xgboost/tests/cpp/data/test_array_interface.h
2020-02-18 16:49:17 +13:00

84 lines
2.7 KiB
C++

// Copyright (c) 2019 by Contributors
#include <gtest/gtest.h>
#include <xgboost/data.h>
#include <xgboost/json.h>
#include <thrust/device_vector.h>
#include <memory>
#include "../../../src/common/bitfield.h"
#include "../../../src/common/device_helpers.cuh"
namespace xgboost {
template <typename T>
Json GenerateDenseColumn(std::string const& typestr, size_t kRows,
thrust::device_vector<T>* out_d_data) {
auto& d_data = *out_d_data;
d_data.resize(kRows);
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>(sizeof(T))))});
d_data.resize(kRows);
thrust::sequence(thrust::device, d_data.begin(), d_data.end(), 0.0f, 2.0f);
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;
column["version"] = Integer(static_cast<Integer::Int>(1));
column["typestr"] = String(typestr);
return column;
}
template <typename T>
Json GenerateSparseColumn(std::string const& typestr, size_t kRows,
thrust::device_vector<T>* out_d_data) {
auto& d_data = *out_d_data;
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>(sizeof(T))))});
d_data.resize(kRows);
for (size_t i = 0; i < d_data.size(); ++i) {
d_data[i] = i * 2.0;
}
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;
column["version"] = Integer(static_cast<Integer::Int>(1));
column["typestr"] = String(typestr);
return column;
}
template <typename T>
Json Generate2dArrayInterface(int rows, int cols, std::string typestr,
thrust::device_vector<T>* p_data) {
auto& data = *p_data;
thrust::sequence(data.begin(), data.end());
Json array_interface{Object()};
std::vector<Json> shape = {Json(static_cast<Integer::Int>(rows)),
Json(static_cast<Integer::Int>(cols))};
array_interface["shape"] = Array(shape);
std::vector<Json> j_data{
Json(Integer(reinterpret_cast<Integer::Int>(data.data().get()))),
Json(Boolean(false))};
array_interface["data"] = j_data;
array_interface["version"] = Integer(static_cast<Integer::Int>(1));
array_interface["typestr"] = String(typestr);
return array_interface;
}
} // namespace xgboost