp11::to_string(std::max(static_cast<int>(channels - vec_size), 0)));
115
Michele Di Giorgio72175632018-05-01 16:52:00 +0100116 switch(input->info()->element_size())
117 {
118 case 1:
119 build_opts.add_option("-DDATA_TYPE=uchar");
120 break;
121 case 2:
122 build_opts.add_option("-DDATA_TYPE=ushort");
123 break;
124 case 4:
125 build_opts.add_option("-DDATA_TYPE=uint");
126 break;
127 default:
128 ARM_COMPUTE_ERROR("Data type not supported");
129 }
130
131 // Create kernel
Gian Marco Iodice8bab0ee2018-09-13 11:51:56 +0100132 std::string kernel_name = "channel_shuffle_" + lower_string(string_from_data_layout(data_layout));
133 ;
134 _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel(kernel_name, build_opts.options()));
Michele Di Giorgio72175632018-05-01 16:52:00 +0100135
136 // Configure kernel window
137 auto win_config = validate_and_configure_window(input->info(), output->info());
138 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
Anthony Barbierb6eb3532018-08-08 13:20:04 +0100139 ICLKernel::configure_internal(win_config.second);
Gian Marco Iodice8bab0ee2018-09-13 11:51:56 +0100140
141 // Set config_id for enabling LWS tuning
142 _config_id = kernel_name;
143 _config_id += "_";
144 _config_id += lower_string(string_from_data_type(input->info()->data_type()));
145 _config_id += "_";
146 _config_id += support::cpp11::to_string(num_groups);
147 _config_id += "_";
148 _config_id += support::cpp11::to_string(input->info()->dimension(0));
149 _config_id += "_";
150 _config_id += support::cpp11::to_string(input->info()->dimension(1));
151 _config_id += "_";
152 _config_id += support::cpp11::to_string(input->info()->dimension(2));
153 _config_id += "_";
154 _config_id += support::cpp11::to_string(output->info()->dimension(0));
155 _config_id += "_";
156 _config_id += support::cpp11::to_string(output->info()->dimension(1));
157 _config_id += "_";
158 _config_id += support::cpp11::to_string(output->info()->dimension(2));
Michele Di Giorgio72175632018-05-01 16:52:00 +0100159}
160
161Status CLChannelShuffleLayerKernel::validate(const ITensorInfo *input, const ITensorInfo *output, unsigned int num_groups)
162{
163 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, num_groups));
164 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(), output->clone().get()).first);
165
166 return Status{};
167}
168
169void CLChannelShuffleLayerKernel::run(const Window &window, cl::CommandQueue &queue)
170{
171 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
172 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
173
Gian Marco Iodice8bab0ee2018-09-13 11:51:56 +0100174 unsigned int idx = 0;
175 add_4D_tensor_argument(idx, _input, window);
176 add_4D_tensor_argument(idx, _output, window);
177 enqueue(queue, *this, window, lws_hint());
Michele Di Giorgio72175632018-05-01 16:52:00 +0100178}
179} // namespace arm_compute