Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 1 | /* |
Ramy Elgammal | 14d7b53 | 2023-01-30 04:56:47 +0000 | [diff] [blame] | 2 | * Copyright (c) 2018-2021, 2023 Arm Limited. |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +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 | */ |
Georgios Pinitas | 7891a73 | 2021-08-20 21:39:25 +0100 | [diff] [blame] | 24 | #include "src/gpu/cl/kernels/ClElementwiseUnaryKernel.h" |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 25 | |
| 26 | #include "arm_compute/core/CL/CLHelpers.h" |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 27 | #include "arm_compute/core/CL/ICLTensor.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 28 | #include "src/core/CL/CLValidate.h" |
| 29 | #include "src/core/helpers/WindowHelpers.h" |
| 30 | #include "support/Cast.h" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 31 | #include "support/StringSupport.h" |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 32 | |
Michalis Spyrou | f738fe6 | 2020-07-15 18:10:17 +0100 | [diff] [blame] | 33 | namespace arm_compute |
| 34 | { |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 35 | namespace opencl |
| 36 | { |
| 37 | namespace kernels |
| 38 | { |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 39 | namespace |
| 40 | { |
Ramy Elgammal | 14d7b53 | 2023-01-30 04:56:47 +0000 | [diff] [blame] | 41 | constexpr unsigned int vector_size_byte_opencl = 16; |
| 42 | |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 43 | Status validate_arguments(const ITensorInfo &src, const ITensorInfo &dst, const ElementWiseUnary op) |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 44 | { |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 45 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(&src); |
Sang-Hoon Park | 75eea33 | 2020-11-13 13:44:13 +0000 | [diff] [blame] | 46 | if(op == ElementWiseUnary::LOGICAL_NOT) |
| 47 | { |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 48 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src, 1, DataType::U8); |
Sang-Hoon Park | 75eea33 | 2020-11-13 13:44:13 +0000 | [diff] [blame] | 49 | } |
Suhail Munshi | ee22030 | 2021-05-06 12:43:07 +0100 | [diff] [blame] | 50 | else if(op == ElementWiseUnary::NEG) |
| 51 | { |
| 52 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src, 1, DataType::F16, DataType::F32, DataType::S32); |
| 53 | } |
Ramy Elgammal | 14d7b53 | 2023-01-30 04:56:47 +0000 | [diff] [blame] | 54 | else if(op == ElementWiseUnary::RSQRT) // Allow quantized types for only RSQRT. |
| 55 | { |
| 56 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src, 1, DataType::F16, DataType::F32, DataType::QASYMM8, DataType::QASYMM8_SIGNED); |
| 57 | } |
Sang-Hoon Park | 75eea33 | 2020-11-13 13:44:13 +0000 | [diff] [blame] | 58 | else |
| 59 | { |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 60 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(&src, 1, DataType::F16, DataType::F32); |
Sang-Hoon Park | 75eea33 | 2020-11-13 13:44:13 +0000 | [diff] [blame] | 61 | } |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 62 | |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 63 | // Validate in case of configured dst |
| 64 | if(dst.total_size() > 0) |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 65 | { |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 66 | ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(&dst); |
| 67 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(&src, &dst); |
| 68 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(&src, &dst); |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 69 | } |
| 70 | |
| 71 | return Status{}; |
| 72 | } |
| 73 | } // namespace |
| 74 | |
Giorgio Arena | 4a95bba | 2021-06-28 11:00:27 +0100 | [diff] [blame] | 75 | ClElementWiseUnaryKernel::ClElementWiseUnaryKernel() |
| 76 | { |
| 77 | _type = CLKernelType::ELEMENTWISE; |
| 78 | } |
| 79 | |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 80 | void ClElementWiseUnaryKernel::configure(const CLCompileContext &compile_context, const ITensorInfo *src, ITensorInfo *dst, const ElementWiseUnary &op) |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 81 | { |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 82 | ARM_COMPUTE_ERROR_ON_NULLPTR(src, dst); |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 83 | |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 84 | auto padding_info = get_padding_info({ src, dst }); |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 85 | |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 86 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(*src, *dst, op)); |
Ramy Elgammal | 14d7b53 | 2023-01-30 04:56:47 +0000 | [diff] [blame] | 87 | const unsigned int num_elems_processed_per_iteration = adjust_vec_size(vector_size_byte_opencl / dst->element_size(), dst->dimension(0)); |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 88 | |
Ramy Elgammal | 14d7b53 | 2023-01-30 04:56:47 +0000 | [diff] [blame] | 89 | std::string kernel_name = "elementwise_unary"; |
| 90 | const int vec_size_x = num_elems_processed_per_iteration; |
| 91 | const int dst_width_x = dst->dimension(0); |
| 92 | if(is_data_type_quantized(src->data_type())) |
| 93 | { |
| 94 | kernel_name += "_quantized"; |
| 95 | } |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 96 | // Set kernel build options |
| 97 | CLBuildOptions build_opts; |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 98 | build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(src->data_type())); |
Ramy Elgammal | 14d7b53 | 2023-01-30 04:56:47 +0000 | [diff] [blame] | 99 | build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(vec_size_x)); |
| 100 | build_opts.add_option("-DLAST_ACCESSED_X=" + support::cpp11::to_string(std::max<int>(dst_width_x - vec_size_x, 0))); |
| 101 | if(is_data_type_quantized(src->data_type())) |
| 102 | { |
| 103 | const UniformQuantizationInfo iqinfo = src->quantization_info().uniform(); |
| 104 | const UniformQuantizationInfo oqinfo = dst->quantization_info().uniform(); |
| 105 | build_opts.add_option("-DOFFSET_IN=" + support::cpp11::to_string(iqinfo.offset)); |
| 106 | build_opts.add_option("-DOFFSET_OUT=" + support::cpp11::to_string(oqinfo.offset)); |
| 107 | build_opts.add_option("-DSCALE_IN=" + float_to_string_with_full_precision(iqinfo.scale)); |
| 108 | build_opts.add_option("-DSCALE_OUT=" + float_to_string_with_full_precision(oqinfo.scale)); |
| 109 | } |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 110 | switch(op) |
| 111 | { |
| 112 | case ElementWiseUnary::RSQRT: |
giuros01 | f24411f | 2019-05-16 11:47:13 +0100 | [diff] [blame] | 113 | build_opts.add_option("-DOPERATION=rsqrt_op"); |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 114 | break; |
| 115 | case ElementWiseUnary::EXP: |
giuros01 | f24411f | 2019-05-16 11:47:13 +0100 | [diff] [blame] | 116 | build_opts.add_option("-DOPERATION=exp_op"); |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 117 | break; |
Usama Arif | eb312ef | 2019-05-13 17:45:54 +0100 | [diff] [blame] | 118 | case ElementWiseUnary::NEG: |
giuros01 | f24411f | 2019-05-16 11:47:13 +0100 | [diff] [blame] | 119 | build_opts.add_option("-DOPERATION=neg_op"); |
Usama Arif | eb312ef | 2019-05-13 17:45:54 +0100 | [diff] [blame] | 120 | break; |
Michalis Spyrou | 0af4418 | 2019-05-17 14:04:47 +0100 | [diff] [blame] | 121 | case ElementWiseUnary::SIN: |
giuros01 | f24411f | 2019-05-16 11:47:13 +0100 | [diff] [blame] | 122 | build_opts.add_option("-DOPERATION=sin_op"); |
| 123 | break; |
| 124 | case ElementWiseUnary::ABS: |
| 125 | build_opts.add_option("-DOPERATION=fabs_op"); |
Michalis Spyrou | 0af4418 | 2019-05-17 14:04:47 +0100 | [diff] [blame] | 126 | break; |
Usama Arif | ac33d7e | 2019-05-20 14:21:40 +0100 | [diff] [blame] | 127 | case ElementWiseUnary::LOG: |
| 128 | build_opts.add_option("-DOPERATION=natural_log_op"); |
| 129 | break; |
Usama Arif | 6a4d542 | 2019-05-24 14:53:59 +0100 | [diff] [blame] | 130 | case ElementWiseUnary::ROUND: |
| 131 | build_opts.add_option("-DOPERATION=round_op"); |
| 132 | break; |
Sang-Hoon Park | 75eea33 | 2020-11-13 13:44:13 +0000 | [diff] [blame] | 133 | case ElementWiseUnary::LOGICAL_NOT: |
| 134 | build_opts.add_option("-DOPERATION=logical_not_op"); |
| 135 | break; |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 136 | default: |
| 137 | ARM_COMPUTE_ERROR("Not implemented"); |
| 138 | } |
| 139 | |
| 140 | // Create kernel |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 141 | _kernel = create_kernel(compile_context, kernel_name, build_opts.options()); |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 142 | |
| 143 | // Configure kernel window |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 144 | Window win = calculate_max_window(*dst); |
Ramy Elgammal | 14d7b53 | 2023-01-30 04:56:47 +0000 | [diff] [blame] | 145 | win.set(Window::DimX, Window::Dimension(win.x().start(), ceil_to_multiple(win.x().end(), vec_size_x), vec_size_x)); |
| 146 | |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 147 | ICLKernel::configure_internal(win); |
| 148 | |
| 149 | ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info)); |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 150 | } |
| 151 | |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 152 | Status ClElementWiseUnaryKernel::validate(const ITensorInfo *src, const ITensorInfo *dst, const ElementWiseUnary &op) |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 153 | { |
| 154 | ARM_COMPUTE_UNUSED(op); |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 155 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); |
| 156 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(*src, *dst, op)); |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 157 | |
| 158 | return Status{}; |
| 159 | } |
| 160 | |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 161 | void ClElementWiseUnaryKernel::run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 162 | { |
| 163 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 164 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 165 | |
Michalis Spyrou | 5830794 | 2020-01-17 16:36:46 +0000 | [diff] [blame] | 166 | Window collapsed = window.collapse_if_possible(ICLKernel::window(), Window::DimZ); |
| 167 | Window slice = collapsed.first_slice_window_3D(); |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 168 | |
Georgios Pinitas | 0499dff | 2020-07-31 22:21:38 +0100 | [diff] [blame] | 169 | const auto src = utils::cast::polymorphic_downcast<const ICLTensor *>(tensors.get_const_tensor(TensorType::ACL_SRC)); |
| 170 | auto dst = utils::cast::polymorphic_downcast<ICLTensor *>(tensors.get_tensor(TensorType::ACL_DST)); |
Michalis Spyrou | f738fe6 | 2020-07-15 18:10:17 +0100 | [diff] [blame] | 171 | |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 172 | do |
| 173 | { |
| 174 | unsigned int idx = 0; |
Michalis Spyrou | f738fe6 | 2020-07-15 18:10:17 +0100 | [diff] [blame] | 175 | add_3D_tensor_argument(idx, src, slice); |
| 176 | add_3D_tensor_argument(idx, dst, slice); |
Michalis Spyrou | 5830794 | 2020-01-17 16:36:46 +0000 | [diff] [blame] | 177 | enqueue(queue, *this, slice, lws_hint()); |
Michalis Spyrou | e936262 | 2018-11-23 17:41:37 +0000 | [diff] [blame] | 178 | } |
Michalis Spyrou | 5830794 | 2020-01-17 16:36:46 +0000 | [diff] [blame] | 179 | while(collapsed.slide_window_slice_3D(slice)); |
Usama Arif | eb312ef | 2019-05-13 17:45:54 +0100 | [diff] [blame] | 180 | } |
Michele Di Giorgio | c9c8905 | 2021-01-26 10:20:17 +0000 | [diff] [blame] | 181 | } // namespace kernels |
| 182 | } // namespace opencl |
Michalis Spyrou | f738fe6 | 2020-07-15 18:10:17 +0100 | [diff] [blame] | 183 | } // namespace arm_compute |