/* * Copyright (c) 2017-2018 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/runtime/NEON/functions/NEPoolingLayer.h" #include "arm_compute/core/ITensor.h" #include "arm_compute/runtime/NEON/NEScheduler.h" #include "support/ToolchainSupport.h" using namespace arm_compute; NEPoolingLayer::NEPoolingLayer() : _pooling_layer_kernel(), _border_handler(), _is_global_pooling_layer(false), _data_layout(DataLayout::NCHW) { } void NEPoolingLayer::configure(ITensor *input, ITensor *output, const PoolingLayerInfo &pool_info) { // 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 = input->info()->data_layout(); // Configure pooling kernel _pooling_layer_kernel.configure(input, output, pool_info); switch(_data_layout) { case DataLayout::NCHW: { // Configure border depending on operation required (quantize border in case of asymmetric data_type) BorderMode border_mode = (pool_info.pool_type() == PoolingType::MAX) ? BorderMode::REPLICATE : BorderMode::CONSTANT; PixelValue zero_value(0.f); if(is_data_type_quantized_asymmetric(input->info()->data_type()) && !pool_info.exclude_padding()) { zero_value = PixelValue(static_cast(input->info()->quantization_info().offset)); } _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) { return NEPoolingLayerKernel::validate(input, output, pool_info); } void NEPoolingLayer::run() { switch(_data_layout) { case DataLayout::NCHW: // Fill border NEScheduler::get().schedule(&_border_handler, Window::DimY); // Run pooling layer NEScheduler::get().schedule(&_pooling_layer_kernel, _is_global_pooling_layer ? Window::DimZ : Window::DimY); break; case DataLayout::NHWC: // Run pooling layer NEScheduler::get().schedule(&_pooling_layer_kernel, Window::DimX); break; default: ARM_COMPUTE_ERROR("Data layout not supported"); } }