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Paddle/paddle/optimizer/adagrad_optimizer.h

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#ifndef PADDLE_ADAGRAD_OPTIMIZER_H_
#define PADDLE_ADAGRAD_OPTIMIZER_H_
#include "parameter_optimizer.h"
namespace paddle {
namespace optimizer {
template <class T>
class AdagradOptimizer : public ParameterOptimizer<T> {
public:
using ParameterOptimizer<T>::parameter_;
using ParameterOptimizer<T>::num_sample_passed;
using ParameterOptimizer<T>::lr_policy;
AdagradOptimizer(double epsilon, double decay, BaseLr *lr)
: ParameterOptimizer<T>(lr), epsilon(epsilon), decay(decay) {}
~AdagradOptimizer() {
if (accum_gradient) delete accum_gradient;
}
void update(const Tensor<T> &gradient);
void set_weight(const Tensor<T> *p);
T *get_weight() const;
private:
Tensor<T> *accum_gradient;
double epsilon;
double decay;
};
} // namespace optimizer
} // namespace paddle
#endif