Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2018-2020 Arm Limited. |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +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/CLWidthConcatenate4TensorsKernel.h" |
| 25 | |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 26 | #include "arm_compute/core/CL/CLHelpers.h" |
| 27 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 28 | #include "arm_compute/core/CL/ICLTensor.h" |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 29 | #include "arm_compute/core/Helpers.h" |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 30 | #include "arm_compute/core/Utils.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 31 | #include "src/core/AccessWindowStatic.h" |
| 32 | #include "src/core/CL/CLValidate.h" |
| 33 | #include "src/core/helpers/WindowHelpers.h" |
| 34 | #include "src/core/utils/helpers/tensor_info.h" |
| 35 | #include "support/Cast.h" |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 36 | |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 37 | #include "support/StringSupport.h" |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 38 | |
| 39 | namespace arm_compute |
| 40 | { |
| 41 | namespace |
| 42 | { |
| 43 | constexpr unsigned int num_elems_processed_per_iteration = 8; |
| 44 | |
| 45 | std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input1, ITensorInfo *input2, ITensorInfo *input3, ITensorInfo *input4, ITensorInfo *output) |
| 46 | { |
Michele Di Giorgio | 8e150a1 | 2018-12-21 15:20:56 +0000 | [diff] [blame] | 47 | const unsigned int input1_width = input1->dimension(0); |
| 48 | const unsigned int input2_width = input2->dimension(0); |
| 49 | const unsigned int input3_width = input3->dimension(0); |
| 50 | const unsigned int input4_width = input4->dimension(0); |
| 51 | |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 52 | // The window needs to be based on the output |
| 53 | Window win = calculate_max_window(*output, Steps(num_elems_processed_per_iteration)); |
Michele Di Giorgio | 8e150a1 | 2018-12-21 15:20:56 +0000 | [diff] [blame] | 54 | AccessWindowStatic input1_access(input1, 0, 0, ceil_to_multiple(input1_width, num_elems_processed_per_iteration), input1->dimension(1)); |
| 55 | |
| 56 | const unsigned int input2_left_padding = input1_width % num_elems_processed_per_iteration; |
| 57 | 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 - |
| 58 | input2_width; |
| 59 | AccessWindowStatic input2_access(input2, -input2_left_padding, 0, input2_width + input2_right_padding, input2->dimension(1)); |
| 60 | |
| 61 | const unsigned int input3_left_padding = (input1_width + input2_width) % num_elems_processed_per_iteration; |
| 62 | 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 + |
| 63 | num_elems_processed_per_iteration - input3_width; |
| 64 | AccessWindowStatic input3_access(input3, -input3_left_padding, 0, input3_width + input3_right_padding, input3->dimension(1)); |
| 65 | |
| 66 | const unsigned int input4_left_padding = (input1_width + input2_width + input3_width) % num_elems_processed_per_iteration; |
| 67 | 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); |
| 68 | AccessWindowStatic input4_access(input4, -input4_left_padding, 0, input4_width + input4_right_padding, input4->dimension(1)); |
| 69 | |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 70 | AccessWindowHorizontal output_access(output, 0, num_elems_processed_per_iteration); |
| 71 | bool window_changed = update_window_and_padding(win, input1_access, input2_access, input3_access, input4_access, output_access); |
| 72 | |
| 73 | Window win_collapsed = win.collapse(win, Window::DimZ); |
| 74 | |
| 75 | Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{}; |
| 76 | return std::make_pair(err, win_collapsed); |
| 77 | } |
| 78 | Status validate_arguments(const ITensorInfo *input1, const ITensorInfo *input2, const ITensorInfo *input3, const ITensorInfo *input4, const ITensorInfo *output) |
| 79 | { |
| 80 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input1, input2, input3, input4, output); |
| 81 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input1); |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 82 | ARM_COMPUTE_RETURN_ERROR_ON(input1->data_type() == DataType::UNKNOWN); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 83 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input1, input2, input3, input4, output); |
| 84 | ARM_COMPUTE_RETURN_ERROR_ON(input1->dimension(0) + input2->dimension(0) + input3->dimension(0) + input4->dimension(0) > output->dimension(0)); |
| 85 | |
| 86 | for(size_t i = 1; i < Coordinates::num_max_dimensions; ++i) |
| 87 | { |
| 88 | ARM_COMPUTE_RETURN_ERROR_ON(input1->dimension(i) != output->dimension(i)); |
| 89 | ARM_COMPUTE_RETURN_ERROR_ON(input2->dimension(i) != output->dimension(i)); |
| 90 | ARM_COMPUTE_RETURN_ERROR_ON(input3->dimension(i) != output->dimension(i)); |
| 91 | ARM_COMPUTE_RETURN_ERROR_ON(input4->dimension(i) != output->dimension(i)); |
| 92 | } |
| 93 | ARM_COMPUTE_RETURN_ERROR_ON(input1->num_dimensions() > 4); |
| 94 | |
| 95 | return Status{}; |
| 96 | } |
| 97 | } // namespace |
| 98 | |
| 99 | CLWidthConcatenate4TensorsKernel::CLWidthConcatenate4TensorsKernel() |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 100 | { |
| 101 | } |
| 102 | |
| 103 | Status CLWidthConcatenate4TensorsKernel::validate(const ITensorInfo *input1, const ITensorInfo *input2, const ITensorInfo *input3, const ITensorInfo *input4, const ITensorInfo *output) |
| 104 | { |
| 105 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input1, input2, input3, input4, output)); |
| 106 | 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); |
| 107 | return Status{}; |
| 108 | } |
| 109 | |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 110 | void CLWidthConcatenate4TensorsKernel::configure(const CLCompileContext &compile_context, |
| 111 | ITensorInfo *input1, ITensorInfo *input2, |
| 112 | ITensorInfo *input3, ITensorInfo *input4, |
| 113 | ITensorInfo *output) |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 114 | { |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 115 | ARM_COMPUTE_ERROR_ON_NULLPTR(input1, input2, input3, input4, output); |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 116 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input1, input2, input3, input4, output)); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 117 | |
| 118 | // Add build options |
| 119 | CLBuildOptions build_opts; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 120 | build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input1->data_type())); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 121 | build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(num_elems_processed_per_iteration)); |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 122 | build_opts.add_option("-DDEPTH=" + support::cpp11::to_string(input1->dimension(2))); |
| 123 | build_opts.add_option("-DINPUT1_WIDTH=" + support::cpp11::to_string(input1->dimension(0))); |
| 124 | build_opts.add_option("-DINPUT2_WIDTH=" + support::cpp11::to_string(input2->dimension(0))); |
| 125 | build_opts.add_option("-DINPUT3_WIDTH=" + support::cpp11::to_string(input3->dimension(0))); |
| 126 | build_opts.add_option("-DELEMENT_SIZE=" + support::cpp11::to_string(input1->element_size())); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 127 | |
Georgios Pinitas | 6631ac2 | 2019-04-17 12:12:56 +0100 | [diff] [blame] | 128 | // If input have different quantization info set quantization parameters needed for the re-quantization process |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 129 | const bool have_different_qinfo = helpers::tensor_info::tensors_have_different_quantization_info(output, input1, input2, input3, input4); |
| 130 | if(is_data_type_quantized_asymmetric(input1->data_type()) && have_different_qinfo) |
Pablo Tello | eb6c88a | 2019-02-07 15:53:19 +0000 | [diff] [blame] | 131 | { |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 132 | const UniformQuantizationInfo iq1_info = input1->quantization_info().uniform(); |
| 133 | const UniformQuantizationInfo iq2_info = input2->quantization_info().uniform(); |
| 134 | const UniformQuantizationInfo iq3_info = input3->quantization_info().uniform(); |
| 135 | const UniformQuantizationInfo iq4_info = input4->quantization_info().uniform(); |
| 136 | const UniformQuantizationInfo oq_info = output->quantization_info().uniform(); |
Georgios Pinitas | 4c5469b | 2019-05-21 13:32:43 +0100 | [diff] [blame] | 137 | |
| 138 | build_opts.add_option("-DOFFSET_IN1=" + float_to_string_with_full_precision(iq1_info.offset)); |
| 139 | build_opts.add_option("-DSCALE_IN1=" + float_to_string_with_full_precision(iq1_info.scale)); |
| 140 | build_opts.add_option("-DOFFSET_IN2=" + float_to_string_with_full_precision(iq2_info.offset)); |
| 141 | build_opts.add_option("-DSCALE_IN2=" + float_to_string_with_full_precision(iq2_info.scale)); |
| 142 | build_opts.add_option("-DOFFSET_IN3=" + float_to_string_with_full_precision(iq3_info.offset)); |
| 143 | build_opts.add_option("-DSCALE_IN3=" + float_to_string_with_full_precision(iq3_info.scale)); |
| 144 | build_opts.add_option("-DOFFSET_IN4=" + float_to_string_with_full_precision(iq4_info.offset)); |
| 145 | build_opts.add_option("-DSCALE_IN4=" + float_to_string_with_full_precision(iq4_info.scale)); |
| 146 | build_opts.add_option("-DOFFSET_OUT=" + float_to_string_with_full_precision(oq_info.offset)); |
| 147 | build_opts.add_option("-DSCALE_OUT=" + float_to_string_with_full_precision(oq_info.scale)); |
Pablo Tello | eb6c88a | 2019-02-07 15:53:19 +0000 | [diff] [blame] | 148 | } |
| 149 | |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 150 | // Create kernel |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 151 | _kernel = create_kernel(compile_context, "concatenate_width_x4", build_opts.options()); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 152 | |
| 153 | // Configure kernel window |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 154 | auto win_config = validate_and_configure_window(input1, input2, input3, input4, output); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 155 | ARM_COMPUTE_ERROR_THROW_ON(std::get<0>(win_config)); |
| 156 | |
| 157 | ICLKernel::configure_internal(std::get<1>(win_config)); |
| 158 | |
Isabella Gottardi | f59b16f | 2019-07-25 12:03:39 +0100 | [diff] [blame] | 159 | // Set output valid region |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 160 | output->set_valid_region(ValidRegion(Coordinates(), output->tensor_shape())); |
Isabella Gottardi | f59b16f | 2019-07-25 12:03:39 +0100 | [diff] [blame] | 161 | |
Michele Di Giorgio | 8e150a1 | 2018-12-21 15:20:56 +0000 | [diff] [blame] | 162 | // Pass paddings as arguments to the kernel |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 163 | const unsigned int input1_width = input1->dimension(0); |
| 164 | const unsigned int input2_width = input2->dimension(0); |
| 165 | const unsigned int input3_width = input3->dimension(0); |
Michele Di Giorgio | 8e150a1 | 2018-12-21 15:20:56 +0000 | [diff] [blame] | 166 | |
| 167 | const unsigned int input1_right_padding = ceil_to_multiple(input1_width, num_elems_processed_per_iteration) - input1_width; |
| 168 | const unsigned int input2_left_padding = input1_width % num_elems_processed_per_iteration; |
| 169 | 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 - |
| 170 | input2_width; |
| 171 | const unsigned int input3_left_padding = (input1_width + input2_width) % num_elems_processed_per_iteration; |
| 172 | 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 + |
| 173 | num_elems_processed_per_iteration - input3_width; |
| 174 | const unsigned int input4_left_padding = (input1_width + input2_width + input3_width) % num_elems_processed_per_iteration; |
| 175 | unsigned int idx0 = 5 * num_arguments_per_4D_tensor(); |
| 176 | _kernel.setArg<cl_uint>(idx0++, input1_right_padding); |
| 177 | _kernel.setArg<cl_uint>(idx0++, input2_left_padding); |
| 178 | _kernel.setArg<cl_uint>(idx0++, input2_right_padding); |
| 179 | _kernel.setArg<cl_uint>(idx0++, input3_left_padding); |
| 180 | _kernel.setArg<cl_uint>(idx0++, input3_right_padding); |
| 181 | _kernel.setArg<cl_uint>(idx0++, input4_left_padding); |
| 182 | |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 183 | // Set config_id for enabling LWS tuning |
| 184 | _config_id = "concatenate_width_x4_"; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 185 | _config_id += lower_string(string_from_data_type(input1->data_type())); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 186 | _config_id += "_"; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 187 | _config_id += support::cpp11::to_string(input1->dimension(0)); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 188 | _config_id += "_"; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 189 | _config_id += support::cpp11::to_string(input1->dimension(1)); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 190 | _config_id += "_"; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 191 | _config_id += support::cpp11::to_string(input2->dimension(0)); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 192 | _config_id += "_"; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 193 | _config_id += support::cpp11::to_string(input2->dimension(1)); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 194 | _config_id += "_"; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 195 | _config_id += support::cpp11::to_string(input3->dimension(0)); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 196 | _config_id += "_"; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 197 | _config_id += support::cpp11::to_string(input3->dimension(1)); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 198 | _config_id += "_"; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 199 | _config_id += support::cpp11::to_string(input4->dimension(0)); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 200 | _config_id += "_"; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 201 | _config_id += support::cpp11::to_string(input4->dimension(1)); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 202 | } |
| 203 | |
Georgios Pinitas | 0499dff | 2020-07-31 22:21:38 +0100 | [diff] [blame] | 204 | void CLWidthConcatenate4TensorsKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 205 | { |
| 206 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 207 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 208 | |
Georgios Pinitas | 0499dff | 2020-07-31 22:21:38 +0100 | [diff] [blame] | 209 | const auto src0 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC)); |
| 210 | const auto src1 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC + 1)); |
| 211 | const auto src2 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC + 2)); |
| 212 | const auto src3 = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC_VEC + 3)); |
| 213 | auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST)); |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 214 | |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 215 | Window slice = window.first_slice_window_4D(); |
| 216 | |
| 217 | do |
| 218 | { |
| 219 | unsigned int idx = 0; |
Michele Di Giorgio | f932d2c | 2020-07-06 11:27:21 +0100 | [diff] [blame] | 220 | add_4D_tensor_argument(idx, src0, slice); |
| 221 | add_4D_tensor_argument(idx, src1, slice); |
| 222 | add_4D_tensor_argument(idx, src2, slice); |
| 223 | add_4D_tensor_argument(idx, src3, slice); |
| 224 | add_4D_tensor_argument(idx, dst, slice); |
Michele Di Giorgio | 27400b9 | 2018-11-01 13:44:05 +0000 | [diff] [blame] | 225 | enqueue(queue, *this, window, lws_hint()); |
| 226 | } |
| 227 | while(window.slide_window_slice_4D(slice)); |
| 228 | } |
| 229 | } // namespace arm_compute |