xgboost/tests/cpp/common/test_device_helpers.cu

/*!
 * Copyright 2017 XGBoost contributors
 */
#include <thrust/device_vector.h>
#include <xgboost/base.h>
#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<int> *row_ptr,
                    thrust::host_vector<xgboost::bst_uint> *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<int> test_rows = {4, 100, 1000};
  std::vector<int> 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<int> h_row_ptr;
      thrust::host_vector<xgboost::bst_uint> h_rows;
      CreateTestData(num_rows, max_row_size, &h_row_ptr, &h_rows);
      thrust::device_vector<size_t> row_ptr = h_row_ptr;
      thrust::device_vector<int> 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<float> 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<float> a;
  Span<int> b;
  Span<size_t> 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 <typename T, typename Comp = thrust::less<T>>
void TestUpperBoundImpl(const std::vector<T> &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 <typename T, typename Comp = thrust::less<T>>
void TestLowerBoundImpl(const std::vector<T> &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<int> 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<int> hvec{10, 10, 9, 8, 7, 5, 5, 3, 0, 0};
  const auto &comparator = thrust::greater<int>();

  // 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<int> 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<int> hvec{10, 10, 9, 8, 7, 5, 5, 3, 0, 0};
  const auto &comparator = thrust::greater<int>();

  // 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
}