add changes

This commit is contained in:
tqchen 2014-08-24 17:25:17 -07:00
parent da75f8f1a4
commit 7874c2559b
5 changed files with 52 additions and 28 deletions

View File

@ -44,6 +44,10 @@ struct bst_gpair {
* these information are not necessarily presented, and can be empty
*/
struct BoosterInfo {
/*! \brief number of rows in the data */
size_t num_row;
/*! \brief number of columns in the data */
size_t num_col;
/*!
* \brief specified root index of each instance,
* can be used for multi task setting
@ -51,6 +55,9 @@ struct BoosterInfo {
std::vector<unsigned> root_index;
/*! \brief set fold indicator */
std::vector<unsigned> fold_index;
/*! \brief number of rows, number of columns */
BoosterInfo(void) : num_row(0), num_col(0) {
}
/*! \brief get root of ith instance */
inline unsigned GetRoot(size_t i) const {
return root_index.size() == 0 ? 0 : root_index[i];

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@ -135,7 +135,7 @@ class GBTree : public IGradBooster<FMatrix> {
const int tid = omp_get_thread_num();
tree::RegTree::FVec &feats = thread_temp[tid];
const size_t ridx = batch.base_rowid + i;
const unsigned root_idx = info.GetRoot(i);
const unsigned root_idx = info.GetRoot(ridx);
// loop over output groups
for (int gid = 0; gid < mparam.num_output_group; ++gid) {
preds[ridx * mparam.num_output_group + gid] =

View File

@ -62,10 +62,10 @@ class DMatrixSimple : public DataMatrix {
inline size_t AddRow(const std::vector<SparseBatch::Entry> &feats) {
for (size_t i = 0; i < feats.size(); ++i) {
row_data_.push_back(feats[i]);
info.num_col = std::max(info.num_col, static_cast<size_t>(feats[i].findex+1));
info.info.num_col = std::max(info.info.num_col, static_cast<size_t>(feats[i].findex+1));
}
row_ptr_.push_back(row_ptr_.back() + feats.size());
info.num_row += 1;
info.info.num_row += 1;
return row_ptr_.size() - 2;
}
/*!
@ -99,19 +99,19 @@ class DMatrixSimple : public DataMatrix {
if (!silent) {
printf("%lux%lu matrix with %lu entries is loaded from %s\n",
info.num_row, info.num_col, row_data_.size(), fname);
info.num_row(), info.num_col(), row_data_.size(), fname);
}
fclose(file);
// try to load in additional file
std::string name = fname;
std::string gname = name + ".group";
if (info.TryLoadGroup(gname.c_str(), silent)) {
utils::Check(info.group_ptr.back() == info.num_row,
utils::Check(info.group_ptr.back() == info.num_row(),
"DMatrix: group data does not match the number of rows in features");
}
std::string wname = name + ".weight";
if (info.TryLoadFloatInfo("weight", wname.c_str(), silent)) {
utils::Check(info.weights.size() == info.num_row,
utils::Check(info.weights.size() == info.num_row(),
"DMatrix: weight data does not match the number of rows in features");
}
std::string mname = name + ".base_margin";
@ -139,7 +139,7 @@ class DMatrixSimple : public DataMatrix {
if (!silent) {
printf("%lux%lu matrix with %lu entries is loaded from %s\n",
info.num_row, info.num_col, row_data_.size(), fname);
info.num_row(), info.num_col(), row_data_.size(), fname);
if (info.group_ptr.size() != 0) {
printf("data contains %u groups\n", (unsigned)info.group_ptr.size()-1);
}
@ -163,7 +163,7 @@ class DMatrixSimple : public DataMatrix {
if (!silent) {
printf("%lux%lu matrix with %lu entries is saved to %s\n",
info.num_row, info.num_col, row_data_.size(), fname);
info.num_row(), info.num_col(), row_data_.size(), fname);
if (info.group_ptr.size() != 0) {
printf("data contains %lu groups\n", info.group_ptr.size()-1);
}

View File

@ -15,10 +15,12 @@ namespace learner {
* \brief meta information needed in training, including label, weight
*/
struct MetaInfo {
/*! \brief number of rows in the data */
size_t num_row;
/*! \brief number of columns in the data */
size_t num_col;
/*!
* \brief information needed by booster
* BoosterInfo does not implement save and load,
* all serialization is done in MetaInfo
*/
BoosterInfo info;
/*! \brief label of each instance */
std::vector<float> labels;
/*!
@ -28,8 +30,6 @@ struct MetaInfo {
std::vector<bst_uint> group_ptr;
/*! \brief weights of each instance, optional */
std::vector<float> weights;
/*! \brief information needed by booster */
BoosterInfo info;
/*!
* \brief initialized margins,
* if specified, xgboost will start from this init margin
@ -39,7 +39,15 @@ struct MetaInfo {
/*! \brief version flag, used to check version of this info */
static const int kVersion = 0;
// constructor
MetaInfo(void) : num_row(0), num_col(0) {}
MetaInfo(void) {}
/*! \return number of rows in dataset */
inline size_t num_row(void) const {
return info.num_row;
}
/*! \return number of columns in dataset */
inline size_t num_col(void) const {
return info.num_col;
}
/*! \brief clear all the information */
inline void Clear(void) {
labels.clear();
@ -47,7 +55,7 @@ struct MetaInfo {
weights.clear();
info.root_index.clear();
base_margin.clear();
num_row = num_col = 0;
info.num_row = info.num_col = 0;
}
/*! \brief get weight of each instances */
inline float GetWeight(size_t i) const {
@ -60,8 +68,8 @@ struct MetaInfo {
inline void SaveBinary(utils::IStream &fo) const {
int version = kVersion;
fo.Write(&version, sizeof(version));
fo.Write(&num_row, sizeof(num_row));
fo.Write(&num_col, sizeof(num_col));
fo.Write(&info.num_row, sizeof(info.num_row));
fo.Write(&info.num_col, sizeof(info.num_col));
fo.Write(labels);
fo.Write(group_ptr);
fo.Write(weights);
@ -71,8 +79,8 @@ struct MetaInfo {
inline void LoadBinary(utils::IStream &fi) {
int version;
utils::Check(fi.Read(&version, sizeof(version)), "MetaInfo: invalid format");
utils::Check(fi.Read(&num_row, sizeof(num_row)), "MetaInfo: invalid format");
utils::Check(fi.Read(&num_col, sizeof(num_col)), "MetaInfo: invalid format");
utils::Check(fi.Read(&info.num_row, sizeof(info.num_row)), "MetaInfo: invalid format");
utils::Check(fi.Read(&info.num_col, sizeof(info.num_col)), "MetaInfo: invalid format");
utils::Check(fi.Read(&labels), "MetaInfo: invalid format");
utils::Check(fi.Read(&group_ptr), "MetaInfo: invalid format");
utils::Check(fi.Read(&weights), "MetaInfo: invalid format");
@ -94,19 +102,28 @@ struct MetaInfo {
fclose(fi);
return true;
}
inline std::vector<float>& GetInfo(const char *field) {
inline std::vector<float>& GetFloatInfo(const char *field) {
if (!strcmp(field, "label")) return labels;
if (!strcmp(field, "weight")) return weights;
if (!strcmp(field, "base_margin")) return base_margin;
utils::Error("unknown field %s", field);
return labels;
}
inline const std::vector<float>& GetInfo(const char *field) const {
return ((MetaInfo*)this)->GetInfo(field);
inline const std::vector<float>& GetFloatInfo(const char *field) const {
return ((MetaInfo*)this)->GetFloatInfo(field);
}
inline std::vector<unsigned> &GetUIntInfo(const char *field) {
if (!strcmp(field, "root_index")) return info.root_index;
if (!strcmp(field, "fold_index")) return info.fold_index;
utils::Error("unknown field %s", field);
return info.root_index;
}
inline const std::vector<unsigned> &GetUIntInfo(const char *field) const {
return ((MetaInfo*)this)->GetUIntInfo(field);
}
// try to load weight information from file, if exists
inline bool TryLoadFloatInfo(const char *field, const char* fname, bool silent = false) {
std::vector<float> &weights = this->GetInfo(field);
std::vector<float> &weights = this->GetFloatInfo(field);
FILE *fi = fopen64(fname, "r");
if (fi == NULL) return false;
float wt;

View File

@ -58,9 +58,9 @@ class BoostLearner {
if (dupilicate) continue;
// set mats[i]'s cache learner pointer to this
mats[i]->cache_learner_ptr_ = this;
cache_.push_back(CacheEntry(mats[i], buffer_size, mats[i]->info.num_row));
buffer_size += mats[i]->info.num_row;
num_feature = std::max(num_feature, static_cast<unsigned>(mats[i]->info.num_col));
cache_.push_back(CacheEntry(mats[i], buffer_size, mats[i]->info.num_row()));
buffer_size += mats[i]->info.num_row();
num_feature = std::max(num_feature, static_cast<unsigned>(mats[i]->info.num_col()));
}
char str_temp[25];
if (num_feature > mparam.num_feature) {
@ -329,7 +329,7 @@ class BoostLearner {
inline int64_t FindBufferOffset(const DMatrix<FMatrix> &mat) const {
for (size_t i = 0; i < cache_.size(); ++i) {
if (cache_[i].mat_ == &mat && mat.cache_learner_ptr_ == this) {
if (cache_[i].num_row_ == mat.info.num_row) {
if (cache_[i].num_row_ == mat.info.num_row()) {
return cache_[i].buffer_offset_;
}
}