Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 2 | * Copyright (c) 2016-2018 ARM Limited. |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [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/CLPixelWiseMultiplicationKernel.h" |
| 25 | |
| 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
Vidhya Sudhan Loganathan | f1f4906 | 2018-05-25 13:21:26 +0100 | [diff] [blame] | 28 | #include "arm_compute/core/CL/CLValidate.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 29 | #include "arm_compute/core/CL/ICLTensor.h" |
| 30 | #include "arm_compute/core/CL/OpenCL.h" |
| 31 | #include "arm_compute/core/Error.h" |
| 32 | #include "arm_compute/core/Helpers.h" |
| 33 | #include "arm_compute/core/TensorInfo.h" |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 34 | #include "arm_compute/core/Window.h" |
| 35 | |
| 36 | #include <cmath> |
| 37 | #include <cstdlib> |
| 38 | #include <set> |
| 39 | #include <string> |
| 40 | |
| 41 | using namespace arm_compute; |
| 42 | |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 43 | namespace |
| 44 | { |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 45 | constexpr unsigned int num_elems_processed_per_iteration = 16; |
| 46 | |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 47 | Status validate_arguments(const ITensorInfo *input1, const ITensorInfo *input2, const ITensorInfo *output, float scale, |
| 48 | ConvertPolicy overflow_policy, RoundingPolicy rounding_policy) |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 49 | { |
| 50 | ARM_COMPUTE_UNUSED(overflow_policy); |
| 51 | ARM_COMPUTE_UNUSED(rounding_policy); |
| 52 | |
Vidhya Sudhan Loganathan | f1f4906 | 2018-05-25 13:21:26 +0100 | [diff] [blame] | 53 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input1); |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 54 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input1, 1, DataType::U8, DataType::QASYMM8, DataType::S16, DataType::F16, DataType::F32); |
Vidhya Sudhan Loganathan | f1f4906 | 2018-05-25 13:21:26 +0100 | [diff] [blame] | 55 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input2); |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 56 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input2, 1, DataType::U8, DataType::QASYMM8, DataType::S16, DataType::F16, DataType::F32); |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 57 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(scale < 0, "Scale cannot be negative."); |
| 58 | |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 59 | const TensorShape &out_shape = TensorShape::broadcast_shape(input1->tensor_shape(), input2->tensor_shape()); |
| 60 | |
| 61 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(out_shape.total_size() == 0, "Inputs are not broadcast compatible"); |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 62 | |
| 63 | // Validate in case of configured output |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 64 | if(output->total_size() > 0) |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 65 | { |
Vidhya Sudhan Loganathan | f1f4906 | 2018-05-25 13:21:26 +0100 | [diff] [blame] | 66 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(output); |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 67 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::U8, DataType::QASYMM8, DataType::S16, DataType::F16, DataType::F32); |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 68 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(output->data_type() == DataType::U8 && (input1->data_type() != DataType::U8 || input2->data_type() != DataType::U8), |
| 69 | "Output can only be U8 if both inputs are U8"); |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 70 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(detail::have_different_dimensions(out_shape, output->tensor_shape(), 0), "Wrong shape for output"); |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 71 | } |
| 72 | |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 73 | return Status{}; |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 74 | } |
| 75 | |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 76 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input1, ITensorInfo *input2, ITensorInfo *output) |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 77 | { |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 78 | const std::pair<TensorShape, ValidRegion> broadcast_pair = ITensorInfo::broadcast_shape_and_valid_region(*input1, *input2); |
| 79 | const TensorShape &out_shape = broadcast_pair.first; |
| 80 | const ValidRegion &valid_region = broadcast_pair.second; |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 81 | |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 82 | // Auto initialize output if not initialized |
| 83 | { |
| 84 | set_shape_if_empty(*output, out_shape); |
| 85 | |
| 86 | if(input1->data_type() == DataType::S16 || input2->data_type() == DataType::S16) |
| 87 | { |
| 88 | set_format_if_unknown(*output, Format::S16); |
| 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 | } |
| 95 | |
| 96 | 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 Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 99 | |
| 100 | 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 | |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 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 Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 107 | |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 108 | output_access.set_valid_region(win, valid_region); |
| 109 | |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 110 | Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 111 | return std::make_pair(err, win); |
| 112 | } |
| 113 | } // namespace |
| 114 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 115 | CLPixelWiseMultiplicationKernel::CLPixelWiseMultiplicationKernel() |
| 116 | : _input1(nullptr), _input2(nullptr), _output(nullptr) |
| 117 | { |
| 118 | } |
| 119 | |
| 120 | void CLPixelWiseMultiplicationKernel::configure(const ICLTensor *input1, const ICLTensor *input2, ICLTensor *output, float scale, |
| 121 | ConvertPolicy overflow_policy, RoundingPolicy rounding_policy) |
| 122 | { |
Georgios Pinitas | f0dea70 | 2017-07-03 18:17:28 +0100 | [diff] [blame] | 123 | ARM_COMPUTE_ERROR_ON_NULLPTR(input1, input2, output); |
Giorgio Arena | f6a43c5 | 2017-12-01 12:16:25 +0000 | [diff] [blame] | 124 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input1->info(), input2->info(), output->info(), |
| 125 | scale, overflow_policy, rounding_policy)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 126 | |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 127 | // Configure kernel window |
| 128 | auto win_config = validate_and_configure_window(input1->info(), input2->info(), output->info()); |
| 129 | ARM_COMPUTE_ERROR_THROW_ON(win_config.first); |
| 130 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 131 | _input1 = input1; |
| 132 | _input2 = input2; |
| 133 | _output = output; |
| 134 | |
| 135 | int scale_int = -1; |
| 136 | // Extract sign, exponent and mantissa |
| 137 | int exponent = 0; |
| 138 | float normalized_mantissa = std::frexp(scale, &exponent); |
| 139 | // Use int scaling if factor is equal to 1/2^n for 0 <= n <= 15 |
| 140 | // frexp returns 0.5 as mantissa which means that the exponent will be in the range of -1 <= e <= 14 |
| 141 | // Moreover, it will be negative as we deal with 1/2^n |
| 142 | if((normalized_mantissa == 0.5f) && (-14 <= exponent) && (exponent <= 1)) |
| 143 | { |
| 144 | // Store the positive exponent. We know that we compute 1/2^n |
| 145 | // Additionally we need to subtract 1 to compensate that frexp used a mantissa of 0.5 |
| 146 | scale_int = std::abs(exponent - 1); |
| 147 | } |
| 148 | |
| 149 | std::string data_type; |
| 150 | std::string compute_type; |
| 151 | // Check if it has float inputs and output |
| 152 | if(is_data_type_float(input1->info()->data_type()) || is_data_type_float(input2->info()->data_type())) |
| 153 | { |
| 154 | scale_int = -1; |
Michele Di Giorgio | ab0a77e | 2017-06-21 15:36:24 +0100 | [diff] [blame] | 155 | compute_type = (input1->info()->data_type() == DataType::F32 || input2->info()->data_type() == DataType::F32) ? "float" : "half"; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 156 | data_type = "DATA_TYPE_FLOAT"; |
| 157 | } |
| 158 | else |
| 159 | { |
Michele Di Giorgio | ab0a77e | 2017-06-21 15:36:24 +0100 | [diff] [blame] | 160 | if(input1->info()->data_type() == DataType::S16 || input2->info()->data_type() == DataType::S16) |
| 161 | { |
| 162 | compute_type = "int"; |
| 163 | } |
Michele Di Giorgio | ab0a77e | 2017-06-21 15:36:24 +0100 | [diff] [blame] | 164 | else |
| 165 | { |
| 166 | compute_type = "ushort"; |
| 167 | } |
| 168 | data_type = "DATA_TYPE_INT"; |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 169 | } |
| 170 | |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 171 | const bool is_quantized = is_data_type_quantized_asymmetric(input1->info()->data_type()); |
| 172 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 173 | // Construct kernel name |
| 174 | std::string kernel_name = "pixelwise_mul"; |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 175 | if(!is_data_type_quantized(output->info()->data_type())) |
| 176 | { |
| 177 | kernel_name += (scale_int >= 0) ? "_int" : "_float"; |
| 178 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 179 | |
| 180 | // Set kernel build options |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 181 | CLBuildOptions build_opts; |
| 182 | if(is_quantized) |
| 183 | { |
| 184 | build_opts.add_option("-DOFFSET_IN1=" + support::cpp11::to_string(input1->info()->quantization_info().offset)); |
| 185 | build_opts.add_option("-DOFFSET_IN2=" + support::cpp11::to_string(input2->info()->quantization_info().offset)); |
| 186 | build_opts.add_option("-DOFFSET_OUT=" + support::cpp11::to_string(output->info()->quantization_info().offset)); |
| 187 | build_opts.add_option("-DSCALE_IN1=" + support::cpp11::to_string(input1->info()->quantization_info().scale)); |
| 188 | build_opts.add_option("-DSCALE_IN2=" + support::cpp11::to_string(input2->info()->quantization_info().scale)); |
| 189 | build_opts.add_option("-DSCALE_OUT=" + support::cpp11::to_string(output->info()->quantization_info().scale)); |
| 190 | kernel_name += "_quantized"; |
| 191 | } |
| 192 | else |
| 193 | { |
| 194 | build_opts.add_option_if_else(overflow_policy == ConvertPolicy::WRAP || is_data_type_float(output->info()->data_type()), "-DWRAP", "-DSATURATE"); |
| 195 | build_opts.add_option_if_else(rounding_policy == RoundingPolicy::TO_ZERO, "-DROUND=_rtz", "-DROUND=_rte"); |
| 196 | build_opts.add_option("-DDATA_TYPE_IN1=" + get_cl_type_from_data_type(input1->info()->data_type())); |
| 197 | build_opts.add_option("-DDATA_TYPE_IN2=" + get_cl_type_from_data_type(input2->info()->data_type())); |
| 198 | build_opts.add_option("-DDATA_TYPE_OUT=" + get_cl_type_from_data_type(output->info()->data_type())); |
| 199 | build_opts.add_option("-DDATA_TYPE_RES=" + compute_type); |
| 200 | } |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 201 | |
| 202 | // Create kernel |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 203 | _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel(kernel_name, build_opts.options())); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 204 | |
| 205 | // Set scale argument |
Anthony Barbier | 9a7182e | 2017-07-11 18:36:40 +0100 | [diff] [blame] | 206 | unsigned int idx = 3 * num_arguments_per_3D_tensor(); //Skip the inputs and output parameters |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 207 | |
Georgios Pinitas | bf28a3c | 2018-09-18 14:34:48 +0100 | [diff] [blame] | 208 | if(scale_int >= 0 && !is_quantized) |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 209 | { |
| 210 | _kernel.setArg(idx++, scale_int); |
| 211 | } |
| 212 | else |
| 213 | { |
| 214 | _kernel.setArg(idx++, scale); |
| 215 | } |
| 216 | |
Anthony Barbier | b6eb353 | 2018-08-08 13:20:04 +0100 | [diff] [blame] | 217 | ICLKernel::configure_internal(win_config.second); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 218 | } |
| 219 | |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 220 | Status CLPixelWiseMultiplicationKernel::validate(const ITensorInfo *input1, const ITensorInfo *input2, const ITensorInfo *output, float scale, |
| 221 | ConvertPolicy overflow_policy, RoundingPolicy rounding_policy) |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 222 | { |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 223 | ARM_COMPUTE_ERROR_ON_NULLPTR(input1, input2, output); |
Giorgio Arena | 7062382 | 2017-11-27 15:50:10 +0000 | [diff] [blame] | 224 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input1, input2, output, scale, overflow_policy, rounding_policy)); |
| 225 | ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input1->clone().get(), input2->clone().get(), output->clone().get()).first); |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 226 | |
Georgios Pinitas | 631c41a | 2017-12-06 11:53:03 +0000 | [diff] [blame] | 227 | return Status{}; |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 228 | } |
| 229 | |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 230 | void CLPixelWiseMultiplicationKernel::run(const Window &window, cl::CommandQueue &queue) |
| 231 | { |
| 232 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 233 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 234 | |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 235 | const TensorShape &in_shape1 = _input1->info()->tensor_shape(); |
| 236 | const TensorShape &in_shape2 = _input2->info()->tensor_shape(); |
| 237 | const TensorShape &out_shape = _output->info()->tensor_shape(); |
| 238 | |
| 239 | bool can_collapse = true; |
| 240 | if(std::min(in_shape1.total_size(), in_shape2.total_size()) > 1) |
| 241 | { |
| 242 | can_collapse = (std::min(in_shape1.num_dimensions(), in_shape2.num_dimensions()) > Window::DimZ); |
| 243 | for(size_t d = Window::DimZ; can_collapse && (d < out_shape.num_dimensions()); ++d) |
| 244 | { |
| 245 | can_collapse = (in_shape1[d] == in_shape2[d]); |
| 246 | } |
| 247 | } |
| 248 | |
| 249 | bool has_collapsed = false; |
| 250 | Window collapsed = can_collapse ? window.collapse_if_possible(ICLKernel::window(), Window::DimZ, &has_collapsed) : window; |
| 251 | |
| 252 | const TensorShape &in_shape1_collapsed = has_collapsed ? in_shape1.collapsed_from(Window::DimZ) : in_shape1; |
| 253 | const TensorShape &in_shape2_collapsed = has_collapsed ? in_shape2.collapsed_from(Window::DimZ) : in_shape2; |
| 254 | |
| 255 | Window slice = collapsed.first_slice_window_3D(); |
| 256 | Window slice_input1 = slice.broadcast_if_dimension_le_one(in_shape1_collapsed); |
| 257 | Window slice_input2 = slice.broadcast_if_dimension_le_one(in_shape2_collapsed); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 258 | |
| 259 | do |
| 260 | { |
| 261 | unsigned int idx = 0; |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 262 | add_3D_tensor_argument(idx, _input1, slice_input1); |
| 263 | add_3D_tensor_argument(idx, _input2, slice_input2); |
Anthony Barbier | 9a7182e | 2017-07-11 18:36:40 +0100 | [diff] [blame] | 264 | add_3D_tensor_argument(idx, _output, slice); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 265 | enqueue(queue, *this, slice); |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 266 | |
| 267 | collapsed.slide_window_slice_3D(slice_input1); |
| 268 | collapsed.slide_window_slice_3D(slice_input2); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 269 | } |
Georgios Pinitas | 1d08a31 | 2018-01-03 12:29:22 +0000 | [diff] [blame] | 270 | while(collapsed.slide_window_slice_3D(slice)); |
Anthony Barbier | 6ff3b19 | 2017-09-04 18:44:23 +0100 | [diff] [blame] | 271 | } |
Michele Di Giorgio | 6259e5f | 2018-01-17 17:29:33 +0000 | [diff] [blame] | 272 | |
| 273 | BorderSize CLPixelWiseMultiplicationKernel::border_size() const |
| 274 | { |
| 275 | const unsigned int replicateSize = _output->info()->dimension(0) - std::min(_input1->info()->dimension(0), _input2->info()->dimension(0)); |
| 276 | const unsigned int border = std::min<unsigned int>(num_elems_processed_per_iteration - 1U, replicateSize); |
| 277 | return BorderSize(0, border, 0, 0); |
| 278 | } |