/* * Copyright (c) 2016-2018 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/GLES_COMPUTE/kernels/GCScaleKernel.h" #include "arm_compute/core/AccessWindowStatic.h" #include "arm_compute/core/Error.h" #include "arm_compute/core/GLES_COMPUTE/GCHelpers.h" #include "arm_compute/core/GLES_COMPUTE/GCKernelLibrary.h" #include "arm_compute/core/GLES_COMPUTE/IGCKernel.h" #include "arm_compute/core/GLES_COMPUTE/IGCTensor.h" #include "arm_compute/core/GLES_COMPUTE/OpenGLES.h" #include "arm_compute/core/Helpers.h" #include "arm_compute/core/TensorInfo.h" #include "arm_compute/core/Validate.h" #include #include using namespace arm_compute; BorderSize GCScaleKernel::border_size() const { return BorderSize(1); } void GCScaleKernel::configure(const IGCTensor *input, IGCTensor *output, InterpolationPolicy policy, bool border_undefined, SamplingPolicy sampling_policy) { ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::F16); ARM_COMPUTE_ERROR_ON_NULLPTR(output); ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output); ARM_COMPUTE_ERROR_ON(output == input); ARM_COMPUTE_ERROR_ON(policy != InterpolationPolicy::NEAREST_NEIGHBOR); _input = input; _output = output; // Compute the ratio between source width/height and destination width/height const auto wr = static_cast(input->info()->dimension(0)) / static_cast(output->info()->dimension(0)); const auto hr = static_cast(input->info()->dimension(1)) / static_cast(output->info()->dimension(1)); // Compute actual border size BorderSize border = border_undefined ? BorderSize(0) : border_size(); // Area interpolation behaves as Nearest Neighbour in case of up-sampling if(policy == InterpolationPolicy::AREA && wr <= 1.f && hr <= 1.f) { policy = InterpolationPolicy::NEAREST_NEIGHBOR; } else { ARM_COMPUTE_ERROR_ON(policy == InterpolationPolicy::AREA); } // Create kernel std::set build_opts; build_opts.emplace("#define LOCAL_SIZE_X " + support::cpp11::to_string(1)); build_opts.emplace("#define LOCAL_SIZE_Y " + support::cpp11::to_string(1)); build_opts.emplace("#define LOCAL_SIZE_Z " + support::cpp11::to_string(1)); build_opts.emplace("#define DATA_TYPE_FP16"); build_opts.emplace("#define BORDER_SIZE " + support::cpp11::to_string(border.right)); // Configure kernel window unsigned int num_elems_processed_per_iteration = 4; unsigned int input_width_alignment = 2; // performance optimization for 2x upscaling with no border if((fabs(wr - 0.5) < 1e-6) && (fabs(hr - 0.5) < 1e-6) && border_undefined) { num_elems_processed_per_iteration = 8; input_width_alignment = 4; build_opts.emplace("#define SCALE_NEAREST_8X"); } else { build_opts.emplace("#define SCALE_NEAREST_GENERIC"); } std::string interpolation_name = string_from_interpolation_policy(policy); // NOLINT std::transform(interpolation_name.begin(), interpolation_name.end(), interpolation_name.begin(), ::tolower); std::string kernel_name = "scale_" + interpolation_name; _kernel = GCKernelLibrary::get().create_kernel(kernel_name, build_opts); Window win = calculate_max_window(*output->info(), Steps(num_elems_processed_per_iteration)); const ValidRegion &input_valid_region = input->info()->valid_region(); const int total_width = border.left + input_valid_region.anchor[0] + input_valid_region.shape[0] + border.right; const int padding_right = ceil_to_multiple(total_width, input_width_alignment) - border.left - input_valid_region.anchor[0] - input_valid_region.shape[0]; // Reads can occur within the valid region of the input AccessWindowStatic input_access(input->info(), input_valid_region.anchor[0] - border.left, input_valid_region.anchor[1] - border.top, input_valid_region.anchor[0] + input_valid_region.shape[0] + padding_right, input_valid_region.anchor[1] + input_valid_region.shape[1] + border.bottom); AccessWindowHorizontal output_access(output->info(), 0, num_elems_processed_per_iteration); update_window_and_padding(win, input_access, output_access); output_access.set_valid_region(win, calculate_valid_region_scale(*(input->info()), output->info()->tensor_shape(), policy, sampling_policy, border_undefined)); IGCKernel::configure(win); unsigned int idx = 2 * num_arguments_per_3D_tensor(); //Skip the tensor parameters _kernel.set_argument(idx++, static_cast(input->info()->dimension(0))); _kernel.set_argument(idx++, static_cast(input->info()->dimension(1))); _kernel.set_argument(idx++, wr); _kernel.set_argument(idx++, hr); } void GCScaleKernel::run(const Window &window) { ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this); ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(IKernel::window(), window); _kernel.use(); _output->set_needs_shifting(true); Window slice = window.first_slice_window_3D(); Window slice_in = window.first_slice_window_3D(); slice.shift(Window::DimX, -(_output->info()->padding()).left); do { unsigned int idx = 0; add_3D_tensor_argument(idx, _input, 1, slice_in); add_3D_tensor_argument(idx, _output, 2, slice); _kernel.update_shader_params(); enqueue(*this, slice); } while(window.slide_window_slice_3D(slice) && window.slide_window_slice_3D(slice_in)); }