Gian Marco Iodice | 781cba7 | 2020-06-19 16:56:57 +0100 | [diff] [blame] | 1 | /* |
Gian Marco Iodice | 3cce35d | 2022-12-30 16:07:45 +0000 | [diff] [blame] | 2 | * Copyright (c) 2020-2023 Arm Limited. |
Gian Marco Iodice | 781cba7 | 2020-06-19 16:56:57 +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 | */ |
SiCongLi | 1af5416 | 2021-10-06 15:25:57 +0100 | [diff] [blame] | 24 | #include "arm_compute/core/CL/CLCompileContext.h" |
Jakub Sujak | 8c49f16 | 2023-06-16 09:52:50 +0100 | [diff] [blame] | 25 | #include "arm_compute/core/CL/CLKernelLibrary.h" |
| 26 | #include "arm_compute/core/CL/ICLTensor.h" |
SiCongLi | 1af5416 | 2021-10-06 15:25:57 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/Validate.h" |
| 28 | #include "support/StringSupport.h" |
Gian Marco Iodice | 781cba7 | 2020-06-19 16:56:57 +0100 | [diff] [blame] | 29 | |
| 30 | #include "src/core/CL/CLUtils.h" |
SiCongLi | 3177861 | 2021-11-12 17:33:45 +0000 | [diff] [blame] | 31 | #include "src/core/experimental/PostOpUtils.h" |
Gian Marco Iodice | 781cba7 | 2020-06-19 16:56:57 +0100 | [diff] [blame] | 32 | |
SiCongLi | 1af5416 | 2021-10-06 15:25:57 +0100 | [diff] [blame] | 33 | namespace arm_compute |
| 34 | { |
Jakub Sujak | 8c49f16 | 2023-06-16 09:52:50 +0100 | [diff] [blame] | 35 | cl::Image2D create_image2d_from_tensor(const ICLTensor *tensor, CLImage2DType image_type) |
Gian Marco Iodice | 781cba7 | 2020-06-19 16:56:57 +0100 | [diff] [blame] | 36 | { |
Jakub Sujak | 8c49f16 | 2023-06-16 09:52:50 +0100 | [diff] [blame] | 37 | ARM_COMPUTE_ERROR_ON_NULLPTR(tensor); |
| 38 | |
| 39 | const cl::Context &ctx = CLKernelLibrary::get().context(); |
| 40 | const cl::Buffer &buffer = tensor->cl_buffer(); |
| 41 | const ITensorInfo *info = tensor->info(); |
| 42 | ARM_COMPUTE_ERROR_ON_MSG(info->lock_paddings(), |
| 43 | "Tensor paddings must not be locked to allow extending paddings to satisfy cl_image pitch alignment requirement"); |
| 44 | |
| 45 | const size_t image_w{ info->dimension(0) / 4 }; |
| 46 | const size_t image_h{ info->tensor_shape().total_size() / info->dimension(0) }; |
| 47 | const size_t max_image_w{ CLKernelLibrary::get().get_device().getInfo<CL_DEVICE_IMAGE2D_MAX_WIDTH>() }; |
| 48 | const size_t max_image_h{ CLKernelLibrary::get().get_device().getInfo<CL_DEVICE_IMAGE2D_MAX_HEIGHT>() }; |
| 49 | |
| 50 | ARM_COMPUTE_UNUSED(max_image_w, max_image_h); |
| 51 | ARM_COMPUTE_ERROR_ON_MSG(image_w > max_image_w, "Image width exceeds maximum width for exporting to cl_image"); |
| 52 | ARM_COMPUTE_ERROR_ON_MSG(image_h > max_image_h, "Image height exceeds maximum height for exporting to cl_image"); |
| 53 | |
| 54 | const TensorShape shape2d(image_w, image_h); |
| 55 | const size_t image_row_pitch = info->strides_in_bytes()[1]; |
| 56 | |
| 57 | return create_image2d_from_buffer(ctx, buffer, shape2d, info->data_type(), image_row_pitch, image_type); |
| 58 | } |
| 59 | |
| 60 | cl::Image2D create_image2d_from_buffer(const cl::Context &ctx, const cl::Buffer &buffer, const TensorShape &shape2d, DataType data_type, size_t image_row_pitch, CLImage2DType image_type) |
| 61 | { |
| 62 | ARM_COMPUTE_ERROR_ON_MSG(!image2d_from_buffer_supported(CLKernelLibrary::get().get_device()), |
| 63 | "The extension cl_khr_image2d_from_buffer is not supported on the target platform"); |
| 64 | ARM_COMPUTE_ERROR_ON_MSG(get_cl_image_pitch_alignment(CLKernelLibrary::get().get_device()) == 0, |
| 65 | "Impossible to retrieve the cl_image pitch alignment"); |
| 66 | ARM_COMPUTE_ERROR_ON_MSG(buffer.get() == nullptr, |
| 67 | "Cannot create cl_image from empty cl_buffer"); |
| 68 | |
Gian Marco Iodice | 6f93134 | 2020-09-15 14:17:41 +0100 | [diff] [blame] | 69 | cl_channel_type cl_data_type; |
| 70 | |
| 71 | switch(data_type) |
| 72 | { |
| 73 | case DataType::F32: |
| 74 | cl_data_type = CL_FLOAT; |
| 75 | break; |
| 76 | case DataType::F16: |
| 77 | cl_data_type = CL_HALF_FLOAT; |
| 78 | break; |
| 79 | default: |
| 80 | ARM_COMPUTE_ERROR("Data type not support with OpenCL image2d"); |
| 81 | } |
| 82 | |
Gian Marco Iodice | 781cba7 | 2020-06-19 16:56:57 +0100 | [diff] [blame] | 83 | cl_mem cl_image; |
| 84 | cl_int err = CL_SUCCESS; |
| 85 | |
Gian Marco Iodice | 6f93134 | 2020-09-15 14:17:41 +0100 | [diff] [blame] | 86 | const cl_image_format format = { CL_RGBA, cl_data_type }; |
Gian Marco Iodice | 781cba7 | 2020-06-19 16:56:57 +0100 | [diff] [blame] | 87 | |
| 88 | cl_image_desc desc; |
| 89 | memset(&desc, 0, sizeof(desc)); |
| 90 | desc.image_type = CL_MEM_OBJECT_IMAGE2D; |
| 91 | desc.mem_object = buffer(); |
| 92 | desc.image_row_pitch = image_row_pitch; |
| 93 | desc.image_width = shape2d[0]; |
| 94 | desc.image_height = shape2d[1]; |
| 95 | |
Jakub Sujak | 8c49f16 | 2023-06-16 09:52:50 +0100 | [diff] [blame] | 96 | switch(image_type) |
Gian Marco Iodice | 3cce35d | 2022-12-30 16:07:45 +0000 | [diff] [blame] | 97 | { |
| 98 | case CLImage2DType::ReadOnly: |
| 99 | cl_image = clCreateImage(ctx(), CL_MEM_READ_ONLY, &format, &desc, nullptr, &err); |
| 100 | break; |
| 101 | case CLImage2DType::WriteOnly: |
| 102 | cl_image = clCreateImage(ctx(), CL_MEM_WRITE_ONLY, &format, &desc, nullptr, &err); |
| 103 | break; |
| 104 | default: |
| 105 | ARM_COMPUTE_ERROR("Unsupported CLImage2DType"); |
| 106 | } |
Gian Marco Iodice | 781cba7 | 2020-06-19 16:56:57 +0100 | [diff] [blame] | 107 | |
| 108 | ARM_COMPUTE_UNUSED(err); |
| 109 | ARM_COMPUTE_ERROR_ON_MSG(err != CL_SUCCESS, "Error during the creation of CL image from buffer"); |
| 110 | |
| 111 | return cl::Image2D(cl_image); |
| 112 | } |
SiCongLi | 1af5416 | 2021-10-06 15:25:57 +0100 | [diff] [blame] | 113 | |
| 114 | namespace experimental |
| 115 | { |
| 116 | PostOpCLKernelUtils::PostOpCLKernelUtils(const Config &supported_config) |
| 117 | : _supported_config(supported_config) |
| 118 | { |
| 119 | ARM_COMPUTE_ERROR_ON_MSG(supported_config.empty(), "Empty PostOp CL kernel support configuration is not allowed"); |
| 120 | for(auto it = _supported_config.begin(); it != _supported_config.end(); ++it) |
| 121 | { |
| 122 | auto post_op_sequence = it->first; |
| 123 | auto post_op_slots = std::get<1>(it->second); |
| 124 | ARM_COMPUTE_ERROR_ON_MSG(post_op_sequence.size() != post_op_slots.size(), "The number of PostOps must be the same as that of the assigned slots"); |
| 125 | } |
| 126 | } |
| 127 | |
| 128 | bool PostOpCLKernelUtils::are_post_op_shapes_compliant(const ITensorInfo *dst, const experimental::PostOpList<ITensorInfo *> &post_ops) |
| 129 | { |
SiCongLi | 1af5416 | 2021-10-06 15:25:57 +0100 | [diff] [blame] | 130 | for(const auto &op : post_ops.get_list()) |
| 131 | { |
| 132 | for(const auto &tensor : op->arguments()) |
| 133 | { |
| 134 | const TensorShape &out_shape = TensorShape::broadcast_shape(dst->tensor_shape(), (*tensor)->tensor_shape()); |
SiCongLi | eb8bd81 | 2021-10-29 15:05:49 +0100 | [diff] [blame] | 135 | // All post ops must be elementwise and must not alter the shape of the original dst tensor after broadcasting |
SiCongLi | 1af5416 | 2021-10-06 15:25:57 +0100 | [diff] [blame] | 136 | if(detail::have_different_dimensions(out_shape, dst->tensor_shape(), 0)) |
| 137 | { |
| 138 | return false; |
| 139 | } |
SiCongLi | eb8bd81 | 2021-10-29 15:05:49 +0100 | [diff] [blame] | 140 | // NOTE: Kernel limitation: currently only the following broadcasting types are supported: |
SiCongLi | d928735 | 2021-11-03 19:01:22 +0000 | [diff] [blame] | 141 | // 1. Post op arg is scalar, broadcast in both first and second dims |
| 142 | // 2. Post op arg is of shape: second dim=1, first dim=N, broadcast only in second dim |
| 143 | // This means this case: Post op arg is of shape: second dim=M, first dim=1, broadcast only in first dim, is NOT supported |
SiCongLi | eb8bd81 | 2021-10-29 15:05:49 +0100 | [diff] [blame] | 144 | if(dst->dimension(0) > 1 && dst->dimension(1) > 1 && (*tensor)->dimension(0) == 1 && (*tensor)->dimension(1) > 1) |
| 145 | { |
| 146 | return false; |
| 147 | } |
SiCongLi | 1af5416 | 2021-10-06 15:25:57 +0100 | [diff] [blame] | 148 | } |
| 149 | } |
| 150 | return true; |
| 151 | } |
| 152 | |
| 153 | bool PostOpCLKernelUtils::is_post_op_sequence_supported(const PostOpList<ITensorInfo *> &post_ops) const |
| 154 | { |
| 155 | if(post_ops.size() == 0) |
| 156 | { |
| 157 | return true; // Always support cases where no post op is specified |
| 158 | } |
| 159 | const auto post_op_sequence = get_post_op_sequence(post_ops); |
| 160 | |
| 161 | return _supported_config.find(post_op_sequence) != _supported_config.end(); |
| 162 | } |
| 163 | |
| 164 | void PostOpCLKernelUtils::set_post_ops_cl_build_options(CLBuildOptions &build_opts, const PostOpList<ITensorInfo *> &post_ops) const |
| 165 | { |
| 166 | const auto post_op_sequence = get_post_op_sequence(post_ops); |
| 167 | const auto slots = std::get<1>(_supported_config.at(post_op_sequence)); |
| 168 | for(size_t post_op_id = 0; post_op_id < post_ops.size(); ++post_op_id) |
| 169 | { |
| 170 | const auto &post_op = post_ops.get_list().at(post_op_id); |
| 171 | const auto slot_prefix = "-DP" + support::cpp11::to_string(slots[post_op_id]); |
| 172 | if(post_op->type() == experimental::PostOpType::Activation) |
| 173 | { |
| 174 | const auto _post_op = utils::cast::polymorphic_downcast<const experimental::PostOpAct<ITensorInfo *> *>(post_op.get()); |
| 175 | const auto act_type = slot_prefix + "_ACTIVATION_TYPE=" + lower_string(string_from_activation_func(_post_op->_act_info.activation())); |
| 176 | const auto act_a_val = slot_prefix + "_ACTIVATION_A_VAL=" + float_to_string_with_full_precision(_post_op->_act_info.a()); |
| 177 | const auto act_b_val = slot_prefix + "_ACTIVATION_B_VAL=" + float_to_string_with_full_precision(_post_op->_act_info.b()); |
| 178 | build_opts.add_option(act_type); |
| 179 | build_opts.add_option(act_a_val); |
| 180 | build_opts.add_option(act_b_val); |
| 181 | } |
| 182 | else if(post_op->type() == experimental::PostOpType::Eltwise_Add) |
| 183 | { |
| 184 | size_t arg_id = 1; |
| 185 | const auto eltwise_op = slot_prefix + "_ELTWISE_OP=ADD" + "_X_POS_" + support::cpp11::to_string(post_op->prev_dst_pos()); |
| 186 | build_opts.add_option(eltwise_op); |
| 187 | for(const auto &tensor : post_op->arguments()) |
| 188 | { |
| 189 | const auto height = slot_prefix + "_ELTWISE_ARG" + support::cpp11::to_string(arg_id) + "_HEIGHT=" + support::cpp11::to_string((*tensor)->dimension(1)); |
| 190 | const auto width = slot_prefix + "_ELTWISE_ARG" + support::cpp11::to_string(arg_id) + "_WIDTH=" + support::cpp11::to_string((*tensor)->dimension(0)); |
| 191 | build_opts.add_option(height); |
| 192 | build_opts.add_option(width); |
| 193 | ++arg_id; |
| 194 | } |
| 195 | } |
ramelg01 | 6049eda | 2021-10-29 10:52:53 +0100 | [diff] [blame] | 196 | else if(post_op->type() == experimental::PostOpType::Eltwise_PRelu) |
| 197 | { |
| 198 | size_t arg_id = 1; |
| 199 | const auto eltwise_op = slot_prefix + "_ELTWISE_OP=PRELU" + "_X_POS_" + support::cpp11::to_string(post_op->prev_dst_pos()); |
| 200 | build_opts.add_option(eltwise_op); |
| 201 | for(const auto &tensor : post_op->arguments()) |
| 202 | { |
| 203 | const auto height = slot_prefix + "_ELTWISE_ARG" + support::cpp11::to_string(arg_id) + "_HEIGHT=" + support::cpp11::to_string((*tensor)->dimension(1)); |
| 204 | const auto width = slot_prefix + "_ELTWISE_ARG" + support::cpp11::to_string(arg_id) + "_WIDTH=" + support::cpp11::to_string((*tensor)->dimension(0)); |
| 205 | build_opts.add_option(height); |
| 206 | build_opts.add_option(width); |
| 207 | ++arg_id; |
| 208 | } |
| 209 | } |
SiCongLi | 1af5416 | 2021-10-06 15:25:57 +0100 | [diff] [blame] | 210 | } |
| 211 | } |
| 212 | |
| 213 | void PostOpCLKernelUtils::set_post_ops_cl_kernel_name(std::string &kernel_name, const PostOpList<ITensorInfo *> &post_ops) const |
| 214 | { |
| 215 | const auto post_op_sequence = get_post_op_sequence(post_ops); |
| 216 | const auto postfix = std::get<0>(_supported_config.at(post_op_sequence)); |
| 217 | kernel_name += postfix; |
| 218 | } |
| 219 | } // namespace experimental |
| 220 | |
Gian Marco Iodice | 3cce35d | 2022-12-30 16:07:45 +0000 | [diff] [blame] | 221 | } // namespace arm_compute |