tests/cpp: Add tests for SparsePageDMatrix

The SparsePageDMatrix or external memory DMatrix reads data from the
file IO rather than load it into RAM.
This commit is contained in:
AbdealiJK 2016-12-03 12:38:52 +05:30 committed by Tianqi Chen
parent c3629c91d3
commit d6407c3746
3 changed files with 105 additions and 0 deletions

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@ -0,0 +1,98 @@
// Copyright by Contributors
#include <xgboost/data.h>
#include "../../../src/data/sparse_page_dmatrix.h"
#include "../helpers.h"
TEST(SparsePageDMatrix, MetaInfo) {
std::string tmp_file = CreateSimpleTestData();
xgboost::DMatrix * dmat = xgboost::DMatrix::Load(
tmp_file + "#" + tmp_file + ".cache", true, false);
std::remove(tmp_file.c_str());
EXPECT_TRUE(FileExists(tmp_file + ".cache"));
// Test the metadata that was parsed
EXPECT_EQ(dmat->info().num_row, 2);
EXPECT_EQ(dmat->info().num_col, 5);
EXPECT_EQ(dmat->info().num_nonzero, 6);
EXPECT_EQ(dmat->info().labels.size(), dmat->info().num_row);
// Clean up of external memory files
std::remove((tmp_file + ".cache").c_str());
std::remove((tmp_file + ".cache.row.page").c_str());
}
TEST(SparsePageDMatrix, RowAccess) {
std::string tmp_file = CreateSimpleTestData();
xgboost::DMatrix * dmat = xgboost::DMatrix::Load(
tmp_file + "#" + tmp_file + ".cache", true, false);
std::remove(tmp_file.c_str());
EXPECT_TRUE(FileExists(tmp_file + ".cache.row.page"));
dmlc::DataIter<xgboost::RowBatch> * row_iter = dmat->RowIterator();
// Loop over the batches and count the records
long row_count = 0;
row_iter->BeforeFirst();
while (row_iter->Next()) row_count += row_iter->Value().size;
EXPECT_EQ(row_count, dmat->info().num_row);
// Test the data read into the first row
row_iter->BeforeFirst();
row_iter->Next();
xgboost::SparseBatch::Inst first_row = row_iter->Value()[0];
ASSERT_EQ(first_row.length, 3);
EXPECT_EQ(first_row[2].index, 2);
EXPECT_EQ(first_row[2].fvalue, 20);
row_iter = nullptr;
// Clean up of external memory files
std::remove((tmp_file + ".cache").c_str());
std::remove((tmp_file + ".cache.row.page").c_str());
}
TEST(SparsePageDMatrix, ColAcess) {
std::string tmp_file = CreateSimpleTestData();
xgboost::DMatrix * dmat = xgboost::DMatrix::Load(
tmp_file + "#" + tmp_file + ".cache", true, false);
std::remove(tmp_file.c_str());
EXPECT_FALSE(FileExists(tmp_file + ".cache.col.page"));
EXPECT_EQ(dmat->HaveColAccess(), false);
const std::vector<bool> enable(dmat->info().num_col, true);
dmat->InitColAccess(enable, 1, 1); // Max 1 row per patch
ASSERT_EQ(dmat->HaveColAccess(), true);
EXPECT_TRUE(FileExists(tmp_file + ".cache.col.page"));
EXPECT_EQ(dmat->GetColSize(0), 2);
EXPECT_EQ(dmat->GetColSize(1), 1);
EXPECT_EQ(dmat->GetColDensity(0), 1);
EXPECT_EQ(dmat->GetColDensity(1), 0.5);
dmlc::DataIter<xgboost::ColBatch> * col_iter = dmat->ColIterator();
// Loop over the batches and assert the data is as expected
long num_col_batch = 0;
col_iter->BeforeFirst();
while (col_iter->Next()) {
num_col_batch += 1;
EXPECT_EQ(col_iter->Value().size, dmat->info().num_col)
<< "Expected batch size to be same as num_cols as max_row_perbatch is 1.";
}
EXPECT_EQ(num_col_batch, dmat->info().num_row)
<< "Expected num batches to be same as num_rows as max_row_perbatch is 1";
col_iter = nullptr;
std::vector<xgboost::bst_uint> sub_feats = {4, 3};
dmlc::DataIter<xgboost::ColBatch> * sub_col_iter = dmat->ColIterator(sub_feats);
// Loop over the batches and assert the data is as expected
sub_col_iter->BeforeFirst();
while (sub_col_iter->Next()) {
EXPECT_EQ(sub_col_iter->Value().size, sub_feats.size())
<< "Expected size of a batch to be same as number of columns "
<< "as max_row_perbatch was set to 1.";
}
sub_col_iter = nullptr;
// Clean up of external memory files
std::remove((tmp_file + ".cache").c_str());
std::remove((tmp_file + ".cache.col.page").c_str());
std::remove((tmp_file + ".cache.row.page").c_str());
}

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@ -4,6 +4,11 @@ std::string TempFileName() {
return std::tmpnam(nullptr); return std::tmpnam(nullptr);
} }
bool FileExists(const std::string name) {
struct stat st;
return stat(name.c_str(), &st) == 0;
}
long GetFileSize(const std::string filename) { long GetFileSize(const std::string filename) {
struct stat st; struct stat st;
stat(filename.c_str(), &st); stat(filename.c_str(), &st);

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@ -12,6 +12,8 @@
std::string TempFileName(); std::string TempFileName();
bool FileExists(const std::string name);
long GetFileSize(const std::string filename); long GetFileSize(const std::string filename);
std::string CreateSimpleTestData(); std::string CreateSimpleTestData();