/* * Copyright (c) 2017-2021 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/runtime/NEON/functions/NEPoolingLayer.h" #include "arm_compute/core/ITensor.h" #include "arm_compute/runtime/NEON/NEScheduler.h" #include "src/core/NEON/kernels/NEFillBorderKernel.h" #include "src/core/NEON/kernels/NEPoolingLayerKernel.h" #include "src/runtime/NEON/functions/NEPoolingAssemblyDispatch.h" namespace arm_compute { NEPoolingLayer::~NEPoolingLayer() = default; NEPoolingLayer::NEPoolingLayer(std::shared_ptr memory_manager) : _memory_manager(std::move(memory_manager)), _pooling_layer_kernel(), _border_handler(), _asm_glue(), _is_global_pooling_layer(false), _data_layout(DataLayout::NCHW) { } void NEPoolingLayer::configure(ITensor *input, ITensor *output, const PoolingLayerInfo &pool_info, ITensor *indices) { // Check if we can run assembly kernels. Currently, indices are not supported by those kernels const bool run_optimised = bool(NEPoolingAssemblyDispatch::validate(input->info(), output->info(), pool_info)) && (indices == nullptr); if(run_optimised) { _asm_glue = std::make_unique(_memory_manager); _asm_glue->configure(input, output, pool_info); ARM_COMPUTE_ERROR_ON(!_asm_glue->is_configured()); } else { // Check if we have Global Pooling Layer _is_global_pooling_layer = (input->info()->dimension(0) == pool_info.pool_size.width) && (input->info()->dimension(1) == pool_info.pool_size.height); // Get data layout _data_layout = pool_info.data_layout == DataLayout::UNKNOWN ? input->info()->data_layout() : pool_info.data_layout; // Configure pooling kernel _pooling_layer_kernel = std::make_unique(); _pooling_layer_kernel->configure(input, output, pool_info, indices); switch(_data_layout) { case DataLayout::NCHW: { // Configure border depending on operation required (quantize border in case of asymmetric data_type) BorderMode border_mode = (!indices && pool_info.pool_type == PoolingType::MAX) ? BorderMode::REPLICATE : BorderMode::CONSTANT; PixelValue zero_value((indices) ? std::numeric_limits::min() : 0.f); if(is_data_type_quantized_asymmetric(input->info()->data_type()) && !pool_info.exclude_padding) { zero_value = PixelValue(0, input->info()->data_type(), input->info()->quantization_info()); } _border_handler = std::make_unique(); _border_handler->configure(input, _pooling_layer_kernel->border_size(), border_mode, zero_value); break; } case DataLayout::NHWC: break; default: ARM_COMPUTE_ERROR("Data layout not supported"); } } } Status NEPoolingLayer::validate(const ITensorInfo *input, const ITensorInfo *output, const PoolingLayerInfo &pool_info, const ITensorInfo *indices) { const bool run_optimised = bool(NEPoolingAssemblyDispatch::validate(input, output, pool_info)) && (indices == nullptr); if(run_optimised) { return Status{}; } return NEPoolingLayerKernel::validate(input, output, pool_info, indices); } void NEPoolingLayer::run() { if(_asm_glue && _asm_glue->is_configured()) { _asm_glue->run(); } else { switch(_data_layout) { case DataLayout::NCHW: // Fill border NEScheduler::get().schedule(_border_handler.get(), Window::DimY); // Run pooling layer NEScheduler::get().schedule(_pooling_layer_kernel.get(), _is_global_pooling_layer ? Window::DimZ : Window::DimY); break; case DataLayout::NHWC: // Run pooling layer NEScheduler::get().schedule(_pooling_layer_kernel.get(), Window::DimX); break; default: ARM_COMPUTE_ERROR("Data layout not supported"); } } } } // namespace arm_compute