/* * Copyright (c) 2018-2021, 2023 Arm Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #include "src/core/CL/kernels/CLBatchToSpaceLayerKernel.h" #include "arm_compute/core/CL/CLHelpers.h" #include "arm_compute/core/CL/ICLTensor.h" #include "arm_compute/core/TensorInfo.h" #include "arm_compute/core/utils/misc/ShapeCalculator.h" #include "arm_compute/core/utils/StringUtils.h" #include "src/core/CL/CLValidate.h" #include "src/core/helpers/AutoConfiguration.h" #include "src/core/helpers/WindowHelpers.h" #include "support/StringSupport.h" using namespace arm_compute::misc::shape_calculator; namespace arm_compute { namespace { Status validate_arguments(const ITensorInfo *input, const ITensorInfo *block_info, const ITensorInfo *output) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, block_info, output); ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(block_info, 1, DataType::S32); ARM_COMPUTE_RETURN_ERROR_ON(input->num_dimensions() > 4); ARM_COMPUTE_RETURN_ERROR_ON(input->data_type() == DataType::UNKNOWN); // Validate output if initialized if (output->total_size() != 0) { ARM_COMPUTE_RETURN_ERROR_ON(output->num_dimensions() > 4); ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); } return Status{}; } Status validate_arguments_static(const ITensorInfo *input, const int block_shape_x, const int block_shape_y, const ITensorInfo *output, const CropInfo &crop_info) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output); ARM_COMPUTE_RETURN_ERROR_ON(input->num_dimensions() > 4); ARM_COMPUTE_RETURN_ERROR_ON(block_shape_x <= 0); ARM_COMPUTE_RETURN_ERROR_ON(block_shape_y <= 0); const DataLayout data_layout = input->data_layout(); const int idx_batch = get_data_layout_dimension_index(data_layout, DataLayoutDimension::BATCHES); ARM_COMPUTE_RETURN_ERROR_ON(input->tensor_shape()[idx_batch] % (block_shape_x * block_shape_y) != 0); // Validate output if initialized if (output->total_size() != 0) { const TensorShape expected_output_shape = compute_batch_to_space_shape( input->data_layout(), input->tensor_shape(), block_shape_x, block_shape_y, crop_info); const TensorInfo expected_output = output->clone()->set_tensor_shape(expected_output_shape); ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(output, &expected_output); ARM_COMPUTE_RETURN_ERROR_ON(output->num_dimensions() > 4); ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); } return Status{}; } } // namespace CLBatchToSpaceLayerKernel::CLBatchToSpaceLayerKernel() : _input(nullptr), _block_shape(nullptr), _output(nullptr) { _type = CLKernelType::ELEMENTWISE; } void CLBatchToSpaceLayerKernel::configure(const ICLTensor *input, const ICLTensor *block_shape, ICLTensor *output) { configure(CLKernelLibrary::get().get_compile_context(), input, block_shape, output); } void CLBatchToSpaceLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *block_shape, ICLTensor *output) { ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); auto padding_info = get_padding_info({input, block_shape, output}); ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), block_shape->info(), output->info())); _input = input; _block_shape = block_shape; _output = output; // Create kernel CLBuildOptions build_opts; build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(output->info()->data_type())); build_opts.add_option("-DBATCH_SIZE=" + support::cpp11::to_string(output->info()->dimension(3))); _kernel = create_kernel(compile_context, "batch_to_space_" + lower_string(string_from_data_layout(input->info()->data_layout())), build_opts.options()); // Configure kernel window Window win = calculate_max_window(*output->info(), Steps()); ICLKernel::configure_internal(win); ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info)); } void CLBatchToSpaceLayerKernel::configure(const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output, const CropInfo &crop_info) { configure(CLKernelLibrary::get().get_compile_context(), input, block_shape_x, block_shape_y, output, crop_info); } void CLBatchToSpaceLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output, const CropInfo &crop_info) { ARM_COMPUTE_ERROR_ON_NULLPTR(input, output); const TensorShape output_shape = compute_batch_to_space_shape( input->info()->data_layout(), input->info()->tensor_shape(), block_shape_x, block_shape_y); auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(output_shape)); ARM_COMPUTE_ERROR_THROW_ON( validate_arguments_static(input->info(), block_shape_x, block_shape_y, output->info(), crop_info)); _input = input; _output = output; // Create kernel CLBuildOptions build_opts; build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(data_size_from_type(input->info()->data_type()))); build_opts.add_option("-DBATCH_SIZE=" + support::cpp11::to_string(output->info()->dimension(3))); build_opts.add_option("-DBLOCK_SHAPE_X=" + support::cpp11::to_string(block_shape_x)); build_opts.add_option("-DBLOCK_SHAPE_Y=" + support::cpp11::to_string(block_shape_y)); build_opts.add_option("-DCROP_LEFT=" + support::cpp11::to_string(crop_info.left)); build_opts.add_option("-DCROP_TOP=" + support::cpp11::to_string(crop_info.top)); _kernel = create_kernel( compile_context, "batch_to_space_static_" + lower_string(string_from_data_layout(input->info()->data_layout())), build_opts.options()); // Configure kernel window Window win = calculate_max_window(*output->info(), Steps()); ICLKernel::configure_internal(win); } Status CLBatchToSpaceLayerKernel::validate(const ITensorInfo *input, const ITensorInfo *block_shape, const ITensorInfo *output) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, block_shape, output); ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, block_shape, output)); return Status{}; } 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) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output); ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments_static(input, block_shape_x, block_shape_y, output, crop_info)); return Status{}; } void CLBatchToSpaceLayerKernel::run(const Window &window, cl::CommandQueue &queue) { ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window); Window slice_out = window.first_slice_window_3D(); Window slice_in = window.first_slice_window_4D(); Window vector_slice = window.first_slice_window_1D(); vector_slice.set(Window::DimX, Window::Dimension(0, 0, 0)); slice_in.set(Window::DimX, Window::Dimension(0, 0, 0)); slice_in.set(Window::DimY, Window::Dimension(0, 0, 0)); slice_in.set(Window::DimZ, Window::Dimension(0, 0, 0)); slice_in.set(3, Window::Dimension(0, 0, 0)); int batch_id = 0; do { unsigned int idx = 0; add_4D_tensor_argument(idx, _input, slice_in); add_argument(idx, batch_id); if (_block_shape != nullptr) { add_1D_tensor_argument(idx, _block_shape, vector_slice); } add_3D_tensor_argument(idx, _output, slice_out); enqueue(queue, *this, slice_out, lws_hint()); ++batch_id; } while (window.slide_window_slice_3D(slice_out)); } } // namespace arm_compute