/*! * Copyright 2017 XGBoost contributors */ #include #include #include "../../../src/common/device_helpers.cuh" #include "../helpers.h" #include "gtest/gtest.h" using xgboost::common::Span; void CreateTestData(xgboost::bst_uint num_rows, int max_row_size, thrust::host_vector *row_ptr, thrust::host_vector *rows) { row_ptr->resize(num_rows + 1); int sum = 0; for (xgboost::bst_uint i = 0; i <= num_rows; i++) { (*row_ptr)[i] = sum; sum += rand() % max_row_size; // NOLINT if (i < num_rows) { for (int j = (*row_ptr)[i]; j < sum; j++) { (*rows).push_back(i); } } } } void TestLbs() { srand(17); dh::CubMemory temp_memory; std::vector test_rows = {4, 100, 1000}; std::vector test_max_row_sizes = {4, 100, 1300}; for (auto num_rows : test_rows) { for (auto max_row_size : test_max_row_sizes) { thrust::host_vector h_row_ptr; thrust::host_vector h_rows; CreateTestData(num_rows, max_row_size, &h_row_ptr, &h_rows); thrust::device_vector row_ptr = h_row_ptr; thrust::device_vector output_row(h_rows.size()); auto d_output_row = output_row.data(); dh::TransformLbs(0, &temp_memory, h_rows.size(), dh::Raw(row_ptr), row_ptr.size() - 1, false, [=] __device__(size_t idx, size_t ridx) { d_output_row[idx] = ridx; }); dh::safe_cuda(cudaDeviceSynchronize()); ASSERT_TRUE(h_rows == output_row); } } } TEST(CubLBS, Test) { TestLbs(); } TEST(SumReduce, Test) { thrust::device_vector data(100, 1.0f); dh::CubMemory temp; auto sum = dh::SumReduction(&temp, dh::Raw(data), data.size()); ASSERT_NEAR(sum, 100.0f, 1e-5); } void TestAllocator() { int n = 10; Span a; Span b; Span c; dh::BulkAllocator ba; ba.Allocate(0, &a, n, &b, n, &c, n); // Should be no illegal memory accesses dh::LaunchN(0, n, [=] __device__(size_t idx) { c[idx] = a[idx] + b[idx]; }); dh::safe_cuda(cudaDeviceSynchronize()); } // Define the test in a function so we can use device lambda TEST(BulkAllocator, Test) { TestAllocator(); } template > void TestUpperBoundImpl(const std::vector &vec, T val_to_find, const Comp &comp = Comp()) { EXPECT_EQ(dh::UpperBound(vec.data(), vec.size(), val_to_find, comp), std::upper_bound(vec.begin(), vec.end(), val_to_find, comp) - vec.begin()); } template > void TestLowerBoundImpl(const std::vector &vec, T val_to_find, const Comp &comp = Comp()) { EXPECT_EQ(dh::LowerBound(vec.data(), vec.size(), val_to_find, comp), std::lower_bound(vec.begin(), vec.end(), val_to_find, comp) - vec.begin()); } TEST(UpperBound, DataAscending) { std::vector hvec{0, 3, 5, 5, 7, 8, 9, 10, 10}; // Test boundary conditions TestUpperBoundImpl(hvec, hvec.front()); // Result 1 TestUpperBoundImpl(hvec, hvec.front() - 1); // Result 0 TestUpperBoundImpl(hvec, hvec.back() + 1); // Result hvec.size() TestUpperBoundImpl(hvec, hvec.back()); // Result hvec.size() // Test other values - both missing and present TestUpperBoundImpl(hvec, 3); // Result 2 TestUpperBoundImpl(hvec, 4); // Result 2 TestUpperBoundImpl(hvec, 5); // Result 4 } TEST(UpperBound, DataDescending) { std::vector hvec{10, 10, 9, 8, 7, 5, 5, 3, 0, 0}; const auto &comparator = thrust::greater(); // Test boundary conditions TestUpperBoundImpl(hvec, hvec.front(), comparator); // Result 2 TestUpperBoundImpl(hvec, hvec.front() + 1, comparator); // Result 0 TestUpperBoundImpl(hvec, hvec.back(), comparator); // Result hvec.size() TestUpperBoundImpl(hvec, hvec.back() - 1, comparator); // Result hvec.size() // Test other values - both missing and present TestUpperBoundImpl(hvec, 9, comparator); // Result 3 TestUpperBoundImpl(hvec, 7, comparator); // Result 5 TestUpperBoundImpl(hvec, 4, comparator); // Result 7 TestUpperBoundImpl(hvec, 8, comparator); // Result 4 } TEST(LowerBound, DataAscending) { std::vector hvec{0, 3, 5, 5, 7, 8, 9, 10, 10}; // Test boundary conditions TestLowerBoundImpl(hvec, hvec.front()); // Result 0 TestLowerBoundImpl(hvec, hvec.front() - 1); // Result 0 TestLowerBoundImpl(hvec, hvec.back()); // Result 7 TestLowerBoundImpl(hvec, hvec.back() + 1); // Result hvec.size() // Test other values - both missing and present TestLowerBoundImpl(hvec, 3); // Result 1 TestLowerBoundImpl(hvec, 4); // Result 2 TestLowerBoundImpl(hvec, 5); // Result 2 } TEST(LowerBound, DataDescending) { std::vector hvec{10, 10, 9, 8, 7, 5, 5, 3, 0, 0}; const auto &comparator = thrust::greater(); // Test boundary conditions TestLowerBoundImpl(hvec, hvec.front(), comparator); // Result 0 TestLowerBoundImpl(hvec, hvec.front() + 1, comparator); // Result 0 TestLowerBoundImpl(hvec, hvec.back(), comparator); // Result 8 TestLowerBoundImpl(hvec, hvec.back() - 1, comparator); // Result hvec.size() // Test other values - both missing and present TestLowerBoundImpl(hvec, 9, comparator); // Result 2 TestLowerBoundImpl(hvec, 7, comparator); // Result 4 TestLowerBoundImpl(hvec, 4, comparator); // Result 7 TestLowerBoundImpl(hvec, 8, comparator); // Result 3 }