Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 1 | /* |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame^] | 2 | * Copyright (c) 2017-2020 ARM Limited. |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 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/CLGEMMLowpOffsetContributionKernel.h" |
| 25 | |
| 26 | #include "arm_compute/core/AccessWindowStatic.h" |
| 27 | #include "arm_compute/core/CL/ICLTensor.h" |
| 28 | #include "arm_compute/core/Error.h" |
| 29 | #include "arm_compute/core/Helpers.h" |
| 30 | #include "arm_compute/core/TensorInfo.h" |
| 31 | #include "arm_compute/core/Types.h" |
| 32 | #include "arm_compute/core/Utils.h" |
| 33 | #include "arm_compute/core/Validate.h" |
| 34 | #include "arm_compute/core/Window.h" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame^] | 35 | #include "support/StringSupport.h" |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 36 | |
| 37 | #include <cstddef> |
| 38 | #include <cstdint> |
| 39 | |
| 40 | using namespace arm_compute; |
| 41 | |
| 42 | namespace arm_compute |
| 43 | { |
| 44 | class Coordinates; |
| 45 | } // namespace arm_compute |
| 46 | |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 47 | namespace |
| 48 | { |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 49 | Status validate_arguments(const ITensorInfo *mm_result, const ITensorInfo *vector_sum_col, const ITensorInfo *vector_sum_row, const ITensorInfo *bias, |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 50 | int32_t a_offset, int32_t b_offset) |
| 51 | { |
| 52 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(mm_result, 1, DataType::S32); |
| 53 | |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 54 | if(bias != nullptr) |
| 55 | { |
| 56 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(bias, 1, DataType::S32); |
| 57 | ARM_COMPUTE_RETURN_ERROR_ON(bias->num_dimensions() > 1); |
| 58 | ARM_COMPUTE_RETURN_ERROR_ON(mm_result->dimension(0) != bias->dimension(0)); |
| 59 | } |
| 60 | |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 61 | // If a_offset == 0, vector_sum_col can be a nullptr |
| 62 | if(a_offset != 0) |
| 63 | { |
| 64 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(vector_sum_col, 1, DataType::S32); |
| 65 | ARM_COMPUTE_RETURN_ERROR_ON(vector_sum_col->dimension(0) != mm_result->dimension(0)); |
| 66 | } |
| 67 | |
| 68 | // If b_offset == 0, vector_sum_row can be a nullptr |
| 69 | if(b_offset != 0) |
| 70 | { |
| 71 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(vector_sum_row, 1, DataType::S32); |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 72 | |
| 73 | // Check if input is a 3D reinterpretation |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 74 | const bool reinterpret_as_3d = mm_result->num_dimensions() > 1 && mm_result->tensor_shape().y() != vector_sum_row->tensor_shape().x(); |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 75 | |
| 76 | // Validate input |
| 77 | ARM_COMPUTE_RETURN_ERROR_ON(reinterpret_as_3d && vector_sum_row->dimension(0) != (mm_result->dimension(1) * mm_result->dimension(2))); |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 78 | ARM_COMPUTE_RETURN_ERROR_ON(!reinterpret_as_3d && vector_sum_row->dimension(0) != mm_result->dimension(1)); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 79 | |
| 80 | TensorShape output_shape = mm_result->tensor_shape(); |
| 81 | if(output_shape.num_dimensions() > 1) |
| 82 | { |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 83 | const unsigned int output_batch_idx = reinterpret_as_3d ? 3 : 2; |
| 84 | |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 85 | TensorShape vector_sum_row_shape = vector_sum_row->tensor_shape(); |
| 86 | vector_sum_row_shape.collapse_from(1); |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 87 | output_shape.collapse_from(output_batch_idx); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 88 | |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 89 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(vector_sum_row_shape[1] != output_shape[output_batch_idx], |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 90 | "mm_result tensor must have the same number of batches of output tensor"); |
| 91 | |
| 92 | if(a_offset != 0) |
| 93 | { |
| 94 | TensorShape vector_sum_col_shape = vector_sum_col->tensor_shape(); |
| 95 | vector_sum_col_shape.collapse_from(1); |
| 96 | |
| 97 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(vector_sum_col_shape[1] != 1 && vector_sum_col_shape[1] != vector_sum_row_shape[1], |
| 98 | "vector_sum_col tensor must have the same number of batches of vector_sum_row_shape or the number of batches must be set to 1"); |
| 99 | } |
| 100 | } |
| 101 | } |
| 102 | |
| 103 | return Status{}; |
| 104 | } |
| 105 | |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 106 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *mm_result, ITensorInfo *vector_sum_col, ITensorInfo *vector_sum_row, ITensorInfo *bias, |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 107 | int32_t a_offset, int32_t b_offset) |
| 108 | { |
Gian Marco | 19835e5 | 2018-01-30 13:35:54 +0000 | [diff] [blame] | 109 | constexpr unsigned int num_elems_processed_per_iteration = 4; |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 110 | bool window_changed = false; |
| 111 | |
| 112 | // Configure kernel window |
| 113 | Window win = calculate_max_window(*mm_result, Steps(num_elems_processed_per_iteration)); |
| 114 | |
| 115 | AccessWindowHorizontal mm_result_access(mm_result, 0, num_elems_processed_per_iteration); |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 116 | window_changed = window_changed || update_window_and_padding(win, mm_result_access); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 117 | |
| 118 | if(a_offset != 0) |
| 119 | { |
| 120 | AccessWindowHorizontal vector_sum_col_access(vector_sum_col, 0, num_elems_processed_per_iteration); |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 121 | window_changed = window_changed || update_window_and_padding(win, vector_sum_col_access); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 122 | } |
| 123 | if(b_offset != 0) |
| 124 | { |
| 125 | AccessWindowStatic vector_sum_row_access(vector_sum_row, 0, 0, vector_sum_row->dimension(0), 0); // NOLINT |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 126 | window_changed = window_changed || update_window_and_padding(win, vector_sum_row_access); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 127 | } |
| 128 | |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 129 | if(bias != nullptr) |
| 130 | { |
| 131 | AccessWindowStatic bias_access(bias, 0, 0, ceil_to_multiple(bias->dimension(0), num_elems_processed_per_iteration), bias->tensor_shape()[1]); |
| 132 | window_changed = window_changed || update_window_and_padding(win, bias_access); |
| 133 | } |
| 134 | |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 135 | Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
| 136 | return std::make_pair(err, win); |
| 137 | } |
| 138 | } // namespace |
| 139 | |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 140 | CLGEMMLowpOffsetContributionKernel::CLGEMMLowpOffsetContributionKernel() |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 141 | : _vector_sum_col(nullptr), _vector_sum_row(nullptr), _mm_result(nullptr), _bias(nullptr) |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 142 | { |
| 143 | } |
| 144 | |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 145 | void CLGEMMLowpOffsetContributionKernel::configure(ICLTensor *mm_result, const ICLTensor *vector_sum_col, const ICLTensor *vector_sum_row, const ICLTensor *bias, int32_t k, int32_t a_offset, |
| 146 | int32_t b_offset) |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 147 | { |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 148 | // Perform validate step |
| 149 | ARM_COMPUTE_ERROR_ON_NULLPTR(mm_result); |
| 150 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(mm_result->info(), |
| 151 | vector_sum_col != nullptr ? vector_sum_col->info() : nullptr, |
| 152 | vector_sum_row != nullptr ? vector_sum_row->info() : nullptr, |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 153 | bias != nullptr ? bias->info() : nullptr, |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 154 | a_offset, b_offset)); // NOLINT |
| 155 | |
| 156 | _vector_sum_col = vector_sum_col; |
| 157 | _vector_sum_row = vector_sum_row; |
| 158 | _mm_result = mm_result; |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 159 | _bias = bias; |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 160 | |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 161 | // Check if input is a 3D reinterpretation |
| 162 | const bool reinterpret_as_3d = vector_sum_row != nullptr |
| 163 | && mm_result->info()->num_dimensions() > 1 |
| 164 | && mm_result->info()->tensor_shape().y() != vector_sum_row->info()->tensor_shape().x(); |
| 165 | |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 166 | // Set the arguments to pass at compile time |
| 167 | CLBuildOptions build_opts; |
| 168 | |
| 169 | // If a_offset == 0, vector_sum_col can be a nullptr |
| 170 | if(a_offset != 0) |
| 171 | { |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 172 | build_opts.add_option("-DA_OFFSET=" + support::cpp11::to_string(a_offset)); |
Chunosov | 5124be5 | 2017-11-22 20:42:13 +0700 | [diff] [blame] | 173 | build_opts.add_option_if(vector_sum_col->info()->tensor_shape().num_dimensions() > 1, "-DSUM_COL_HAS_BATCHES"); |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 174 | } |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 175 | // If b_offset == 0, vector_sum_row can be a nullptr |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 176 | build_opts.add_option_if(b_offset != 0, "-DB_OFFSET=" + support::cpp11::to_string(b_offset)); |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 177 | build_opts.add_option("-DK_OFFSET=" + support::cpp11::to_string(a_offset * b_offset * k)); |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 178 | build_opts.add_option_if(reinterpret_as_3d, "-DHEIGHT_INPUT3D=" + support::cpp11::to_string(mm_result->info()->dimension(1))); |
| 179 | build_opts.add_option_if(reinterpret_as_3d, "-DDEPTH_INPUT3D=" + support::cpp11::to_string(mm_result->info()->dimension(2))); |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 180 | build_opts.add_option_if(bias != nullptr, "-DADD_BIAS"); |
| 181 | |
| 182 | std::string kernel_name("gemmlowp_offset_contribution"); |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 183 | |
| 184 | // Create kernel |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 185 | _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel(kernel_name, build_opts.options())); |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 186 | |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 187 | // Configure kernel window |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 188 | auto win_config = validate_and_configure_window(mm_result->info(), |
| 189 | vector_sum_col != nullptr ? vector_sum_col->info() : nullptr, |
| 190 | vector_sum_row != nullptr ? vector_sum_row->info() : nullptr, |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 191 | bias != nullptr ? bias->info() : nullptr, |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 192 | a_offset, b_offset); // NOLINT |
| 193 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
Anthony Barbier | b6eb353 | 2018-08-08 13:20:04 +0100 | [diff] [blame] | 194 | ICLKernel::configure_internal(win_config.second); |
Gian Marco | 19835e5 | 2018-01-30 13:35:54 +0000 | [diff] [blame] | 195 | |
| 196 | // Set config_id for enabling LWS tuning |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 197 | _config_id = kernel_name + "_"; |
Gian Marco | 19835e5 | 2018-01-30 13:35:54 +0000 | [diff] [blame] | 198 | _config_id += support::cpp11::to_string(mm_result->info()->dimension(0)); |
| 199 | _config_id += "_"; |
| 200 | _config_id += support::cpp11::to_string(mm_result->info()->dimension(1)); |
| 201 | _config_id += "_"; |
| 202 | _config_id += support::cpp11::to_string(mm_result->info()->dimension(2)); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 203 | } |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 204 | |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 205 | Status CLGEMMLowpOffsetContributionKernel::validate(const ITensorInfo *mm_result, const ITensorInfo *vector_sum_col, const ITensorInfo *vector_sum_row, const ITensorInfo *bias, |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 206 | int32_t a_offset, int32_t b_offset) |
| 207 | { |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 208 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(mm_result, vector_sum_col, vector_sum_row, bias, a_offset, b_offset)); |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 209 | ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(mm_result->clone().get(), |
| 210 | vector_sum_col != nullptr ? vector_sum_col->clone().get() : nullptr, |
| 211 | vector_sum_row != nullptr ? vector_sum_row->clone().get() : nullptr, |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 212 | bias != nullptr ? bias->clone().get() : nullptr, |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 213 | a_offset, b_offset) |
| 214 | .first); // NOLINT |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 215 | |
Georgios Pinitas | 358ca20 | 2017-12-07 16:47:52 +0000 | [diff] [blame] | 216 | return Status{}; |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 217 | } |
| 218 | |
| 219 | void CLGEMMLowpOffsetContributionKernel::run(const Window &window, cl::CommandQueue &queue) |
| 220 | { |
| 221 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 222 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 223 | |
| 224 | Window collapsed = window.collapse_if_possible(ICLKernel::window(), Window::DimZ); |
| 225 | Window slice = collapsed.first_slice_window_3D(); |
| 226 | |
| 227 | // Set window for vector_sum_col |
| 228 | Window win_vector_sum_col = slice; |
| 229 | win_vector_sum_col.set(Window::DimY, Window::Dimension(0, 0, 0)); |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 230 | win_vector_sum_col.set(Window::DimZ, Window::Dimension(0, 0, 0)); |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 231 | |
| 232 | // Set window for vector_sum_row |
| 233 | Window win_vector_sum_row = slice; |
| 234 | win_vector_sum_row.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 235 | win_vector_sum_row.set(Window::DimY, Window::Dimension(0, 0, 0)); |
Georgios Pinitas | ebf6b8a | 2018-09-24 16:31:08 +0100 | [diff] [blame] | 236 | win_vector_sum_col.set(Window::DimZ, Window::Dimension(0, 0, 0)); |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 237 | |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 238 | Window biases_slice = slice; |
| 239 | biases_slice.set(Window::DimY, Window::Dimension(0, 1, 1)); |
| 240 | biases_slice.set(Window::DimZ, Window::Dimension(0, 1, 1)); |
| 241 | |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 242 | do |
| 243 | { |
| 244 | unsigned int idx = 0; |
| 245 | add_3D_tensor_argument(idx, _mm_result, slice); |
Michalis Spyrou | e1651a5 | 2019-07-11 15:00:49 +0100 | [diff] [blame] | 246 | add_2D_tensor_argument_if((_vector_sum_col != nullptr), idx, _vector_sum_col, win_vector_sum_col); |
| 247 | add_2D_tensor_argument_if((_vector_sum_row != nullptr), idx, _vector_sum_row, win_vector_sum_row); |
| 248 | add_1D_tensor_argument_if((_bias != nullptr), idx, _bias, biases_slice); |
| 249 | |
Gian Marco Iodice | 4b90865 | 2018-10-18 10:21:02 +0100 | [diff] [blame] | 250 | enqueue(queue, *this, slice, lws_hint()); |
Gian Marco | 05288a2 | 2017-11-21 10:57:50 +0000 | [diff] [blame] | 251 | } |
| 252 | while(collapsed.slide_window_slice_3D(slice)); |
| 253 | } |