Alien-XGBoost
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xgboost/src/data/sparse_batch_page.h view on Meta::CPAN
* \param row an instance row
*/
inline void Push(const SparseBatch::Inst &inst) {
offset.push_back(offset.back() + inst.length);
size_t begin = data.size();
data.resize(begin + inst.length);
if (inst.length != 0) {
std::memcpy(dmlc::BeginPtr(data) + begin, inst.data,
sizeof(SparseBatch::Entry) * inst.length);
}
}
/*!
* \param base_rowid base_rowid of the data
* \return row batch representation of the page
*/
inline RowBatch GetRowBatch(size_t base_rowid) const {
RowBatch out;
out.base_rowid = base_rowid;
out.ind_ptr = dmlc::BeginPtr(offset);
out.data_ptr = dmlc::BeginPtr(data);
out.size = offset.size() - 1;
return out;
}
};
/*!
* \brief Format specification of SparsePage.
*/
class SparsePage::Format {
public:
/*! \brief virtual destructor */
virtual ~Format() {}
/*!
* \brief Load all the segments into page, advance fi to end of the block.
* \param page The data to read page into.
* \param fi the input stream of the file
* \return true of the loading as successful, false if end of file was reached
*/
virtual bool Read(SparsePage* page, dmlc::SeekStream* fi) = 0;
/*!
* \brief read only the segments we are interested in, advance fi to end of the block.
* \param page The page to load the data into.
* \param fi the input stream of the file
* \param sorted_index_set sorted index of segments we are interested in
* \return true of the loading as successful, false if end of file was reached
*/
virtual bool Read(SparsePage* page,
dmlc::SeekStream* fi,
const std::vector<bst_uint>& sorted_index_set) = 0;
/*!
* \brief save the data to fo, when a page was written.
* \param fo output stream
*/
virtual void Write(const SparsePage& page, dmlc::Stream* fo) = 0;
/*!
* \brief Create sparse page of format.
* \return The created format functors.
*/
static Format* Create(const std::string& name);
/*!
* \brief decide the format from cache prefix.
* \return pair of row format, column format type of the cache prefix.
*/
static std::pair<std::string, std::string> DecideFormat(const std::string& cache_prefix);
};
#if DMLC_ENABLE_STD_THREAD
/*!
* \brief A threaded writer to write sparse batch page to sharded files.
*/
class SparsePage::Writer {
public:
/*!
* \brief constructor
* \param name_shards name of shard files.
* \param format_shards format of each shard.
* \param extra_buffer_capacity Extra buffer capacity before block.
*/
explicit Writer(
const std::vector<std::string>& name_shards,
const std::vector<std::string>& format_shards,
size_t extra_buffer_capacity);
/*! \brief destructor, will close the files automatically */
~Writer();
/*!
* \brief Push a write job to the writer.
* This function won't block,
* writing is done by another thread inside writer.
* \param page The page to be written
*/
void PushWrite(std::shared_ptr<SparsePage>&& page);
/*!
* \brief Allocate a page to store results.
* This function can block when the writer is too slow and buffer pages
* have not yet been recycled.
* \param out_page Used to store the allocated pages.
*/
void Alloc(std::shared_ptr<SparsePage>* out_page);
private:
/*! \brief number of allocated pages */
size_t num_free_buffer_;
/*! \brief clock_pointer */
size_t clock_ptr_;
/*! \brief writer threads */
std::vector<std::unique_ptr<std::thread> > workers_;
/*! \brief recycler queue */
dmlc::ConcurrentBlockingQueue<std::shared_ptr<SparsePage> > qrecycle_;
/*! \brief worker threads */
std::vector<dmlc::ConcurrentBlockingQueue<std::shared_ptr<SparsePage> > > qworkers_;
};
#endif // DMLC_ENABLE_STD_THREAD
/*!
* \brief Registry entry for sparse page format.
*/
struct SparsePageFormatReg
: public dmlc::FunctionRegEntryBase<SparsePageFormatReg,
std::function<SparsePage::Format* ()> > {
};
/*!
* \brief Macro to register sparse page format.
*
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