#pragma once #include "parameter_optimizer.h" namespace paddle { namespace optimizer { class SGDOptimizer : public ParameterOptimizer { public: SGDOptimizer(Tensor* parameter, LrPolicy* lr, double m, double d, bool n) : ParameterOptimizer(parameter, lr), momentums_(nullptr), momentum_(m), decay_(d), nesterov_(n) { if (momentum_ != 0.0) { size_t size = parameter->size(); // TODO: fix it with align aware allocator bind to Tensor momentums_ = new Tensor(size); } } virtual ~SGDOptimizer() { if (momentums_) delete momentums_; } void Update(const Tensor* gradient); std::string SerializeState(); void DeserializeState(const std::string& state); private: Tensor* momentums_; double momentum_; double decay_; bool nesterov_; }; } // namespace optimizer } // namespace paddle