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Michalis Spyrou5c8e05c2018-03-22 11:56:01 +00001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2018-2020 Arm Limited.
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +00003 *
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/CLCopyKernel.h"
25
26#include "arm_compute/core/AccessWindowStatic.h"
27#include "arm_compute/core/CL/CLHelpers.h"
28#include "arm_compute/core/CL/CLKernelLibrary.h"
29#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"
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +000033#include "arm_compute/core/Window.h"
Giuseppe Rossinid7647d42018-07-17 18:13:13 +010034#include "arm_compute/core/utils/misc/ShapeCalculator.h"
Matthew Bentham758b5ba2020-03-05 23:37:48 +000035#include "support/StringSupport.h"
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +000036
Giuseppe Rossinid7647d42018-07-17 18:13:13 +010037namespace arm_compute
38{
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010039namespace
40{
George Wort894066d2019-02-15 15:12:52 +000041Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, const PaddingList &padding = PaddingList(), Window *output_window = nullptr)
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010042{
43 ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output);
George Wort894066d2019-02-15 15:12:52 +000044 ARM_COMPUTE_ERROR_ON(!padding.empty() && output_window != nullptr);
Giuseppe Rossinid7647d42018-07-17 18:13:13 +010045 ARM_COMPUTE_RETURN_ERROR_ON(padding.size() > 4);
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010046
47 // Validate output if initialized
48 if(output->total_size() != 0)
49 {
George Wort894066d2019-02-15 15:12:52 +000050 if(output_window == nullptr)
51 {
52 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(misc::shape_calculator::compute_padded_shape(input->tensor_shape(), padding), output->tensor_shape());
53 }
54 else
55 {
56 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
George Wort894066d2019-02-15 15:12:52 +000057 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_QUANTIZATION_INFO(input, output);
58 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DIMENSIONS(input->tensor_shape(), output_window->shape());
59 }
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010060 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
61 }
62
63 return Status{};
64}
65
George Wort894066d2019-02-15 15:12:52 +000066std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output, Window *output_window)
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010067{
68 // Output auto inizialitation if not yet initialized
69 auto_init_if_empty(*output, *input);
70
71 // Configure window
George Wort894066d2019-02-15 15:12:52 +000072 const unsigned int vec_size_x = 16 / input->element_size();
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010073
George Wort894066d2019-02-15 15:12:52 +000074 if(output_window == nullptr)
75 {
76 // Create and update the window (if needed)
77 Window win = calculate_max_window(*input, Steps(vec_size_x));
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010078
George Wort894066d2019-02-15 15:12:52 +000079 AccessWindowHorizontal input_access(input, 0, vec_size_x);
80 AccessWindowHorizontal output_access(output, 0, vec_size_x);
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010081
George Wort894066d2019-02-15 15:12:52 +000082 bool window_changed = update_window_and_padding(win, input_access, output_access);
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010083
George Wort894066d2019-02-15 15:12:52 +000084 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
85 return std::make_pair(err, win);
86 }
87 else
88 {
89 Window win = calculate_max_window(*input);
90 return std::make_pair(Status{}, win);
91 }
Georgios Pinitas8bc745d2018-07-18 19:51:24 +010092}
Giuseppe Rossinid7647d42018-07-17 18:13:13 +010093
94std::pair<Status, Window> validate_and_configure_window_with_padding(ITensorInfo *input, ITensorInfo *output, const PaddingList &padding)
95{
96 TensorShape input_shape = input->tensor_shape();
97 TensorShape padded_shape = misc::shape_calculator::compute_padded_shape(input_shape, padding);
98
99 auto_init_if_empty(*output, input->clone()->set_tensor_shape(padded_shape));
100
101 // Configure window
102 const unsigned int num_elems_processed_per_iteration = 16 / input->element_size();
103
104 Window win = calculate_max_window(*input, Steps(num_elems_processed_per_iteration));
105
106 // Pad on the x dimension accounting for the padding offset along the same dimension
107 AccessWindowHorizontal output_access(output, padding[0].first, num_elems_processed_per_iteration);
108 AccessWindowHorizontal input_access(input, 0, num_elems_processed_per_iteration);
109 bool window_changed = update_window_and_padding(win, input_access, output_access);
110
111 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
112 return std::make_pair(err, win);
113}
114
115/** Generate the string "-DPAD= @p dim @p index @p padding"
116 *
117 * @param[in] dim The dimension index
118 * @param[in] index Can be 0 for the start dimension and 1 for the end dimension
119 * @param[in] padding The value to pad for that index/dimension pair
120 *
121 * @return The correct concatenated string
122 */
123std::string generate_pad_string(const size_t dim, const size_t index, const size_t padding)
124{
125 return "-DPAD" + support::cpp11::to_string(dim) + support::cpp11::to_string(index) + "=" + support::cpp11::to_string(padding);
126}
127
128/** Pass the padding as build option to the kernel.
129 *
130 * @param[in] tensor The padded tensor
131 * @param[in] padding The list of the padding for each dimension
132 * @param[out] build_opts The build option to which adding the padding
133 */
134void add_padding_as_build_options(const PaddingList &padding, CLBuildOptions &build_opts)
135{
136 size_t dim = 0;
137 for(dim = 0; dim < padding.size(); dim++)
138 {
139 build_opts.add_option(generate_pad_string(dim, 0, padding[dim].first));
140 build_opts.add_option(generate_pad_string(dim, 1, padding[dim].second));
141 }
142
143 while(dim < TensorShape::num_max_dimensions)
144 {
145 build_opts.add_option(generate_pad_string(dim, 0, 0));
146 build_opts.add_option(generate_pad_string(dim, 1, 0));
147 dim++;
148 }
149}
150
Georgios Pinitas8bc745d2018-07-18 19:51:24 +0100151} // namespace
152
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000153CLCopyKernel::CLCopyKernel()
George Wort894066d2019-02-15 15:12:52 +0000154 : _input(nullptr), _output(nullptr), _output_window(), _has_output_window(false)
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000155{
156}
157
George Wort894066d2019-02-15 15:12:52 +0000158void CLCopyKernel::configure(const ICLTensor *input, ICLTensor *output, const PaddingList &padding, Window *output_window)
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000159{
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100160 configure(CLKernelLibrary::get().get_compile_context(), input, output, padding, output_window);
161}
162
Manuel Bottini256c0b92020-04-21 13:29:30 +0100163void CLCopyKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, ICLTensor *output, const PaddingList &padding, Window *output_window)
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100164{
Georgios Pinitas8bc745d2018-07-18 19:51:24 +0100165 ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
George Wort894066d2019-02-15 15:12:52 +0000166 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), padding, output_window));
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000167
168 _input = input;
169 _output = output;
170
171 // Create kernel
172 CLBuildOptions build_opts;
173 build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type()));
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000174
Giuseppe Rossinid7647d42018-07-17 18:13:13 +0100175 std::pair<Status, Window> win_config;
176
George Wort894066d2019-02-15 15:12:52 +0000177 const unsigned int vec_size_x = 16 / input->info()->element_size();
178
Giuseppe Rossinid7647d42018-07-17 18:13:13 +0100179 if(padding.empty())
180 {
George Wort894066d2019-02-15 15:12:52 +0000181 // Configure window
182 win_config = validate_and_configure_window(input->info(), output->info(), output_window);
183
184 if(output_window != nullptr)
185 {
186 _has_output_window = true;
187 _output_window = Window(*output_window);
188 const int width_x = output_window->num_iterations(0);
189 const bool multi_access_x = width_x >= static_cast<int32_t>(vec_size_x);
190 const bool remainder_x = width_x % vec_size_x > 0;
191
192 if(multi_access_x)
193 {
194 _output_window.set(Window::DimX, Window::Dimension(output_window->x().start(), ceil_to_multiple(output_window->x().end(), vec_size_x), vec_size_x));
195 win_config.second.set(Window::DimX, Window::Dimension(win_config.second.x().start(), ceil_to_multiple(win_config.second.x().end(), vec_size_x), vec_size_x));
196 }
197
198 build_opts.add_option_if(multi_access_x, "-DVEC_SIZE=" + support::cpp11::to_string(vec_size_x));
199 build_opts.add_option_if(multi_access_x && remainder_x, "-DLAST_ACCESSED_X=" + support::cpp11::to_string(std::max<int>(width_x - vec_size_x, 0)));
200 }
201 else
202 {
203 build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(vec_size_x));
204 }
205
Giuseppe Rossinid7647d42018-07-17 18:13:13 +0100206 // Build kernel
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100207 _kernel = create_kernel(compile_context, "copy_tensor", build_opts.options());
Giuseppe Rossinid7647d42018-07-17 18:13:13 +0100208 }
209 else
210 {
George Wort894066d2019-02-15 15:12:52 +0000211 build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(vec_size_x));
212
Giuseppe Rossinid7647d42018-07-17 18:13:13 +0100213 // Add compile time options
214 add_padding_as_build_options(padding, build_opts);
215
216 // If we are padding in the fourth dimension the kernel needs to know the depth of the
217 // different cubes
218 if(padding.size() == 4)
219 {
220 const size_t depth = input->info()->tensor_shape()[2];
221 build_opts.add_option("-DDEPTH=" + support::cpp11::to_string(depth));
222 }
223
224 // Build kernel
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100225 _kernel = create_kernel(compile_context, "copy_pad_tensor", build_opts.options());
Giuseppe Rossinid7647d42018-07-17 18:13:13 +0100226
227 // Configure window
228 win_config = validate_and_configure_window_with_padding(input->info(), output->info(), padding);
229 }
230
231 // Validate and set the window
Georgios Pinitas8bc745d2018-07-18 19:51:24 +0100232 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
Anthony Barbierb6eb3532018-08-08 13:20:04 +0100233 ICLKernel::configure_internal(win_config.second);
Georgios Pinitas8bc745d2018-07-18 19:51:24 +0100234}
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000235
George Wort894066d2019-02-15 15:12:52 +0000236Status CLCopyKernel::validate(const arm_compute::ITensorInfo *input, const arm_compute::ITensorInfo *output, const PaddingList &padding, Window *output_window)
Georgios Pinitas8bc745d2018-07-18 19:51:24 +0100237{
George Wort894066d2019-02-15 15:12:52 +0000238 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, padding, output_window));
Giuseppe Rossinid7647d42018-07-17 18:13:13 +0100239
240 if(padding.empty())
241 {
George Wort894066d2019-02-15 15:12:52 +0000242 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(), output->clone().get(), output_window).first);
Giuseppe Rossinid7647d42018-07-17 18:13:13 +0100243 }
244 else
245 {
246 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window_with_padding(input->clone().get(), output->clone().get(), padding).first);
247 }
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000248
Georgios Pinitas8bc745d2018-07-18 19:51:24 +0100249 return Status{};
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000250}
251
252void CLCopyKernel::run(const Window &window, cl::CommandQueue &queue)
253{
254 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
255 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
256
George Wort894066d2019-02-15 15:12:52 +0000257 Window slice;
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000258
George Wort894066d2019-02-15 15:12:52 +0000259 if(_has_output_window)
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000260 {
George Wort894066d2019-02-15 15:12:52 +0000261 slice = window.first_slice_window_3D();
262 Window out_slice = _output_window.first_slice_window_3D();
263 do
264 {
265 unsigned int idx = 0;
266 add_3D_tensor_argument(idx, _input, slice);
267 add_3D_tensor_argument(idx, _output, out_slice);
Georgios Pinitas275f99c2019-08-23 12:44:11 +0100268 enqueue(queue, *this, slice, lws_hint());
George Wort894066d2019-02-15 15:12:52 +0000269 }
270 while(window.slide_window_slice_3D(slice) && _output_window.slide_window_slice_3D(out_slice));
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000271 }
George Wort894066d2019-02-15 15:12:52 +0000272 else
273 {
274 Window collapsed = window.collapse_if_possible(ICLKernel::window(), Window::DimZ);
275 slice = collapsed.first_slice_window_3D();
276 do
277 {
278 unsigned int idx = 0;
279 add_3D_tensor_argument(idx, _input, slice);
280 add_3D_tensor_argument(idx, _output, slice);
Georgios Pinitas275f99c2019-08-23 12:44:11 +0100281 enqueue(queue, *this, slice, lws_hint());
George Wort894066d2019-02-15 15:12:52 +0000282 }
283 while(collapsed.slide_window_slice_3D(slice));
284 }
Michalis Spyrou5c8e05c2018-03-22 11:56:01 +0000285}
Giuseppe Rossinid7647d42018-07-17 18:13:13 +0100286} // namespace arm_compute