/* * Copyright (c) 2018 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 "arm_compute/core/CL/kernels/CLROIAlignLayerKernel.h" #include "arm_compute/core/AccessWindowStatic.h" #include "arm_compute/core/CL/CLHelpers.h" #include "arm_compute/core/CL/CLKernelLibrary.h" #include "arm_compute/core/CL/CLValidate.h" #include "arm_compute/core/CL/ICLArray.h" #include "arm_compute/core/CL/ICLTensor.h" #include "arm_compute/core/CL/OpenCL.h" #include "arm_compute/core/Helpers.h" #include "arm_compute/core/TensorInfo.h" #include "arm_compute/core/Utils.h" #include "arm_compute/core/Window.h" namespace arm_compute { namespace { Status validate_arguments(const ITensorInfo *input, size_t num_rois, const ITensorInfo *output, const ROIPoolingLayerInfo &pool_info) { ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output); ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(input); ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F32, DataType::F16); ARM_COMPUTE_RETURN_ERROR_ON((pool_info.pooled_width() == 0) || (pool_info.pooled_height() == 0)); ARM_COMPUTE_RETURN_ERROR_ON(num_rois == 0); if(output->total_size() != 0) { ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); ARM_COMPUTE_RETURN_ERROR_ON((output->dimension(0) != pool_info.pooled_width()) || (output->dimension(1) != pool_info.pooled_height())); ARM_COMPUTE_RETURN_ERROR_ON(input->dimension(2) != output->dimension(2)); ARM_COMPUTE_RETURN_ERROR_ON(num_rois != output->dimension(3)); } return Status{}; } } // namespace CLROIAlignLayerKernel::CLROIAlignLayerKernel() : _input(nullptr), _output(nullptr), _rois(nullptr), _pool_info(0, 0, 0.f) { } void CLROIAlignLayerKernel::configure(const ICLTensor *input, const ICLROIArray *rois, ICLTensor *output, const ROIPoolingLayerInfo &pool_info) { ARM_COMPUTE_ERROR_ON_NULLPTR(input, output, rois); ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), rois->num_values(), output->info(), pool_info)); TensorShape output_shape(pool_info.pooled_width(), pool_info.pooled_height(), input->info()->dimension(2), rois->num_values()); auto_init_if_empty(*output->info(), output_shape, 1, input->info()->data_type()); _input = input; _output = output; _rois = rois; _pool_info = pool_info; // Set build options std::set build_opts; build_opts.emplace(("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type()))); build_opts.emplace(("-DDATA_SIZE=" + get_data_size_from_data_type(input->info()->data_type()))); build_opts.emplace(("-DMAX_DIM_X=" + support::cpp11::to_string(_input->info()->dimension(Window::DimX)))); build_opts.emplace(("-DMAX_DIM_Y=" + support::cpp11::to_string(_input->info()->dimension(Window::DimY)))); build_opts.emplace(("-DMAX_DIM_Z=" + support::cpp11::to_string(_input->info()->dimension(Window::DimZ)))); build_opts.emplace(("-DPOOLED_DIM_X=" + support::cpp11::to_string(pool_info.pooled_width()))); build_opts.emplace(("-DPOOLED_DIM_Y=" + support::cpp11::to_string(pool_info.pooled_height()))); build_opts.emplace(("-DSPATIAL_SCALE=" + float_to_string_with_full_precision(pool_info.spatial_scale()))); if(pool_info.sampling_ratio() > 0) { build_opts.emplace(("-DSAMPLING_RATIO=" + support::cpp11::to_string(pool_info.sampling_ratio()))); } // Create kernel std::string kernel_name = "roi_align_layer"; _kernel = static_cast(CLKernelLibrary::get().create_kernel(kernel_name, build_opts)); // Set static kernel arguments unsigned int idx = 2 * num_arguments_per_3D_tensor() + num_arguments_per_1D_array(); add_argument(idx, _input->info()->strides_in_bytes()[3]); add_argument(idx, _output->info()->strides_in_bytes()[3]); // Configure kernel window const unsigned int num_elems_processed_per_iteration = 1; Window window = calculate_max_window(*output->info(), Steps(num_elems_processed_per_iteration)); AccessWindowStatic input_access(input->info(), input->info()->valid_region().start(0), input->info()->valid_region().start(1), input->info()->valid_region().end(0), input->info()->valid_region().end(1)); AccessWindowStatic output_access(output->info(), 0, 0, pool_info.pooled_width(), pool_info.pooled_height()); output_access.set_valid_region(window, ValidRegion(Coordinates(), output->info()->tensor_shape())); ICLKernel::configure_internal(window); } Status CLROIAlignLayerKernel::validate(const ITensorInfo *input, size_t num_rois, ITensorInfo *output, const ROIPoolingLayerInfo &pool_info) { ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, num_rois, output, pool_info)); return Status{}; } void CLROIAlignLayerKernel::run(const Window &window, cl::CommandQueue &queue) { ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window); Window slice = window.first_slice_window_3D(); // Parallelize spatially and across the fourth dimension of the output tensor (also across ROIArray) slice.set(Window::DimZ, window[3]); // Set arguments unsigned int idx = 0; add_3D_tensor_argument(idx, _input, slice); add_1D_array_argument(idx, _rois, Strides(sizeof(ROI)), 1U, slice); add_3D_tensor_argument(idx, _output, slice); enqueue(queue, *this, slice); } } // namespace arm_compute