xgboost/tests/cpp/data/test_metainfo.cu
Jiaming Yuan d30e63a0a5
Support feature names/types for cudf. (#4902)
* Implement most of the pandas procedure for cudf except for type conversion.
* Requires an array of interfaces in metainfo.
2019-09-29 15:07:51 -04:00

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/*! Copyright 2019 by Contributors */
#include <gtest/gtest.h>
#include <xgboost/data.h>
#include <xgboost/json.h>
#include <thrust/device_vector.h>
#include "../../../src/common/device_helpers.cuh"
namespace xgboost {
template <typename T>
std::string PrepareData(std::string typestr, thrust::device_vector<T>* out) {
constexpr size_t kRows = 16;
out->resize(kRows);
auto& d_data = *out;
for (size_t i = 0; i < d_data.size(); ++i) {
d_data[i] = i * 2.0;
}
Json column { Object() };
std::vector<Json> j_shape {Json(Integer(static_cast<Integer::Int>(kRows)))};
column["shape"] = Array(j_shape);
column["strides"] = Array(std::vector<Json>{Json(Integer(static_cast<Integer::Int>(4)))});
column["version"] = Integer(static_cast<Integer::Int>(1));
column["typestr"] = String(typestr);
auto p_d_data = dh::Raw(d_data);
std::vector<Json> j_data {
Json(Integer(reinterpret_cast<Integer::Int>(p_d_data))),
Json(Boolean(false))};
column["data"] = j_data;
Json array(std::vector<Json>{column});
std::stringstream ss;
Json::Dump(array, &ss);
std::string str = ss.str();
return str;
}
TEST(MetaInfo, FromInterface) {
cudaSetDevice(0);
thrust::device_vector<float> d_data;
std::string str = PrepareData<float>("<f4", &d_data);
MetaInfo info;
info.SetInfo("label", str.c_str());
auto const& h_label = info.labels_.HostVector();
for (size_t i = 0; i < d_data.size(); ++i) {
ASSERT_EQ(h_label[i], d_data[i]);
}
info.SetInfo("weight", str.c_str());
auto const& h_weight = info.weights_.HostVector();
for (size_t i = 0; i < d_data.size(); ++i) {
ASSERT_EQ(h_weight[i], d_data[i]);
}
info.SetInfo("base_margin", str.c_str());
auto const& h_base_margin = info.base_margin_.HostVector();
for (size_t i = 0; i < d_data.size(); ++i) {
ASSERT_EQ(h_base_margin[i], d_data[i]);
}
EXPECT_ANY_THROW({info.SetInfo("group", str.c_str());});
}
TEST(MetaInfo, Group) {
cudaSetDevice(0);
thrust::device_vector<uint32_t> d_data;
std::string str = PrepareData<uint32_t>("<u4", &d_data);
MetaInfo info;
info.SetInfo("group", str.c_str());
auto const& h_group = info.group_ptr_;
ASSERT_EQ(h_group.size(), d_data.size() + 1);
for (size_t i = 1; i < h_group.size(); ++i) {
ASSERT_EQ(h_group[i], d_data[i-1] + h_group[i-1]) << "i: " << i;
}
}
} // namespace xgboost