#pragma once #include "parameter_optimizer.h" namespace paddle { namespace optimizer { class AdamOptimizer : public ParameterOptimizer { public: AdamOptimizer(Tensor *parameter, LrPolicy *lr, double beta_1, double beta_2, double epsilon, double decay) : ParameterOptimizer(parameter, lr), momentums_(new Tensor(parameter->size())), velocitys_(new Tensor(parameter->size())), beta_1_(beta_1), beta_2_(beta_2), epsilon_(epsilon), decay_(decay) {} ~AdamOptimizer() { if (momentums_) delete momentums_; if (velocitys_) delete velocitys_; } void Update(const Tensor *gradient); const char *SerializeState(int *state_len); void DeserializeState(const std::string &state); private: Tensor *momentums_; Tensor *velocitys_; double beta_1_; double beta_2_; double epsilon_; double decay_; }; } // namespace optimizer } // namespace paddle