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big change, change interface to template, everything still OK

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This commit is contained in:
tqchen
2014-03-03 22:16:37 -08:00
committed by tqchen
parent a3ca03cfc1
commit b689b4525a
8 changed files with 135 additions and 114 deletions
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17
booster/linear/xgboost_linear.hpp
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@@ -15,7 +15,8 @@
namespace xgboost{
namespace booster{
/*! \brief linear model, with L1/L2 regularization */
class LinearBooster : public IBooster{
template<typename FMatrix>
class LinearBooster : public InterfaceBooster<FMatrix>{
public:
LinearBooster( void ){ silent = 0;}
virtual ~LinearBooster( void ){}
@@ -37,15 +38,15 @@ namespace xgboost{
public:
virtual void DoBoost( std::vector<float> &grad,
std::vector<float> &hess,
const FMatrixS &smat,
const FMatrix &fmat,
const std::vector<unsigned> &root_index ){
utils::Assert( grad.size() < UINT_MAX, "number of instance exceed what we can handle" );
this->UpdateWeights( grad, hess, smat );
}
virtual float Predict( const FMatrixS::Line &sp, unsigned rid = 0 ){
this->UpdateWeights( grad, hess, fmat );
}
inline float Predict( const FMatrix &fmat, bst_uint ridx, unsigned root_index ){
float sum = model.bias();
for( unsigned i = 0; i < sp.len; i ++ ){
sum += model.weight[ sp[i].findex ] * sp[i].fvalue;
for( typename FMatrix::RowIter it = fmat.GetRow(ridx); it.Next(); ){
sum += model.weight[ it.findex() ] * it.fvalue();
}
return sum;
}
@@ -59,6 +60,7 @@ namespace xgboost{
}
return sum;
}
protected:
// training parameter
struct ParamTrain{
@@ -155,7 +157,6 @@ namespace xgboost{
ParamTrain param;
protected:
// update weights, should work for any FMatrix
template<typename FMatrix>
inline void UpdateWeights( std::vector<float> &grad,
const std::vector<float> &hess,
const FMatrix &smat ){