blob: 10d7fd4f2c72bc09e2386590883ddc88fcdaddc9 [file] [log] [blame]
Anthony Barbier6ff3b192017-09-04 18:44:23 +01001/*
Diego Lopez Recas0021d752017-12-18 14:42:56 +00002 * Copyright (c) 2016-2018 ARM Limited.
Anthony Barbier6ff3b192017-09-04 18:44:23 +01003 *
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/CLArithmeticAdditionKernel.h"
25
26#include "arm_compute/core/CL/CLHelpers.h"
Vidhya Sudhan Loganathanf1f49062018-05-25 13:21:26 +010027#include "arm_compute/core/CL/CLValidate.h"
Anthony Barbier6ff3b192017-09-04 18:44:23 +010028#include "arm_compute/core/CL/ICLTensor.h"
Anthony Barbier6ff3b192017-09-04 18:44:23 +010029
30using namespace arm_compute;
31
Giorgio Arena70623822017-11-27 15:50:10 +000032namespace
33{
Michele Di Giorgioa1422fb2018-10-24 12:20:19 +010034constexpr unsigned int num_elems_processed_per_iteration = 8;
Diego Lopez Recas0021d752017-12-18 14:42:56 +000035
36Status validate_arguments(const ITensorInfo &input1, const ITensorInfo &input2, const ITensorInfo &output, ConvertPolicy policy)
Giorgio Arena70623822017-11-27 15:50:10 +000037{
38 ARM_COMPUTE_UNUSED(policy);
Vidhya Sudhan Loganathanf1f49062018-05-25 13:21:26 +010039 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(&input1);
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +010040 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&input1, 1, DataType::U8, DataType::QASYMM8, DataType::S16, DataType::F16, DataType::F32);
Vidhya Sudhan Loganathanf1f49062018-05-25 13:21:26 +010041 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(&input2);
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +010042 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&input2, 1, DataType::U8, DataType::QASYMM8, DataType::S16, DataType::F16, DataType::F32);
Michele Di Giorgio4622ac12018-06-27 16:41:17 +010043
44 const bool is_qasymm = is_data_type_quantized_asymmetric(input1.data_type()) || is_data_type_quantized_asymmetric(input2.data_type());
45 if(is_qasymm)
46 {
47 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(&input1, &input2);
48 }
Diego Lopez Recas0021d752017-12-18 14:42:56 +000049
50 const TensorShape out_shape = TensorShape::broadcast_shape(input1.tensor_shape(), input2.tensor_shape());
51
52 ARM_COMPUTE_RETURN_ERROR_ON_MSG(out_shape.total_size() == 0, "Inputs are not broadcast compatible");
Giorgio Arena70623822017-11-27 15:50:10 +000053
54 // Validate in case of configured output
Diego Lopez Recas0021d752017-12-18 14:42:56 +000055 if(output.total_size() > 0)
Giorgio Arena70623822017-11-27 15:50:10 +000056 {
Vidhya Sudhan Loganathanf1f49062018-05-25 13:21:26 +010057 ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(&output);
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +010058 ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&output, 1, DataType::U8, DataType::QASYMM8, DataType::S16, DataType::F16, DataType::F32);
Diego Lopez Recas0021d752017-12-18 14:42:56 +000059 ARM_COMPUTE_RETURN_ERROR_ON_MSG((output.data_type() == DataType::U8) && ((input1.data_type() != DataType::U8) || (input2.data_type() != DataType::U8)),
Giorgio Arena70623822017-11-27 15:50:10 +000060 "Output can only be U8 if both inputs are U8");
Diego Lopez Recas0021d752017-12-18 14:42:56 +000061 ARM_COMPUTE_RETURN_ERROR_ON_MSG(detail::have_different_dimensions(out_shape, output.tensor_shape(), 0),
62 "Wrong shape for output");
Michele Di Giorgio4622ac12018-06-27 16:41:17 +010063 if(is_qasymm)
64 {
65 ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(&input1, &output);
66 }
Giorgio Arena70623822017-11-27 15:50:10 +000067 }
68
Georgios Pinitas631c41a2017-12-06 11:53:03 +000069 return Status{};
Giorgio Arena70623822017-11-27 15:50:10 +000070}
71
Diego Lopez Recas0021d752017-12-18 14:42:56 +000072std::pair<Status, Window> validate_and_configure_window(ITensorInfo &input1, ITensorInfo &input2, ITensorInfo &output)
Giorgio Arena70623822017-11-27 15:50:10 +000073{
Diego Lopez Recas0021d752017-12-18 14:42:56 +000074 const std::pair<TensorShape, ValidRegion> broadcast_pair = ITensorInfo::broadcast_shape_and_valid_region(input1, input2);
75 const TensorShape &out_shape = broadcast_pair.first;
76 const ValidRegion &valid_region = broadcast_pair.second;
Giorgio Arena70623822017-11-27 15:50:10 +000077
Diego Lopez Recas0021d752017-12-18 14:42:56 +000078 // Auto initialize output if not initialized
79 {
80 set_shape_if_empty(output, out_shape);
Giorgio Arena70623822017-11-27 15:50:10 +000081
Diego Lopez Recas0021d752017-12-18 14:42:56 +000082 if(input1.data_type() == DataType::S16 || input2.data_type() == DataType::S16)
83 {
84 set_format_if_unknown(output, Format::S16);
85 }
86 else if(input1.data_type() == DataType::F16 && input2.data_type() == DataType::F16)
87 {
88 set_format_if_unknown(output, Format::F16);
89 }
90 else if(input1.data_type() == DataType::F32 || input2.data_type() == DataType::F32)
91 {
92 set_format_if_unknown(output, Format::F32);
93 }
94 }
Giorgio Arena70623822017-11-27 15:50:10 +000095
Diego Lopez Recas0021d752017-12-18 14:42:56 +000096 Window win = calculate_max_window(valid_region, Steps(num_elems_processed_per_iteration));
97 Window win_input1 = win.broadcast_if_dimension_le_one(input1);
98 Window win_input2 = win.broadcast_if_dimension_le_one(input2);
Giorgio Arena70623822017-11-27 15:50:10 +000099
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000100 AccessWindowHorizontal input1_access(&input1, 0, num_elems_processed_per_iteration);
101 AccessWindowHorizontal input2_access(&input2, 0, num_elems_processed_per_iteration);
102 AccessWindowHorizontal output_access(&output, 0, num_elems_processed_per_iteration);
103
104 bool window_changed = update_window_and_padding(win_input1, input1_access)
105 || update_window_and_padding(win_input2, input2_access)
106 || update_window_and_padding(win, output_access);
Giorgio Arena70623822017-11-27 15:50:10 +0000107
108 output_access.set_valid_region(win, valid_region);
109
Georgios Pinitas631c41a2017-12-06 11:53:03 +0000110 Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
Giorgio Arena70623822017-11-27 15:50:10 +0000111 return std::make_pair(err, win);
112}
113} // namespace
114
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100115CLArithmeticAdditionKernel::CLArithmeticAdditionKernel()
116 : _input1(nullptr), _input2(nullptr), _output(nullptr)
117{
118}
119
120void CLArithmeticAdditionKernel::configure(const ICLTensor *input1, const ICLTensor *input2, ICLTensor *output, ConvertPolicy policy)
121{
Georgios Pinitasf0dea702017-07-03 18:17:28 +0100122 ARM_COMPUTE_ERROR_ON_NULLPTR(input1, input2, output);
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000123 ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*input1->info(), *input2->info(), *output->info(), policy));
Georgios Pinitasf0dea702017-07-03 18:17:28 +0100124
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000125 // Configure kernel window
126 auto win_config = validate_and_configure_window(*input1->info(), *input2->info(), *output->info());
127 ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100128
129 _input1 = input1;
130 _input2 = input2;
131 _output = output;
132
133 const bool has_float_out = is_data_type_float(output->info()->data_type());
134
Michele Di Giorgio4622ac12018-06-27 16:41:17 +0100135 std::string kernel_name = "arithmetic_add";
136
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100137 // Set kernel build options
138 std::set<std::string> build_opts;
139 build_opts.emplace((policy == ConvertPolicy::WRAP || has_float_out) ? "-DWRAP" : "-DSATURATE");
140 build_opts.emplace("-DDATA_TYPE_IN1=" + get_cl_type_from_data_type(input1->info()->data_type()));
141 build_opts.emplace("-DDATA_TYPE_IN2=" + get_cl_type_from_data_type(input2->info()->data_type()));
142 build_opts.emplace("-DDATA_TYPE_OUT=" + get_cl_type_from_data_type(output->info()->data_type()));
Michele Di Giorgioa1422fb2018-10-24 12:20:19 +0100143 build_opts.emplace("-DVEC_SIZE=" + support::cpp11::to_string(num_elems_processed_per_iteration));
Vidhya Sudhan Loganathan7485d5a2018-07-04 09:34:00 +0100144 if(is_data_type_quantized_asymmetric(input1->info()->data_type()))
Michele Di Giorgio4622ac12018-06-27 16:41:17 +0100145 {
Pablo Tello76259ca2018-07-12 11:14:20 +0100146 build_opts.emplace("-DOFFSET_IN1=" + support::cpp11::to_string(input1->info()->quantization_info().offset));
147 build_opts.emplace("-DOFFSET_IN2=" + support::cpp11::to_string(input2->info()->quantization_info().offset));
148 build_opts.emplace("-DOFFSET_OUT=" + support::cpp11::to_string(output->info()->quantization_info().offset));
149 build_opts.emplace("-DSCALE_IN1=" + support::cpp11::to_string(input1->info()->quantization_info().scale));
150 build_opts.emplace("-DSCALE_IN2=" + support::cpp11::to_string(input2->info()->quantization_info().scale));
151 build_opts.emplace("-DSCALE_OUT=" + support::cpp11::to_string(output->info()->quantization_info().scale));
Michele Di Giorgio4622ac12018-06-27 16:41:17 +0100152 kernel_name += "_quantized";
153 }
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100154
155 // Create kernel
Michele Di Giorgio4622ac12018-06-27 16:41:17 +0100156 _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel(kernel_name, build_opts));
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100157
Anthony Barbierb6eb3532018-08-08 13:20:04 +0100158 ICLKernel::configure_internal(win_config.second);
Michele Di Giorgioa1422fb2018-10-24 12:20:19 +0100159
160 // Set config_id for enabling LWS tuning
161 _config_id = kernel_name;
162 _config_id += "_";
163 _config_id += lower_string(string_from_data_type(input1->info()->data_type()));
164 _config_id += "_";
165 _config_id += support::cpp11::to_string(output->info()->dimension(0));
166 _config_id += "_";
167 _config_id += support::cpp11::to_string(output->info()->dimension(1));
168 _config_id += (policy == ConvertPolicy::WRAP) ? "_wrap_" : "_saturate_";
169 _config_id += lower_string(string_from_data_layout(input1->info()->data_layout()));
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100170}
171
Georgios Pinitas631c41a2017-12-06 11:53:03 +0000172Status CLArithmeticAdditionKernel::validate(const ITensorInfo *input1, const ITensorInfo *input2, const ITensorInfo *output, ConvertPolicy policy)
Georgios Pinitasf9d3a0a2017-11-03 19:01:44 +0000173{
Georgios Pinitascbf39c62018-09-10 15:07:45 +0100174 ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input1, input2, output);
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000175
176 ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(*input1, *input2, *output, policy));
177 ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(*input1->clone(), *input2->clone(), *output->clone()).first);
Georgios Pinitasf9d3a0a2017-11-03 19:01:44 +0000178
Georgios Pinitas631c41a2017-12-06 11:53:03 +0000179 return Status{};
Georgios Pinitasf9d3a0a2017-11-03 19:01:44 +0000180}
181
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100182void CLArithmeticAdditionKernel::run(const Window &window, cl::CommandQueue &queue)
183{
184 ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
185 ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
186
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000187 const TensorShape &in_shape1 = _input1->info()->tensor_shape();
188 const TensorShape &in_shape2 = _input2->info()->tensor_shape();
189 const TensorShape &out_shape = _output->info()->tensor_shape();
190
Michele Di Giorgioa1422fb2018-10-24 12:20:19 +0100191 bool can_collapse = true;
192 const bool is_vector = in_shape1.num_dimensions() == 1 || in_shape2.num_dimensions() == 1;
193 if(std::min(in_shape1.total_size(), in_shape2.total_size()) > 1 && !is_vector)
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000194 {
195 can_collapse = (std::min(in_shape1.num_dimensions(), in_shape2.num_dimensions()) > Window::DimZ);
196 for(size_t d = Window::DimZ; can_collapse && (d < out_shape.num_dimensions()); d++)
197 {
198 can_collapse = (in_shape1[d] == in_shape2[d]);
199 }
200 }
201
202 bool has_collapsed = false;
203 Window collapsed = can_collapse ? window.collapse_if_possible(ICLKernel::window(), Window::DimZ, &has_collapsed) : window;
204
205 const TensorShape &in_shape1_collapsed = has_collapsed ? in_shape1.collapsed_from(Window::DimZ) : in_shape1;
206 const TensorShape &in_shape2_collapsed = has_collapsed ? in_shape2.collapsed_from(Window::DimZ) : in_shape2;
207
208 Window slice = collapsed.first_slice_window_3D();
209 Window slice_input1 = slice.broadcast_if_dimension_le_one(in_shape1_collapsed);
210 Window slice_input2 = slice.broadcast_if_dimension_le_one(in_shape2_collapsed);
Georgios Pinitas1d08a312018-01-03 12:29:22 +0000211
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100212 do
213 {
214 unsigned int idx = 0;
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000215
216 add_3D_tensor_argument(idx, _input1, slice_input1);
217 add_3D_tensor_argument(idx, _input2, slice_input2);
Georgios Pinitas1d08a312018-01-03 12:29:22 +0000218 add_3D_tensor_argument(idx, _output, slice);
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000219
Michele Di Giorgioa1422fb2018-10-24 12:20:19 +0100220 enqueue(queue, *this, slice, lws_hint());
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000221
222 collapsed.slide_window_slice_3D(slice_input1);
223 collapsed.slide_window_slice_3D(slice_input2);
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100224 }
Georgios Pinitas1d08a312018-01-03 12:29:22 +0000225 while(collapsed.slide_window_slice_3D(slice));
Anthony Barbier6ff3b192017-09-04 18:44:23 +0100226}
Diego Lopez Recas0021d752017-12-18 14:42:56 +0000227
228BorderSize CLArithmeticAdditionKernel::border_size() const
229{
230 const unsigned int replicateSize = _output->info()->dimension(0) - std::min(_input1->info()->dimension(0), _input2->info()->dimension(0));
231 const unsigned int border = std::min<unsigned int>(num_elems_processed_per_iteration - 1U, replicateSize);
232 return BorderSize(0, border, 0, 0);
233}