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/**
* @file gensvm_gridsearch.h
* @author Gertjan van den Burg
* @date August, 2013
* @brief Header file for gensvm_gridsearch.c
*
* @details
* The grid search for the optimal parameters is done through a queue.
* This file contains struct definitions for this queue and a single
* task in a queue, as well as a structure for the complete training
* scheme. Function declarations are also included.
*
*/
#ifndef GENSVM_GRIDSEARCH_H
#define GENSVM_GRIDSEARCH_H
// includes
#include "gensvm_cv_util.h"
#include "gensvm_init.h"
#include "gensvm_grid.h"
#include "gensvm_optimize.h"
#include "gensvm_pred.h"
#include "gensvm_queue.h"
#include "gensvm_timer.h"
// function declarations
void gensvm_fill_queue(struct GenGrid *grid, struct GenQueue *queue,
struct GenData *train_data, struct GenData *test_data);
void consistency_repeats(struct GenQueue *q, long repeats, TrainType traintype);
void make_model_from_task(struct GenTask *task, struct GenModel *model);
void print_progress_string(struct GenTask *task, long N);
void start_training(struct GenQueue *q);
double gensvm_cross_validation(struct GenModel *model,
struct GenData **train_folds, struct GenData **test_folds,
int folds, long n_total);
#endif
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