Add number of columns to native data iterator. (#5202)

* Change native data iter into an adapter.
This commit is contained in:
Jiaming Yuan
2020-02-25 23:42:01 +08:00
committed by GitHub
parent e0509b3307
commit f2b8cd2922
11 changed files with 244 additions and 156 deletions

View File

@@ -11,7 +11,7 @@
#include <string>
#include <memory>
#include "xgboost/base.h"
#include "xgboost/data.h"
#include "xgboost/learner.h"
#include "xgboost/c_api.h"
@@ -24,116 +24,6 @@
#include "../data/adapter.h"
#include "../data/simple_dmatrix.h"
namespace xgboost {
// declare the data callback.
XGB_EXTERN_C int XGBoostNativeDataIterSetData(
void *handle, XGBoostBatchCSR batch);
/*! \brief Native data iterator that takes callback to return data */
class NativeDataIter : public dmlc::Parser<uint32_t> {
public:
NativeDataIter(DataIterHandle data_handle,
XGBCallbackDataIterNext* next_callback)
: at_first_(true), bytes_read_(0),
data_handle_(data_handle), next_callback_(next_callback) {
}
// override functions
void BeforeFirst() override {
CHECK(at_first_) << "cannot reset NativeDataIter";
}
bool Next() override {
if ((*next_callback_)(data_handle_,
XGBoostNativeDataIterSetData,
this) != 0) {
at_first_ = false;
return true;
} else {
return false;
}
}
const dmlc::RowBlock<uint32_t>& Value() const override {
return block_;
}
size_t BytesRead() const override {
return bytes_read_;
}
// callback to set the data
void SetData(const XGBoostBatchCSR& batch) {
offset_.clear();
label_.clear();
weight_.clear();
index_.clear();
value_.clear();
offset_.insert(offset_.end(), batch.offset, batch.offset + batch.size + 1);
if (batch.label != nullptr) {
label_.insert(label_.end(), batch.label, batch.label + batch.size);
}
if (batch.weight != nullptr) {
weight_.insert(weight_.end(), batch.weight, batch.weight + batch.size);
}
if (batch.index != nullptr) {
index_.insert(index_.end(), batch.index + offset_[0], batch.index + offset_.back());
}
if (batch.value != nullptr) {
value_.insert(value_.end(), batch.value + offset_[0], batch.value + offset_.back());
}
if (offset_[0] != 0) {
size_t base = offset_[0];
for (size_t& item : offset_) {
item -= base;
}
}
block_.size = batch.size;
block_.offset = dmlc::BeginPtr(offset_);
block_.label = dmlc::BeginPtr(label_);
block_.weight = dmlc::BeginPtr(weight_);
block_.qid = nullptr;
block_.field = nullptr;
block_.index = dmlc::BeginPtr(index_);
block_.value = dmlc::BeginPtr(value_);
bytes_read_ += offset_.size() * sizeof(size_t) +
label_.size() * sizeof(dmlc::real_t) +
weight_.size() * sizeof(dmlc::real_t) +
index_.size() * sizeof(uint32_t) +
value_.size() * sizeof(dmlc::real_t);
}
private:
// at the beinning.
bool at_first_;
// bytes that is read.
size_t bytes_read_;
// handle to the iterator,
DataIterHandle data_handle_;
// call back to get the data.
XGBCallbackDataIterNext* next_callback_;
// internal offset
std::vector<size_t> offset_;
// internal label data
std::vector<dmlc::real_t> label_;
// internal weight data
std::vector<dmlc::real_t> weight_;
// internal index.
std::vector<uint32_t> index_;
// internal value.
std::vector<dmlc::real_t> value_;
// internal Rowblock
dmlc::RowBlock<uint32_t> block_;
};
int XGBoostNativeDataIterSetData(
void *handle, XGBoostBatchCSR batch) {
API_BEGIN();
static_cast<xgboost::NativeDataIter*>(handle)->SetData(batch);
API_END();
}
} // namespace xgboost
using namespace xgboost; // NOLINT(*);
/*! \brief entry to to easily hold returning information */
@@ -186,21 +76,23 @@ int XGDMatrixCreateFromFile(const char *fname,
API_END();
}
int XGDMatrixCreateFromDataIter(
void* data_handle,
XGBCallbackDataIterNext* callback,
const char *cache_info,
DMatrixHandle *out) {
XGB_DLL int XGDMatrixCreateFromDataIter(
void *data_handle, // a Java interator
XGBCallbackDataIterNext *callback, // C++ callback defined in xgboost4j.cpp
const char *cache_info, DMatrixHandle *out) {
API_BEGIN();
std::string scache;
if (cache_info != nullptr) {
scache = cache_info;
}
NativeDataIter parser(data_handle, callback);
data::FileAdapter adapter(&parser);
*out = new std::shared_ptr<DMatrix>(DMatrix::Create(
&adapter, std::numeric_limits<float>::quiet_NaN(), 1, scache));
xgboost::data::IteratorAdapter adapter(data_handle, callback);
*out = new std::shared_ptr<DMatrix> {
DMatrix::Create(
&adapter, std::numeric_limits<float>::quiet_NaN(),
1, scache
)
};
API_END();
}