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Michele Di Giorgio27400b92018-11-01 13:44:05 +00001/*
Michele Di Giorgiod9eaf612020-07-08 11:12:57 +01002 * Copyright (c) 2018-2020 Arm Limited.
Michele Di Giorgio27400b92018-11-01 13:44:05 +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/CLWidthConcatenate4TensorsKernel.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/CLValidate.h"
30#include "arm_compute/core/CL/ICLTensor.h"
Michele Di Giorgio27400b92018-11-01 13:44:05 +000031#include "arm_compute/core/Helpers.h"
Michele Di Giorgio27400b92018-11-01 13:44:05 +000032#include "arm_compute/core/Utils.h"
33#include "arm_compute/core/Window.h"
Georgios Pinitas6631ac22019-04-17 12:12:56 +010034#include "arm_compute/core/utils/helpers/tensor_info.h"
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +010035#include "arm_compute/core/utils/misc/Cast.h"
Michele Di Giorgio27400b92018-11-01 13:44:05 +000036#include "arm_compute/core/utils/misc/ShapeCalculator.h"
37
Matthew Bentham758b5ba2020-03-05 23:37:48 +000038#include "support/StringSupport.h"
Michele Di Giorgio27400b92018-11-01 13:44:05 +000039
40namespace arm_compute
41{
42namespace
43{
44constexpr unsigned int num_elems_processed_per_iteration = 8;
45
46std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input1, ITensorInfo *input2, ITensorInfo *input3, ITensorInfo *input4, ITensorInfo *output)
47{
Michele Di Giorgio8e150a12018-12-21 15:20:56 +000048 const unsigned int input1_width = input1->dimension(0);
49 const unsigned int input2_width = input2->dimension(0);
50 const unsigned int input3_width = input3->dimension(0);
51 const unsigned int input4_width = input4->dimension(0);
52
Michele Di Giorgio27400b92018-11-01 13:44:05 +000053 // The window needs to be based on the output
54 Window win = calculate_max_window(*output, Steps(num_elems_processed_per_iteration));
Michele Di Giorgio8e150a12018-12-21 15:20:56 +000055 AccessWindowStatic input1_access(input1, 0, 0, ceil_to_multiple(input1_width, num_elems_processed_per_iteration), input1->dimension(1));
56
57 const unsigned int input2_left_padding = input1_width % num_elems_processed_per_iteration;
58 const unsigned int input2_right_padding = ((input1_width + input2_width) / num_elems_processed_per_iteration) * num_elems_processed_per_iteration - input1_width + num_elems_processed_per_iteration -
59 input2_width;
60 AccessWindowStatic input2_access(input2, -input2_left_padding, 0, input2_width + input2_right_padding, input2->dimension(1));
61
62 const unsigned int input3_left_padding = (input1_width + input2_width) % num_elems_processed_per_iteration;
63 const unsigned int input3_right_padding = ((input1_width + input2_width + input3_width) / num_elems_processed_per_iteration) * num_elems_processed_per_iteration - input1_width - input2_width +
64 num_elems_processed_per_iteration - input3_width;
65 AccessWindowStatic input3_access(input3, -input3_left_padding, 0, input3_width + input3_right_padding, input3->dimension(1));
66
67 const unsigned int input4_left_padding = (input1_width + input2_width + input3_width) % num_elems_processed_per_iteration;
68 const unsigned int input4_right_padding = (output->dimension(0) / num_elems_processed_per_iteration) * num_elems_processed_per_iteration + num_elems_processed_per_iteration - output->dimension(0);
69 AccessWindowStatic input4_access(input4, -input4_left_padding, 0, input4_width + input4_right_padding, input4->dimension(1));
70
Michele Di Giorgio27400b92018-11-01 13:44:05 +000071 AccessWindowHorizontal output_access(output, 0, num_elems_processed_per_iteration);
72 bool window_changed = update_window_and_padding(win, input1_access, input2_access, input3_access, input4_access, output_access);
73
74 Window win_collapsed = win.collapse(win, Window::DimZ);
75
76 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
77 return std::make_pair(err, win_collapsed);
78}
79Status validate_arguments(const ITensorInfo *input1, const ITensorInfo *input2, const ITensorInfo *input3, const ITensorInfo *input4, const ITensorInfo *output)
80{
81 ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input1, input2, input3, input4, output);
82 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input1);
Manuel Bottini8481d832019-12-10 15:28:40 +000083 ARM_COMPUTE_RETURN_ERROR_ON(input1->data_type() == DataType::UNKNOWN);
Michele Di Giorgio27400b92018-11-01 13:44:05 +000084 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input1, input2, input3, input4, output);
85 ARM_COMPUTE_RETURN_ERROR_ON(input1->dimension(0) + input2->dimension(0) + input3->dimension(0) + input4->dimension(0) > output->dimension(0));
86
87 for(size_t i = 1; i < Coordinates::num_max_dimensions; ++i)
88 {
89 ARM_COMPUTE_RETURN_ERROR_ON(input1->dimension(i) != output->dimension(i));
90 ARM_COMPUTE_RETURN_ERROR_ON(input2->dimension(i) != output->dimension(i));
91 ARM_COMPUTE_RETURN_ERROR_ON(input3->dimension(i) != output->dimension(i));
92 ARM_COMPUTE_RETURN_ERROR_ON(input4->dimension(i) != output->dimension(i));
93 }
94 ARM_COMPUTE_RETURN_ERROR_ON(input1->num_dimensions() > 4);
95
96 return Status{};
97}
98} // namespace
99
100CLWidthConcatenate4TensorsKernel::CLWidthConcatenate4TensorsKernel()
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000101{
102}
103
104Status CLWidthConcatenate4TensorsKernel::validate(const ITensorInfo *input1, const ITensorInfo *input2, const ITensorInfo *input3, const ITensorInfo *input4, const ITensorInfo *output)
105{
106 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input1, input2, input3, input4, output));
107 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input1->clone().get(), input2->clone().get(), input3->clone().get(), input4->clone().get(), output->clone().get()).first);
108 return Status{};
109}
110
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100111void CLWidthConcatenate4TensorsKernel::configure(const CLCompileContext &compile_context,
112 ITensorInfo *input1, ITensorInfo *input2,
113 ITensorInfo *input3, ITensorInfo *input4,
114 ITensorInfo *output)
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100115{
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000116 ARM_COMPUTE_ERROR_ON_NULLPTR(input1, input2, input3, input4, output);
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100117 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input1, input2, input3, input4, output));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000118
119 // Add build options
120 CLBuildOptions build_opts;
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100121 build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input1->data_type()));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000122 build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(num_elems_processed_per_iteration));
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100123 build_opts.add_option("-DDEPTH=" + support::cpp11::to_string(input1->dimension(2)));
124 build_opts.add_option("-DINPUT1_WIDTH=" + support::cpp11::to_string(input1->dimension(0)));
125 build_opts.add_option("-DINPUT2_WIDTH=" + support::cpp11::to_string(input2->dimension(0)));
126 build_opts.add_option("-DINPUT3_WIDTH=" + support::cpp11::to_string(input3->dimension(0)));
127 build_opts.add_option("-DELEMENT_SIZE=" + support::cpp11::to_string(input1->element_size()));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000128
Georgios Pinitas6631ac22019-04-17 12:12:56 +0100129 // If input have different quantization info set quantization parameters needed for the re-quantization process
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100130 const bool have_different_qinfo = helpers::tensor_info::tensors_have_different_quantization_info(output, input1, input2, input3, input4);
131 if(is_data_type_quantized_asymmetric(input1->data_type()) && have_different_qinfo)
Pablo Telloeb6c88a2019-02-07 15:53:19 +0000132 {
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100133 const UniformQuantizationInfo iq1_info = input1->quantization_info().uniform();
134 const UniformQuantizationInfo iq2_info = input2->quantization_info().uniform();
135 const UniformQuantizationInfo iq3_info = input3->quantization_info().uniform();
136 const UniformQuantizationInfo iq4_info = input4->quantization_info().uniform();
137 const UniformQuantizationInfo oq_info = output->quantization_info().uniform();
Georgios Pinitas4c5469b2019-05-21 13:32:43 +0100138
139 build_opts.add_option("-DOFFSET_IN1=" + float_to_string_with_full_precision(iq1_info.offset));
140 build_opts.add_option("-DSCALE_IN1=" + float_to_string_with_full_precision(iq1_info.scale));
141 build_opts.add_option("-DOFFSET_IN2=" + float_to_string_with_full_precision(iq2_info.offset));
142 build_opts.add_option("-DSCALE_IN2=" + float_to_string_with_full_precision(iq2_info.scale));
143 build_opts.add_option("-DOFFSET_IN3=" + float_to_string_with_full_precision(iq3_info.offset));
144 build_opts.add_option("-DSCALE_IN3=" + float_to_string_with_full_precision(iq3_info.scale));
145 build_opts.add_option("-DOFFSET_IN4=" + float_to_string_with_full_precision(iq4_info.offset));
146 build_opts.add_option("-DSCALE_IN4=" + float_to_string_with_full_precision(iq4_info.scale));
147 build_opts.add_option("-DOFFSET_OUT=" + float_to_string_with_full_precision(oq_info.offset));
148 build_opts.add_option("-DSCALE_OUT=" + float_to_string_with_full_precision(oq_info.scale));
Pablo Telloeb6c88a2019-02-07 15:53:19 +0000149 }
150
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000151 // Create kernel
Manuel Bottini4c6bd512020-04-08 10:15:51 +0100152 _kernel = create_kernel(compile_context, "concatenate_width_x4", build_opts.options());
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000153
154 // Configure kernel window
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100155 auto win_config = validate_and_configure_window(input1, input2, input3, input4, output);
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000156 ARM_COMPUTE_ERROR_THROW_ON(std::get<0>(win_config));
157
158 ICLKernel::configure_internal(std::get<1>(win_config));
159
Isabella Gottardif59b16f2019-07-25 12:03:39 +0100160 // Set output valid region
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100161 output->set_valid_region(ValidRegion(Coordinates(), output->tensor_shape()));
Isabella Gottardif59b16f2019-07-25 12:03:39 +0100162
Michele Di Giorgio8e150a12018-12-21 15:20:56 +0000163 // Pass paddings as arguments to the kernel
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100164 const unsigned int input1_width = input1->dimension(0);
165 const unsigned int input2_width = input2->dimension(0);
166 const unsigned int input3_width = input3->dimension(0);
Michele Di Giorgio8e150a12018-12-21 15:20:56 +0000167
168 const unsigned int input1_right_padding = ceil_to_multiple(input1_width, num_elems_processed_per_iteration) - input1_width;
169 const unsigned int input2_left_padding = input1_width % num_elems_processed_per_iteration;
170 const unsigned int input2_right_padding = ((input1_width + input2_width) / num_elems_processed_per_iteration) * num_elems_processed_per_iteration - input1_width + num_elems_processed_per_iteration -
171 input2_width;
172 const unsigned int input3_left_padding = (input1_width + input2_width) % num_elems_processed_per_iteration;
173 const unsigned int input3_right_padding = ((input1_width + input2_width + input3_width) / num_elems_processed_per_iteration) * num_elems_processed_per_iteration - input1_width - input2_width +
174 num_elems_processed_per_iteration - input3_width;
175 const unsigned int input4_left_padding = (input1_width + input2_width + input3_width) % num_elems_processed_per_iteration;
176 unsigned int idx0 = 5 * num_arguments_per_4D_tensor();
177 _kernel.setArg<cl_uint>(idx0++, input1_right_padding);
178 _kernel.setArg<cl_uint>(idx0++, input2_left_padding);
179 _kernel.setArg<cl_uint>(idx0++, input2_right_padding);
180 _kernel.setArg<cl_uint>(idx0++, input3_left_padding);
181 _kernel.setArg<cl_uint>(idx0++, input3_right_padding);
182 _kernel.setArg<cl_uint>(idx0++, input4_left_padding);
183
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000184 // Set config_id for enabling LWS tuning
185 _config_id = "concatenate_width_x4_";
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100186 _config_id += lower_string(string_from_data_type(input1->data_type()));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000187 _config_id += "_";
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100188 _config_id += support::cpp11::to_string(input1->dimension(0));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000189 _config_id += "_";
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100190 _config_id += support::cpp11::to_string(input1->dimension(1));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000191 _config_id += "_";
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100192 _config_id += support::cpp11::to_string(input2->dimension(0));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000193 _config_id += "_";
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100194 _config_id += support::cpp11::to_string(input2->dimension(1));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000195 _config_id += "_";
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100196 _config_id += support::cpp11::to_string(input3->dimension(0));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000197 _config_id += "_";
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100198 _config_id += support::cpp11::to_string(input3->dimension(1));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000199 _config_id += "_";
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100200 _config_id += support::cpp11::to_string(input4->dimension(0));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000201 _config_id += "_";
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100202 _config_id += support::cpp11::to_string(input4->dimension(1));
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000203}
204
Georgios Pinitas0499dff2020-07-31 22:21:38 +0100205void CLWidthConcatenate4TensorsKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue)
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000206{
207 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
208 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
209
Georgios Pinitas0499dff2020-07-31 22:21:38 +0100210 const auto src0 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC));
211 const auto src1 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC + 1));
212 const auto src2 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC + 2));
213 const auto src3 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC + 3));
214 auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST));
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100215
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000216 Window slice = window.first_slice_window_4D();
217
218 do
219 {
220 unsigned int idx = 0;
Michele Di Giorgiof932d2c2020-07-06 11:27:21 +0100221 add_4D_tensor_argument(idx, src0, slice);
222 add_4D_tensor_argument(idx, src1, slice);
223 add_4D_tensor_argument(idx, src2, slice);
224 add_4D_tensor_argument(idx, src3, slice);
225 add_4D_tensor_argument(idx, dst, slice);
Michele Di Giorgio27400b92018-11-01 13:44:05 +0000226 enqueue(queue, *this, window, lws_hint());
227 }
228 while(window.slide_window_slice_4D(slice));
229}
230} // namespace arm_compute