fix some bugs in linux
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@ -13,6 +13,8 @@
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#include "../utils/xgboost_omp.h"
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#include "../utils/xgboost_random.h"
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#include "xgboost_regrank_data.h"
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#include <functional>
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#include <tuple>
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namespace xgboost{
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namespace regrank{
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@ -199,7 +201,7 @@ namespace xgboost{
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const DMatrix::Info &info) const{
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if (info.group_ptr.size() <= 1) return 0;
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float acc = 0;
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std::vector<std::pair<float, float>> pairs_sort;
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std::vector< std::pair<float, float> > pairs_sort;
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for (int i = 0; i < info.group_ptr.size() - 1; i++){
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for (int j = info.group_ptr[i]; j < info.group_ptr[i + 1]; j++){
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pairs_sort.push_back(std::make_pair(preds[j], info.labels[j]));
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@ -222,16 +224,23 @@ namespace xgboost{
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}
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private:
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float NDCG(std::vector<std::pair<float, float>> pairs_sort) const{
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std::sort(pairs_sort.begin(), pairs_sort.end(), std::greater<float>());
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/*\brief Obtain NDCG given the list of labels and predictions
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* \param pairs_sort the first field is prediction and the second is label
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*/
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float NDCG(std::vector< std::pair<float, float> > pairs_sort) const{
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std::sort(pairs_sort.begin(), pairs_sort.end(), [](std::pair<float, float> a, std::pair<float, float> b){
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return std::get<0>(a) > std::get<0>(b);
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});
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float dcg = DCG(pairs_sort);
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std::sort(pairs_sort.begin(), pairs_sort.end(), std::greater<float>());
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std::sort(pairs_sort.begin(), pairs_sort.end(), [](std::pair<float, float> a, std::pair<float, float> b){
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return std::get<1>(a) > std::get<1>(b);
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});
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float IDCG = DCG(pairs_sort);
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if (IDCG == 0) return 0;
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return dcg / IDCG;
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}
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float DCG(std::vector<std::pair<float, float>> pairs_sort) const{
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float DCG(std::vector< std::pair<float, float> > pairs_sort) const{
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std::vector<float> labels;
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for (int i = 1; i < pairs_sort.size(); i++){
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labels.push_back(std::get<1>(pairs_sort[i]));
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@ -263,8 +272,13 @@ namespace xgboost{
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}
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private:
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float average_precision(std::vector<std::pair<float,float>> pairs_sort) const{
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std::sort(pairs_sort.begin(), pairs_sort.end(), std::greater<float>());
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/*\brief Obtain average precision given the list of labels and predictions
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* \param pairs_sort the first field is prediction and the second is label
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*/
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float average_precision(std::vector< std::pair<float,float> > pairs_sort) const{
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std::sort(pairs_sort.begin(), pairs_sort.end(), [](std::pair<float, float> a, std::pair<float, float> b){
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return std::get<0>(a) > std::get<0>(b);
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});
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float hits = 0;
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float average_precision = 0;
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for (int j = 0; j < pairs_sort.size(); j++){
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@ -245,6 +245,12 @@ namespace xgboost{
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}
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private:
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int lambda_;
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const static int PAIRWISE = 0;
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const static int MAP = 1;
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const static int NDCG = 2;
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sample::PairSamplerWrapper sampler_;
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LossType loss_;
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/* \brief Sorted tuples of a group by the predictions, and
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* the fields in the return tuples successively are predicions,
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* labels, and the index of the instance
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@ -400,13 +406,7 @@ namespace xgboost{
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return pred_diff_exp / pow(1 + pred_diff_exp, 2);
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}
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private:
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int lambda_;
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const static int PAIRWISE = 0;
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const static int MAP = 1;
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const static int NDCG = 2;
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sample::PairSamplerWrapper sampler_;
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LossType loss_;
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};
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};
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};
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@ -10,7 +10,7 @@
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#if defined(_OPENMP)
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#include <omp.h>
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#else
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#warning "OpenMP is not available, compile to single thread code"
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//#warning "OpenMP is not available, compile to single thread code"
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inline int omp_get_thread_num() { return 0; }
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inline int omp_get_num_threads() { return 1; }
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inline void omp_set_num_threads(int nthread) {}
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@ -136,7 +136,10 @@ namespace xgboost{
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}
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/*! \brief return a real number uniform in [0,1) */
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inline double RandDouble( void ){
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return static_cast<double>( rand_r( &rseed ) ) / (static_cast<double>( RAND_MAX )+1.0);
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// return static_cast<double>( rand_( &rseed ) ) / (static_cast<double>( RAND_MAX )+1.0);
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return static_cast<double>(rand()) / (static_cast<double>(RAND_MAX)+1.0);
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}
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// random number seed
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unsigned rseed;
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