/******************************************************************************** * Copyright (c) 2023 CEA-List * * This program and the accompanying materials are made available under the * terms of the Eclipse Public License 2.0 which is available at * http://www.eclipse.org/legal/epl-2.0. * * SPDX-License-Identifier: EPL-2.0 * ********************************************************************************/ #include <memory> #include <stdexcept> // std::runtime_error #include <string> #include <vector> #include "aidge/data/Tensor.hpp" #include "aidge/operator/GlobalAveragePooling.hpp" #include "aidge/utils/ErrorHandling.hpp" #include "aidge/utils/Types.h" const std::string Aidge::GlobalAveragePooling_Op::Type = "GlobalAveragePooling"; Aidge::GlobalAveragePooling_Op::GlobalAveragePooling_Op(const Aidge::GlobalAveragePooling_Op &op) : OperatorTensor(op) { if (op.mImpl) { SET_IMPL_MACRO(GlobalAveragePooling_Op, *this, op.backend()); } else { mImpl = nullptr; } } std::shared_ptr<Aidge::Operator> Aidge::GlobalAveragePooling_Op::clone() const { return std::make_shared<GlobalAveragePooling_Op>(*this); } bool Aidge::GlobalAveragePooling_Op::forwardDims(bool /*allowDataDependency*/) { if (inputsAssociated()) { AIDGE_ASSERT(getInput(0)->dims().size() >= 3, "GlobalAveragePooling : needs at least a 3 dimensions input, " "number of input dim : {}", getInput(0)->dims().size()); // Global average pooling takes each filter, averages its values and uses // it as an output(Much like a fancier flatten). 1st dim is batch 2nd is // number of filter std::vector<DimSize_t> outputDims(getInput(0)->nbDims(), 1); outputDims[0] = getInput(0)->dims()[0]; outputDims[1] = getInput(0)->dims()[1]; mOutputs[0]->resize(outputDims); return true; } return false; } void Aidge::GlobalAveragePooling_Op::setBackend(const std::string &name, Aidge::DeviceIdx_t device) { SET_IMPL_MACRO(GlobalAveragePooling_Op, *this, name); mOutputs[0]->setBackend(name, device); } std::set<std::string> Aidge::GlobalAveragePooling_Op::getAvailableBackends() const { return Registrar<GlobalAveragePooling_Op>::getKeys(); } //////////////////////////////////////// std::shared_ptr<Aidge::Node> Aidge::GlobalAveragePooling(const std::string &name) { return std::make_shared<Node>(std::make_shared<GlobalAveragePooling_Op>(), name); }