#pragma once #include #include #include #include "OptimizerConfig.pb.h" #include "lr_policy.h" #include "serialization.h" #include "tensor.h" namespace paddle { namespace optimizer { class ParameterOptimizer { public: /** * @brief update hook for algorithm need to traverse parameter more than * once. */ ParameterOptimizer(Tensor *parameter, LrPolicy *lr) : parameter_(parameter), lr_policy_(lr), num_sample_passed_(0) {} virtual ~ParameterOptimizer() { delete parameter_; delete lr_policy_; } static ParameterOptimizer *Create(const std::string &config_proto, Tensor *parameter); virtual void Update(const Tensor *gradient) = 0; virtual float *get_weight(int *param_size) const; virtual std::string SerializeState() = 0; virtual void DeserializeState(const std::string &state) = 0; protected: Tensor *parameter_; // learning rate policy LrPolicy *lr_policy_; uint64_t num_sample_passed_; }; } // namespace optimizer } // namespace paddle