#include #include "optimizer.h" typedef int (*update_func)(void*, void*, paddle_element_type, const void*, int); typedef void (*release_func)(void*); typedef struct paddle_optimizer { update_func update; release_func release; void* optimizer; } paddle_optimizer; void paddle_release_optimizer(paddle_optimizer* o) { o->release(o->optimizer); free(o); } int paddle_update_parameter(paddle_optimizer* o, void* buffer, paddle_element_type element_type, const void* gradient, int num_bytes) { return o->update(o->optimizer, buffer, element_type, gradient, num_bytes); } typedef struct { double learning_rate; } SGD_optimizer; int update_SGD(void* optimizer, void* buffer, paddle_element_type element_type, const void* gradient, int num_bytes) { SGD_optimizer* o = (SGD_optimizer*)optimizer; float* parameter = (float*)buffer; float* grad = (float*)gradient; int i; for (i = 0; i < num_bytes / sizeof(float); ++i) { parameter[i] -= o->learning_rate * grad[i]; } return 0; } void release_SGD(void* optimizer) { SGD_optimizer* o = (SGD_optimizer*)optimizer; // nothing allocated on heap } paddle_optimizer* paddle_create_SGD_optimizer(double learning_rate) { SGD_optimizer* impl = (SGD_optimizer*)malloc(sizeof(SGD_optimizer)); impl->learning_rate = learning_rate; paddle_optimizer* opt = (paddle_optimizer*)malloc(sizeof(paddle_optimizer)); opt->update = update_SGD; opt->release = release_SGD; opt->optimizer = impl; return opt; }