add matrix builder

This commit is contained in:
tqchen 2014-09-01 21:30:03 -07:00
parent 9d3e09ff2a
commit e43bb91185
2 changed files with 115 additions and 4 deletions

View File

@ -121,7 +121,7 @@ class CSCMatrixManager {
size_t len = col_ptr_[cidx+1] - col_ptr_[cidx];
if (p_page->NumFreeEntry() < len) return false;
ColBatch::Entry *p_data = p_page->AllocEntry(len);
fi_->Seek(col_ptr_[cidx]);
fi_->Seek(col_ptr_[cidx] * sizeof(ColBatch::Entry) + sizeof(size_t));
utils::Check(fi_->Read(p_data, sizeof(ColBatch::Entry) * len) != 0,
"invalid column buffer format");
p_page->col_data.push_back(ColBatch::Inst(p_data, len));
@ -285,8 +285,7 @@ class FMatrixPage : public IFMatrix {
row_iter_->BeforeFirst();
while (row_iter_->Next()) {
const RowBatch &batch = row_iter_->Value();
for (size_t i = 0; i < batch.size; ++i) {
}
}
row_iter_->BeforeFirst();
size_t ktop = 0;

View File

@ -7,6 +7,7 @@
*/
#include <vector>
#include <algorithm>
#include "./io.h"
#include "./utils.h"
namespace xgboost {
@ -118,6 +119,117 @@ struct SparseCSRMBuilder {
}
};
/*!
* \brief a class used to help construct CSR format matrix file
* \tparam IndexType type of index used to store the index position
* \tparam SizeType type of size used in row pointer
*/
template<typename IndexType, typename SizeType = size_t>
struct SparseCSRFileBuilder {
public:
explicit SparseCSRFileBuilder(utils::ISeekStream *fo, size_t buffer_size)
: fo(fo), buffer_size(buffer_size) {
}
/*!
* \brief step 1: initialize the number of rows in the data, not necessary exact
* \nrows number of rows in the matrix, can be smaller than expected
*/
inline void InitBudget(size_t nrows = 0) {
rptr.clear();
rptr.resize(nrows + 1, 0);
}
/*!
* \brief step 2: add budget to each rows
* \param row_id the id of the row
* \param nelem number of element budget add to this row
*/
inline void AddBudget(size_t row_id, SizeType nelem = 1) {
if (rptr.size() < row_id + 2) {
rptr.resize(row_id + 2, 0);
}
rptr[row_id + 1] += nelem;
}
/*! \brief step 3: initialize the necessary storage */
inline void InitStorage(void) {
SizeType nelem = 0;
for (size_t i = 1; i < rptr.size(); i++) {
nelem += rptr[i];
rptr[i] = nelem;
}
SizeType begin_meta = sizeof(SizeType) + nelem * sizeof(IndexType);
fo->Seek(0);
fo->Write(&begin_meta, sizeof(begin_meta));
fo->Seek(begin_meta);
fo->Write(rptr);
// setup buffer space
buffer_rptr.resize(rptr.size());
buffer.reserve(buffer_size);
buffer_data.resize(buffer_size);
saved_offset.clear();
saved_offset.resize(rptr.size() - 1, 0);
this->ClearBuffer();
}
/*! \brief step 4: push element into buffer */
inline void PushElem(SizeType row_id, IndexType col_id) {
if (buffer_temp.size() == buffer_size) {
this->WriteBuffer();
this->ClearBuffer();
}
buffer_temp.push_back(std::make_pair(row_id, col_id));
}
/*! \brief finalize the construction */
inline void Finalize(void) {
this->WriteBuffer();
for (size_t i = 0; i < saved_offset.size(); ++i) {
utils::Assert(saved_offset[i] == rptr[i+1], "some block not write out");
}
}
protected:
inline void WriteBuffer(void) {
SizeType start = 0;
for (size_t i = 1; i < buffer_rptr.size(); ++i) {
size_t rlen = buffer_rptr[i];
buffer_rptr[i] = start;
start += rlen;
}
for (size_t i = 0; i < buffer_temp.size(); ++i) {
SizeType &rp = buffer_rptr[buffer_temp[i].first + 1];
buffer_data[rp++] = buffer_temp[i].second;
}
// write out
for (size_t i = 0; i < buffer_rptr.size(); ++i) {
size_t nelem = buffer_rptr[i+1] - buffer_rptr[i];
if (nelem != 0) {
utils::Assert(saved_offset[i] < rptr[i+1], "data exceed bound");
fo->Seek((rptr[i] + saved_offset[i]) * sizeof(IndexType) + sizeof(SizeType));
fo->Write(&buffer_data[0] + buffer_rptr[i], nelem * sizeof(IndexType));
saved_offset[i] += nelem;
}
}
}
inline void ClearBuffer(void) {
buffer_temp.clear();
std::fill(buffer_rptr.begin(), buffer_rptr.end(), 0);
}
private:
/*! \brief output file pointer the data */
utils::ISeekStream *fo;
/*! \brief pointer to each of the row */
std::vector<SizeType> rptr;
/*! \brief saved top space of each item */
std::vector<SizeType> saved_offset;
// ----- the following are buffer space
/*! \brief maximum size of content buffer*/
size_t buffer_size;
/*! \brief store the data content */
std::vector< std::pair<SizeType, IndexType> > buffer_temp;
/*! \brief saved top space of each item */
std::vector<SizeType> buffer_rptr;
/*! \brief saved top space of each item */
std::vector<IndexType> buffer_data;
};
} // namespace utils
} // namespace xgboost
#endif