ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 1 | /* |
Matthew Bentham | 314d3e2 | 2023-06-23 10:53:52 +0000 | [diff] [blame] | 2 | * Copyright (c) 2022-2023 Arm Limited. |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +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 "src/gpu/cl/kernels/ClPool3dKernel.h" |
| 25 | |
| 26 | #include "arm_compute/core/CL/ICLTensor.h" |
| 27 | #include "arm_compute/core/TensorInfo.h" |
Matthew Bentham | 314d3e2 | 2023-06-23 10:53:52 +0000 | [diff] [blame] | 28 | #include "arm_compute/core/utils/helpers/AdjustVecSize.h" |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 29 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Matthew Bentham | 314d3e2 | 2023-06-23 10:53:52 +0000 | [diff] [blame] | 30 | #include "arm_compute/core/utils/StringUtils.h" |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 31 | |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 32 | #include "src/core/CL/CLValidate.h" |
| 33 | #include "src/core/helpers/AutoConfiguration.h" |
| 34 | #include "src/core/helpers/WindowHelpers.h" |
| 35 | #include "support/Cast.h" |
| 36 | #include "utils/TypePrinter.h" |
| 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace opencl |
| 41 | { |
| 42 | namespace kernels |
| 43 | { |
| 44 | using namespace arm_compute::misc::shape_calculator; |
| 45 | |
| 46 | namespace |
| 47 | { |
| 48 | Status validate_arguments(const ITensorInfo *src, const ITensorInfo *dst, const Pooling3dLayerInfo &pool_info) |
| 49 | { |
| 50 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); |
| 51 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(src->data_layout() != DataLayout::NDHWC, "Only NDHWC layout supported"); |
| 52 | |
| 53 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 54 | ARM_COMPUTE_RETURN_ERROR_ON_MSG( |
| 55 | (pool_info.stride.x() == 0 || pool_info.stride.y() == 0 || pool_info.stride.z() == 0), |
| 56 | "Strides cannot be zero."); |
| 57 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::F16, DataType::F32, DataType::QASYMM8_SIGNED, |
| 58 | DataType::QASYMM8); |
| 59 | ARM_COMPUTE_RETURN_ERROR_ON_MSG((!is_data_type_float(src->data_type())) && |
| 60 | (!pool_info.exclude_padding && (pool_info.pool_type == PoolingType::AVG)), |
Mohammed Suhail Munshi | 5e549fa | 2022-03-16 11:14:06 +0000 | [diff] [blame] | 61 | "Exclude padding is unsupported for non-float types for Avg op"); |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 62 | |
Mohammed Suhail Munshi | 5e549fa | 2022-03-16 11:14:06 +0000 | [diff] [blame] | 63 | const auto data_layout = src->data_layout(); |
| 64 | const int idx_width = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH); |
| 65 | const int idx_height = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT); |
| 66 | const int idx_depth = get_data_layout_dimension_index(data_layout, DataLayoutDimension::DEPTH); |
| 67 | const bool is_global_pooling = pool_info.is_global_pooling; |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 68 | const unsigned int pool_size_x = is_global_pooling ? src->dimension(idx_width) : pool_info.pool_size.width; |
| 69 | const unsigned int pool_size_y = is_global_pooling ? src->dimension(idx_height) : pool_info.pool_size.height; |
| 70 | const unsigned int pool_size_z = is_global_pooling ? src->dimension(idx_depth) : pool_info.pool_size.depth; |
Mohammed Suhail Munshi | 5e549fa | 2022-03-16 11:14:06 +0000 | [diff] [blame] | 71 | int output_width = 0; |
| 72 | int output_height = 0; |
| 73 | int output_depth = 0; |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 74 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 75 | bool round_type_ceil_with_asymm_padding = |
| 76 | (pool_info.round_type == DimensionRoundingType::CEIL) && (!is_symmetric(pool_info.padding)); |
| 77 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(round_type_ceil_with_asymm_padding, |
| 78 | "Cannot use dimension round type CEIL when padding is asymmetric."); |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 79 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 80 | ARM_COMPUTE_RETURN_ERROR_ON_MSG(is_pool_3d_region_entirely_outside_input(pool_info), |
| 81 | "Pooling region that is entirely outside input tensor is unsupported"); |
| 82 | std::tie(output_width, output_height, output_depth) = |
| 83 | scaled_3d_dimensions_signed(src->tensor_shape()[idx_width], src->tensor_shape()[idx_height], |
| 84 | src->tensor_shape()[idx_depth], pool_size_x, pool_size_y, pool_size_z, pool_info); |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 85 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 86 | ARM_COMPUTE_RETURN_ERROR_ON_MSG((output_width < 1 || output_height < 1 || output_depth < 1), |
| 87 | "Calculated output dimension size is invalid"); |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 88 | // Checks performed when dst is configured |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 89 | if (dst->total_size() != 0) |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 90 | { |
| 91 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst); |
| 92 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_LAYOUT(src, dst); |
| 93 | TensorInfo out_info(TensorInfo(compute_pool3d_shape(src->tensor_shape(), pool_info), 1, dst->data_type())); |
| 94 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(dst, &out_info); |
| 95 | } |
| 96 | |
| 97 | return Status{}; |
| 98 | } |
| 99 | } // namespace |
| 100 | |
| 101 | ClPool3dKernel::ClPool3dKernel() |
| 102 | { |
| 103 | _type = CLKernelType::POOL; |
| 104 | } |
| 105 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 106 | void ClPool3dKernel::configure(const ClCompileContext &compile_context, |
| 107 | const ITensorInfo *src, |
| 108 | ITensorInfo *dst, |
| 109 | const Pooling3dLayerInfo &pool_info) |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 110 | { |
| 111 | ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); |
| 112 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(src, dst, pool_info)); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 113 | auto padding_info = get_padding_info({src, dst}); |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 114 | |
| 115 | // Auto init if empty |
| 116 | TensorShape out_shape = compute_pool3d_shape(src->tensor_shape(), pool_info); |
| 117 | auto_init_if_empty(*dst, src->clone()->set_tensor_shape(out_shape)); |
| 118 | |
| 119 | // Set instance variables |
| 120 | _pool_info = pool_info; |
| 121 | _data_layout = src->data_layout(); |
| 122 | |
| 123 | _num_elems_processed_per_iteration = (dst->data_type() == DataType::F32) ? 2 : 4; |
| 124 | _num_elems_processed_per_iteration = adjust_vec_size(_num_elems_processed_per_iteration, dst->dimension(0)); |
| 125 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 126 | const PoolingType pool_type = pool_info.pool_type; |
| 127 | const int idx_width = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::WIDTH); |
| 128 | const int idx_height = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::HEIGHT); |
| 129 | const int idx_depth = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::DEPTH); |
| 130 | const int idx_channel = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::CHANNEL); |
| 131 | const int idx_batch_size = get_data_layout_dimension_index(_data_layout, DataLayoutDimension::BATCHES); |
| 132 | const int pool_size_x = pool_info.is_global_pooling ? src->dimension(idx_width) : pool_info.pool_size.width; |
| 133 | const int pool_size_y = pool_info.is_global_pooling ? src->dimension(idx_height) : pool_info.pool_size.height; |
| 134 | const int pool_size_z = pool_info.is_global_pooling ? src->dimension(idx_depth) : pool_info.pool_size.depth; |
| 135 | const bool exclude_padding = pool_info.exclude_padding; |
| 136 | const int pool_stride_x = pool_info.stride.x(); |
| 137 | const int pool_stride_y = pool_info.stride.y(); |
| 138 | const int pool_stride_z = pool_info.stride.z(); |
| 139 | const int pool_pad_top = pool_info.padding.top; |
| 140 | const int pool_pad_left = pool_info.padding.left; |
| 141 | const int pool_pad_front = pool_info.padding.front; |
| 142 | const DataType data_type = src->data_type(); |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 143 | |
| 144 | // Set build options |
| 145 | CLBuildOptions build_opts; |
| 146 | build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(_num_elems_processed_per_iteration)); |
| 147 | build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(data_type)); |
| 148 | build_opts.add_option("-DPOOL_" + string_from_pooling_type(pool_type)); |
| 149 | build_opts.add_option("-DSTRIDE_X=" + support::cpp11::to_string(pool_stride_x)); |
| 150 | build_opts.add_option("-DSTRIDE_Y=" + support::cpp11::to_string(pool_stride_y)); |
| 151 | build_opts.add_option("-DSTRIDE_Z=" + support::cpp11::to_string(pool_stride_z)); |
| 152 | build_opts.add_option("-DPAD_X=" + support::cpp11::to_string(pool_pad_left)); |
| 153 | build_opts.add_option("-DPAD_Y=" + support::cpp11::to_string(pool_pad_top)); |
| 154 | build_opts.add_option("-DPAD_Z=" + support::cpp11::to_string(pool_pad_front)); |
| 155 | build_opts.add_option("-DPOOL_SIZE_X=" + support::cpp11::to_string(pool_size_x)); |
| 156 | build_opts.add_option("-DPOOL_SIZE_Y=" + support::cpp11::to_string(pool_size_y)); |
| 157 | build_opts.add_option("-DPOOL_SIZE_Z=" + support::cpp11::to_string(pool_size_z)); |
| 158 | build_opts.add_option("-DSRC_WIDTH=" + support::cpp11::to_string(src->dimension(idx_width))); |
| 159 | build_opts.add_option("-DSRC_HEIGHT=" + support::cpp11::to_string(src->dimension(idx_height))); |
| 160 | build_opts.add_option("-DSRC_DEPTH=" + support::cpp11::to_string(src->dimension(idx_depth))); |
| 161 | |
Mohammed Suhail Munshi | 5e549fa | 2022-03-16 11:14:06 +0000 | [diff] [blame] | 162 | // If datatype is quantized add relevant parameters |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 163 | if (is_data_type_quantized_asymmetric(data_type) && src->quantization_info() != dst->quantization_info()) |
Mohammed Suhail Munshi | 5e549fa | 2022-03-16 11:14:06 +0000 | [diff] [blame] | 164 | { |
| 165 | const UniformQuantizationInfo iq_info = src->quantization_info().uniform(); |
| 166 | const UniformQuantizationInfo oq_info = dst->quantization_info().uniform(); |
| 167 | |
| 168 | build_opts.add_option("-DOFFSET_IN1=" + float_to_string_with_full_precision(iq_info.offset)); |
| 169 | build_opts.add_option("-DOFFSET_OUT=" + float_to_string_with_full_precision(oq_info.offset)); |
| 170 | build_opts.add_option("-DSCALE_IN1=" + float_to_string_with_full_precision(iq_info.scale)); |
| 171 | build_opts.add_option("-DSCALE_OUT=" + float_to_string_with_full_precision(oq_info.scale)); |
| 172 | } |
| 173 | |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 174 | // Set the initial value for the pooling operation accordingly with the data type |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 175 | if (pool_type == PoolingType::MAX) |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 176 | { |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 177 | if (is_data_type_quantized(data_type)) |
Mohammed Suhail Munshi | 5e549fa | 2022-03-16 11:14:06 +0000 | [diff] [blame] | 178 | { |
| 179 | PixelValue type_min{}; |
| 180 | std::tie(type_min, std::ignore) = get_min_max(data_type); |
| 181 | build_opts.add_option("-DINITIAL_VALUE=" + support::cpp11::to_string(type_min.get<int32_t>())); |
| 182 | } |
| 183 | else |
| 184 | { |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 185 | build_opts.add_option("-DINITIAL_VALUE=" + |
| 186 | float_to_string_with_full_precision(std::numeric_limits<float>::lowest())); |
Mohammed Suhail Munshi | 5e549fa | 2022-03-16 11:14:06 +0000 | [diff] [blame] | 187 | } |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 188 | } |
| 189 | else |
| 190 | { |
| 191 | // Pool AVG and Pool L2 initial value |
| 192 | build_opts.add_option("-DINITIAL_VALUE=0"); |
| 193 | } |
| 194 | // Create kernel |
| 195 | // Floating point mixed precision is support on F16 only |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 196 | const auto use_fp_mixed_precision = |
| 197 | (data_type == DataType::F16) && pool_info.fp_mixed_precision && pool_type != PoolingType::MAX; |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 198 | |
| 199 | // Wider accumulation is required to avoid accuracy loss |
| 200 | // Case 1: Floating point mixed precision (fp16 src data and fp32 accumulation) |
| 201 | DataType acc_data_type = data_type; |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 202 | if (use_fp_mixed_precision) |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 203 | { |
| 204 | acc_data_type = DataType::F32; |
| 205 | } |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 206 | else if (is_data_type_quantized(data_type) && |
| 207 | pool_type != PoolingType::MAX) // Use S32 for avg pooling to allow for integer division |
Mohammed Suhail Munshi | 5e549fa | 2022-03-16 11:14:06 +0000 | [diff] [blame] | 208 | { |
| 209 | acc_data_type = DataType::S32; |
| 210 | } |
| 211 | |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 212 | build_opts.add_option("-DACC_DATA_TYPE=" + get_cl_type_from_data_type(acc_data_type)); |
| 213 | build_opts.add_option_if(use_fp_mixed_precision, "-DFP_MIXED_PRECISION"); |
| 214 | build_opts.add_option_if(exclude_padding, "-DEXCLUDE_PADDING"); |
| 215 | build_opts.add_option("-DDST_HEIGHT=" + support::cpp11::to_string(dst->dimension(idx_height))); |
| 216 | build_opts.add_option("-DDST_DEPTH=" + support::cpp11::to_string(dst->dimension(idx_depth))); |
| 217 | build_opts.add_option("-DDST_CHANNELS=" + support::cpp11::to_string(dst->dimension(idx_channel))); |
| 218 | build_opts.add_option("-DDST_BATCH_SIZE=" + support::cpp11::to_string(dst->dimension(idx_batch_size))); |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 219 | build_opts.add_option("-DVEC_SIZE_LEFTOVER=" + |
| 220 | support::cpp11::to_string(src->dimension(0) % _num_elems_processed_per_iteration)); |
Mohammed Suhail Munshi | 5e549fa | 2022-03-16 11:14:06 +0000 | [diff] [blame] | 221 | |
| 222 | // if datatype is quantized use quantized kernel function |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 223 | std::string kernel_name = (is_data_type_quantized_asymmetric(data_type) ? "pooling_3d_layer_MxN_ndhwc_quantized" |
| 224 | : "pooling_3d_layer_MxN_ndhwc"); |
| 225 | _kernel = create_kernel(compile_context, kernel_name, build_opts.options()); |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 226 | |
| 227 | // Configure kernel window |
| 228 | Window win = calculate_max_window(*dst, Steps(_num_elems_processed_per_iteration)); |
| 229 | ICLKernel::configure_internal(win); |
| 230 | |
| 231 | // Set config_id for enabling LWS tuning |
| 232 | _config_id = "pooling_layer_3d"; |
| 233 | _config_id += lower_string(string_from_data_type(data_type)); |
| 234 | _config_id += "_"; |
| 235 | _config_id += lower_string(string_from_data_layout(_data_layout)); |
| 236 | _config_id += "_"; |
| 237 | _config_id += support::cpp11::to_string(dst->dimension(idx_width)); |
| 238 | _config_id += "_"; |
| 239 | _config_id += support::cpp11::to_string(dst->dimension(idx_height)); |
| 240 | _config_id += "_"; |
| 241 | _config_id += support::cpp11::to_string(dst->dimension(idx_channel)); |
| 242 | _config_id += "_"; |
| 243 | _config_id += lower_string(string_from_data_layout(src->data_layout())); |
| 244 | |
| 245 | ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info)); |
| 246 | } |
| 247 | |
| 248 | Status ClPool3dKernel::validate(const ITensorInfo *src, const ITensorInfo *dst, const Pooling3dLayerInfo &pool_info) |
| 249 | { |
| 250 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(src, dst, pool_info)); |
| 251 | return Status{}; |
| 252 | } |
| 253 | |
| 254 | void ClPool3dKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) |
| 255 | { |
| 256 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 257 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 258 | |
Felix Thomasmathibalan | afd38f0 | 2023-09-27 17:46:17 +0100 | [diff] [blame] | 259 | const auto src = |
| 260 | utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC)); |
| 261 | auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST_0)); |
ramelg01 | 3751569 | 2022-02-26 22:06:20 +0000 | [diff] [blame] | 262 | |
| 263 | // Collapse 3D window |
| 264 | Window window_collapsed = window.collapse_if_possible(ICLKernel::window(), Window::DimZ); |
| 265 | |
| 266 | // Set CL kernel arguments |
| 267 | unsigned int idx = 0; |
| 268 | // Passing of the window not needed, as the steps are not used for the pool3d kernel |
| 269 | add_5D_tensor_argument(idx, src, window); |
| 270 | add_5D_tensor_argument(idx, dst, window); |
| 271 | enqueue(queue, *this, window_collapsed, lws_hint()); |
| 272 | } |
| 273 | } // namespace kernels |
| 274 | } // namespace opencl |
| 275 | } // namespace arm_compute |