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example.h
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example.h
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#ifndef EX_H
#define EX_H
#include <stdint.h>
#include <pthread.h>
#include "v_array.h"
struct label_data {
float label;
float weight;
float initial;
};
struct feature {
float x;
uint32_t weight_index;
bool operator==(feature j){return weight_index == j.weight_index;}
};
struct audit_data {
char* space;
char* feature;
size_t weight_index;
float x;
bool alloced;
};
struct example // core example datatype.
{
void* ld;
v_array<char> tag;//An identifier for the example.
size_t example_counter;
v_array<size_t> indices;
v_array<feature> atomics[256]; // raw parsed data
v_array<audit_data> audit_features[256];
v_array<feature*> subsets[256];// helper for fast example expansion
size_t num_features;//precomputed, cause it's fast&easy.
size_t pass;
float partial_prediction;//shared data for prediction.
v_array<float> topic_predictions;
float final_prediction;
float global_prediction;
float loss;
float eta_round;
float eta_global;
float global_weight;
float example_t;//sum of importance weights so far.
float sum_feat_sq[256];//helper for total_sum_feat_sq.
float total_sum_feat_sq;//precomputed, cause it's kind of fast & easy.
float revert_weight;
pthread_mutex_t lock; //thread coordination devices
pthread_cond_t finished_sum;//barrier associated with lock.
size_t threads_to_finish;
bool sorted;//Are the features sorted or not?
bool in_use; //in use or not (for the parser)
bool done; //set to false by setup_example()
};
struct partial_example { //used by the multisource parser
int example_number;
label_data ld;
v_array<feature> features;
};
#endif