Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 1 | /* |
SiCong Li | 5a7d157 | 2023-03-21 12:00:15 +0000 | [diff] [blame] | 2 | * Copyright (c) 2018-2021, 2023 Arm Limited. |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +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 | */ |
Sang-Hoon Park | bef7fa2 | 2020-10-21 15:58:54 +0100 | [diff] [blame] | 24 | #include "src/core/CL/kernels/CLBatchToSpaceLayerKernel.h" |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 25 | |
| 26 | #include "arm_compute/core/CL/CLHelpers.h" |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/CL/ICLTensor.h" |
| 28 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Matthew Bentham | 314d3e2 | 2023-06-23 10:53:52 +0000 | [diff] [blame] | 29 | #include "arm_compute/core/utils/StringUtils.h" |
Sang-Hoon Park | 68dd25f | 2020-10-19 16:00:11 +0100 | [diff] [blame] | 30 | #include "src/core/CL/CLValidate.h" |
| 31 | #include "src/core/helpers/AutoConfiguration.h" |
| 32 | #include "src/core/helpers/WindowHelpers.h" |
Matthew Bentham | 758b5ba | 2020-03-05 23:37:48 +0000 | [diff] [blame] | 33 | #include "support/StringSupport.h" |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 34 | #include "arm_compute/core/TensorInfo.h" |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 35 | |
| 36 | using namespace arm_compute::misc::shape_calculator; |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace |
| 40 | { |
| 41 | Status validate_arguments(const ITensorInfo *input, const ITensorInfo *block_info, const ITensorInfo *output) |
| 42 | { |
| 43 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, block_info, output); |
| 44 | ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(block_info, 1, DataType::S32); |
| 45 | ARM_COMPUTE_RETURN_ERROR_ON(input->num_dimensions() > 4); |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 46 | ARM_COMPUTE_RETURN_ERROR_ON(input->data_type() == DataType::UNKNOWN); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 47 | |
| 48 | // Validate output if initialized |
| 49 | if(output->total_size() != 0) |
| 50 | { |
| 51 | ARM_COMPUTE_RETURN_ERROR_ON(output->num_dimensions() > 4); |
| 52 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); |
| 53 | } |
| 54 | |
| 55 | return Status{}; |
| 56 | } |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 57 | Status validate_arguments_static(const ITensorInfo *input, const int block_shape_x, const int block_shape_y, const ITensorInfo *output, const CropInfo &crop_info) |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 58 | { |
| 59 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output); |
| 60 | ARM_COMPUTE_RETURN_ERROR_ON(input->num_dimensions() > 4); |
| 61 | ARM_COMPUTE_RETURN_ERROR_ON(block_shape_x <= 0); |
| 62 | ARM_COMPUTE_RETURN_ERROR_ON(block_shape_y <= 0); |
| 63 | |
Michalis Spyrou | 8f2cbfa | 2018-11-20 12:39:47 +0000 | [diff] [blame] | 64 | const DataLayout data_layout = input->data_layout(); |
| 65 | const int idx_batch = get_data_layout_dimension_index(data_layout, DataLayoutDimension::BATCHES); |
| 66 | ARM_COMPUTE_RETURN_ERROR_ON(input->tensor_shape()[idx_batch] % (block_shape_x * block_shape_y) != 0); |
| 67 | |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 68 | // Validate output if initialized |
| 69 | if(output->total_size() != 0) |
| 70 | { |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 71 | const TensorShape expected_output_shape = compute_batch_to_space_shape(input->data_layout(), input->tensor_shape(), block_shape_x, block_shape_y, crop_info); |
| 72 | const TensorInfo expected_output = output->clone()->set_tensor_shape(expected_output_shape); |
| 73 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(output, &expected_output); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 74 | ARM_COMPUTE_RETURN_ERROR_ON(output->num_dimensions() > 4); |
| 75 | ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); |
| 76 | } |
| 77 | |
| 78 | return Status{}; |
| 79 | } |
| 80 | } // namespace |
| 81 | |
| 82 | CLBatchToSpaceLayerKernel::CLBatchToSpaceLayerKernel() |
| 83 | : _input(nullptr), _block_shape(nullptr), _output(nullptr) |
| 84 | { |
Giorgio Arena | 4a95bba | 2021-06-28 11:00:27 +0100 | [diff] [blame] | 85 | _type = CLKernelType::ELEMENTWISE; |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 86 | } |
| 87 | |
| 88 | void CLBatchToSpaceLayerKernel::configure(const ICLTensor *input, const ICLTensor *block_shape, ICLTensor *output) |
| 89 | { |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 90 | configure(CLKernelLibrary::get().get_compile_context(), input, block_shape, output); |
| 91 | } |
| 92 | |
Manuel Bottini | 256c0b9 | 2020-04-21 13:29:30 +0100 | [diff] [blame] | 93 | void CLBatchToSpaceLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *block_shape, ICLTensor *output) |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 94 | { |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 95 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 96 | |
| 97 | auto padding_info = get_padding_info({ input, block_shape, output }); |
| 98 | |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 99 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), block_shape->info(), output->info())); |
| 100 | |
| 101 | _input = input; |
| 102 | _block_shape = block_shape; |
| 103 | _output = output; |
| 104 | |
| 105 | // Create kernel |
| 106 | CLBuildOptions build_opts; |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 107 | build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(output->info()->data_type())); |
| 108 | build_opts.add_option("-DBATCH_SIZE=" + support::cpp11::to_string(output->info()->dimension(3))); |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 109 | _kernel = create_kernel(compile_context, "batch_to_space_" + lower_string(string_from_data_layout(input->info()->data_layout())), build_opts.options()); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 110 | |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 111 | |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 112 | // Configure kernel window |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 113 | Window win = calculate_max_window(*output->info(), Steps()); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 114 | ICLKernel::configure_internal(win); |
Sheri Zhang | 11d7327 | 2020-10-28 14:01:55 +0000 | [diff] [blame] | 115 | |
| 116 | ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info)); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 117 | } |
| 118 | |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 119 | void CLBatchToSpaceLayerKernel::configure(const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output, const CropInfo &crop_info) |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 120 | { |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 121 | configure(CLKernelLibrary::get().get_compile_context(), input, block_shape_x, block_shape_y, output, crop_info); |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 122 | } |
| 123 | |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 124 | void CLBatchToSpaceLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output, |
| 125 | const CropInfo &crop_info) |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 126 | { |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 127 | ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); |
| 128 | |
SiCong Li | 5a7d157 | 2023-03-21 12:00:15 +0000 | [diff] [blame] | 129 | const TensorShape output_shape = compute_batch_to_space_shape(input->info()->data_layout(), input->info()->tensor_shape(), block_shape_x, block_shape_y); |
| 130 | auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(output_shape)); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 131 | |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 132 | ARM_COMPUTE_ERROR_THROW_ON(validate_arguments_static(input->info(), block_shape_x, block_shape_y, output->info(), crop_info)); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 133 | |
| 134 | _input = input; |
| 135 | _output = output; |
| 136 | |
| 137 | // Create kernel |
| 138 | CLBuildOptions build_opts; |
Sheri Zhang | 0de45d0 | 2020-04-17 14:59:13 +0100 | [diff] [blame] | 139 | build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(data_size_from_type(input->info()->data_type()))); |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 140 | build_opts.add_option("-DBATCH_SIZE=" + support::cpp11::to_string(output->info()->dimension(3))); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 141 | build_opts.add_option("-DBLOCK_SHAPE_X=" + support::cpp11::to_string(block_shape_x)); |
| 142 | build_opts.add_option("-DBLOCK_SHAPE_Y=" + support::cpp11::to_string(block_shape_y)); |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 143 | build_opts.add_option("-DCROP_LEFT=" + support::cpp11::to_string(crop_info.left)); |
| 144 | build_opts.add_option("-DCROP_TOP=" + support::cpp11::to_string(crop_info.top)); |
Manuel Bottini | 4c6bd51 | 2020-04-08 10:15:51 +0100 | [diff] [blame] | 145 | _kernel = create_kernel(compile_context, "batch_to_space_static_" + lower_string(string_from_data_layout(input->info()->data_layout())), build_opts.options()); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 146 | |
| 147 | // Configure kernel window |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 148 | Window win = calculate_max_window(*output->info(), Steps()); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 149 | ICLKernel::configure_internal(win); |
| 150 | } |
| 151 | |
| 152 | Status CLBatchToSpaceLayerKernel::validate(const ITensorInfo *input, const ITensorInfo *block_shape, const ITensorInfo *output) |
| 153 | { |
| 154 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, block_shape, output); |
| 155 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, block_shape, output)); |
| 156 | return Status{}; |
| 157 | } |
| 158 | |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 159 | Status CLBatchToSpaceLayerKernel::validate(const ITensorInfo *input, const int32_t block_shape_x, const int32_t block_shape_y, const ITensorInfo *output, const CropInfo &crop_info) |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 160 | { |
| 161 | ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output); |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 162 | ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments_static(input, block_shape_x, block_shape_y, output, crop_info)); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 163 | return Status{}; |
| 164 | } |
| 165 | |
| 166 | void CLBatchToSpaceLayerKernel::run(const Window &window, cl::CommandQueue &queue) |
| 167 | { |
| 168 | ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); |
| 169 | ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); |
| 170 | |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 171 | Window slice_out = window.first_slice_window_3D(); |
| 172 | Window slice_in = window.first_slice_window_4D(); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 173 | |
| 174 | Window vector_slice = window.first_slice_window_1D(); |
| 175 | vector_slice.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 176 | |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 177 | slice_in.set(Window::DimX, Window::Dimension(0, 0, 0)); |
| 178 | slice_in.set(Window::DimY, Window::Dimension(0, 0, 0)); |
| 179 | slice_in.set(Window::DimZ, Window::Dimension(0, 0, 0)); |
| 180 | slice_in.set(3, Window::Dimension(0, 0, 0)); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 181 | |
| 182 | int batch_id = 0; |
| 183 | do |
| 184 | { |
| 185 | unsigned int idx = 0; |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 186 | add_4D_tensor_argument(idx, _input, slice_in); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 187 | add_argument(idx, batch_id); |
| 188 | if(_block_shape != nullptr) |
| 189 | { |
| 190 | add_1D_tensor_argument(idx, _block_shape, vector_slice); |
| 191 | } |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 192 | add_3D_tensor_argument(idx, _output, slice_out); |
| 193 | enqueue(queue, *this, slice_out, lws_hint()); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 194 | |
| 195 | ++batch_id; |
| 196 | } |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 197 | while(window.slide_window_slice_3D(slice_out)); |
Michalis Spyrou | 6a8d3b6 | 2018-08-31 10:07:09 +0100 | [diff] [blame] | 198 | } |
Omar Al Khatib | fff9a4c | 2023-03-28 11:14:29 +0100 | [diff] [blame] | 199 | } // namespace arm_compute |