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project_6/cccl_upstream/thrust/testing/set_intersection.cu
EngineX CI 56fd68e7dd [INFRA] Import NVIDIA/CCCL upstream as optimization reference library
CCCL (CUDA C++ Core Libraries) provides:
- CUB: device/block/warp-level GPU primitives (reduce, scan, sort, topk)
- Thrust: high-level parallel algorithms (transform_reduce, sort, scan)
- libcudacxx: CUDA C++ standard library (atomics, barriers, memory)
- cudax: experimental features (memory resources, allocators)
- Tuning policies: per-SM hardware-specific algorithm parameters

Competition optimization vectors mapped to CCCL:
- Output TPS (83% weight): warp_reduce, block_reduce, device_topk
- Input TPS (14% weight): device_scan, block_load, prefetch
- Cache TPS (3% weight): prefix caching strategy patterns
- Memory (0.9 util): pooled/cached/buddy allocators

Source: https://github.com/NVIDIA/cccl (shallow clone, HEAD only)
License: Apache-2.0
2026-07-30 09:35:51 +00:00

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#include <thrust/extrema.h>
#include <thrust/functional.h>
#include <thrust/iterator/discard_iterator.h>
#include <thrust/iterator/retag.h>
#include <thrust/set_operations.h>
#include <thrust/sort.h>
#include <unittest/unittest.h>
template <typename InputIterator1, typename InputIterator2, typename OutputIterator>
OutputIterator set_intersection(
my_system& system, InputIterator1, InputIterator1, InputIterator2, InputIterator2, OutputIterator result)
{
system.validate_dispatch();
return result;
}
void TestSetIntersectionDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::set_intersection(sys, vec.begin(), vec.begin(), vec.begin(), vec.begin(), vec.begin());
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestSetIntersectionDispatchExplicit);
template <typename InputIterator1, typename InputIterator2, typename OutputIterator>
OutputIterator
set_intersection(my_tag, InputIterator1, InputIterator1, InputIterator2, InputIterator2, OutputIterator result)
{
*result = 13;
return result;
}
void TestSetIntersectionDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::set_intersection(
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.begin()));
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestSetIntersectionDispatchImplicit);
template <typename Vector>
void TestSetIntersectionSimple()
{
using Iterator = typename Vector::iterator;
Vector a{0, 2, 4}, b{0, 3, 3, 4};
Vector ref{0, 4};
Vector result(2);
Iterator end = thrust::set_intersection(a.begin(), a.end(), b.begin(), b.end(), result.begin());
ASSERT_EQUAL_QUIET(result.end(), end);
ASSERT_EQUAL(ref, result);
}
DECLARE_VECTOR_UNITTEST(TestSetIntersectionSimple);
template <typename T>
void TestSetIntersection(const size_t n)
{
size_t sizes[] = {0, 1, n / 2, n, n + 1, 2 * n};
size_t num_sizes = sizeof(sizes) / sizeof(size_t);
thrust::host_vector<T> random =
unittest::random_integers<unittest::int8_t>(n + *thrust::max_element(sizes, sizes + num_sizes));
thrust::host_vector<T> h_a(random.begin(), random.begin() + n);
thrust::host_vector<T> h_b(random.begin() + n, random.end());
thrust::stable_sort(h_a.begin(), h_a.end());
thrust::stable_sort(h_b.begin(), h_b.end());
thrust::device_vector<T> d_a = h_a;
thrust::device_vector<T> d_b = h_b;
for (size_t i = 0; i < num_sizes; i++)
{
size_t size = sizes[i];
thrust::host_vector<T> h_result(n + size);
thrust::device_vector<T> d_result(n + size);
typename thrust::host_vector<T>::iterator h_end;
typename thrust::device_vector<T>::iterator d_end;
h_end = thrust::set_intersection(h_a.begin(), h_a.end(), h_b.begin(), h_b.begin() + size, h_result.begin());
h_result.resize(h_end - h_result.begin());
d_end = thrust::set_intersection(d_a.begin(), d_a.end(), d_b.begin(), d_b.begin() + size, d_result.begin());
d_result.resize(d_end - d_result.begin());
ASSERT_EQUAL(h_result, d_result);
}
}
DECLARE_VARIABLE_UNITTEST(TestSetIntersection);
template <typename T>
void TestSetIntersectionToDiscardIterator(const size_t n)
{
thrust::host_vector<T> temp = unittest::random_integers<T>(2 * n);
thrust::host_vector<T> h_a(temp.begin(), temp.begin() + n);
thrust::host_vector<T> h_b(temp.begin() + n, temp.end());
thrust::sort(h_a.begin(), h_a.end());
thrust::sort(h_b.begin(), h_b.end());
thrust::device_vector<T> d_a = h_a;
thrust::device_vector<T> d_b = h_b;
thrust::discard_iterator<> h_result;
thrust::discard_iterator<> d_result;
thrust::host_vector<T> h_reference(n);
typename thrust::host_vector<T>::iterator h_end =
thrust::set_intersection(h_a.begin(), h_a.end(), h_b.begin(), h_b.end(), h_reference.begin());
h_reference.erase(h_end, h_reference.end());
h_result = thrust::set_intersection(h_a.begin(), h_a.end(), h_b.begin(), h_b.end(), thrust::make_discard_iterator());
d_result = thrust::set_intersection(d_a.begin(), d_a.end(), d_b.begin(), d_b.end(), thrust::make_discard_iterator());
thrust::discard_iterator<> reference(h_reference.size());
ASSERT_EQUAL_QUIET(reference, h_result);
ASSERT_EQUAL_QUIET(reference, d_result);
}
DECLARE_VARIABLE_UNITTEST(TestSetIntersectionToDiscardIterator);
template <typename T>
void TestSetIntersectionEquivalentRanges(const size_t n)
{
thrust::host_vector<T> temp = unittest::random_integers<T>(n);
thrust::host_vector<T> h_a = temp;
thrust::sort(h_a.begin(), h_a.end());
thrust::host_vector<T> h_b = h_a;
thrust::device_vector<T> d_a = h_a;
thrust::device_vector<T> d_b = h_b;
thrust::host_vector<T> h_result(n);
thrust::device_vector<T> d_result(n);
typename thrust::host_vector<T>::iterator h_end;
typename thrust::device_vector<T>::iterator d_end;
h_end = thrust::set_intersection(h_a.begin(), h_a.end(), h_b.begin(), h_b.end(), h_result.begin());
h_result.resize(h_end - h_result.begin());
d_end = thrust::set_intersection(d_a.begin(), d_a.end(), d_b.begin(), d_b.end(), d_result.begin());
d_result.resize(d_end - d_result.begin());
ASSERT_EQUAL(h_result, d_result);
}
DECLARE_VARIABLE_UNITTEST(TestSetIntersectionEquivalentRanges);
template <typename T>
void TestSetIntersectionMultiset(const size_t n)
{
thrust::host_vector<T> vec = unittest::random_integers<int>(2 * n);
// restrict elements to [min,13)
for (typename thrust::host_vector<T>::iterator i = vec.begin(); i != vec.end(); ++i)
{
int tmp = static_cast<int>(*i);
tmp %= 13;
*i = static_cast<T>(tmp);
}
thrust::host_vector<T> h_a(vec.begin(), vec.begin() + n);
thrust::host_vector<T> h_b(vec.begin() + n, vec.end());
thrust::sort(h_a.begin(), h_a.end());
thrust::sort(h_b.begin(), h_b.end());
thrust::device_vector<T> d_a = h_a;
thrust::device_vector<T> d_b = h_b;
thrust::host_vector<T> h_result(n);
thrust::device_vector<T> d_result(n);
typename thrust::host_vector<T>::iterator h_end;
typename thrust::device_vector<T>::iterator d_end;
h_end = thrust::set_intersection(h_a.begin(), h_a.end(), h_b.begin(), h_b.end(), h_result.begin());
h_result.resize(h_end - h_result.begin());
d_end = thrust::set_intersection(d_a.begin(), d_a.end(), d_b.begin(), d_b.end(), d_result.begin());
d_result.resize(d_end - d_result.begin());
ASSERT_EQUAL(h_result, d_result);
}
DECLARE_VARIABLE_UNITTEST(TestSetIntersectionMultiset);
// FIXME: disabled on Windows, because it causes a failure on the internal CI system in one specific configuration.
// That failure will be tracked in a new NVBug, this is disabled to unblock submitting all the other changes.
#if !_CCCL_COMPILER(MSVC)
void TestSetDifferenceWithBigIndexesHelper(int magnitude)
{
thrust::counting_iterator<long long> begin1(0);
thrust::counting_iterator<long long> begin2 = begin1 + (1ll << magnitude);
thrust::counting_iterator<long long> end1 = begin2 + 1;
thrust::counting_iterator<long long> end2 = begin2 + (1ll << magnitude);
ASSERT_EQUAL(::cuda::std::distance(begin2, end1), 1);
thrust::device_vector<long long> result;
result.resize(1);
thrust::set_intersection(thrust::device, begin1, end1, begin2, end2, result.begin());
thrust::host_vector<long long> expected;
expected.push_back(*begin2);
ASSERT_EQUAL(result, expected);
}
void TestSetDifferenceWithBigIndexes()
{
# ifndef THRUST_FORCE_32_BIT_OFFSET_TYPE
TestSetDifferenceWithBigIndexesHelper(30);
TestSetDifferenceWithBigIndexesHelper(31);
TestSetDifferenceWithBigIndexesHelper(32);
TestSetDifferenceWithBigIndexesHelper(33);
# endif
}
DECLARE_UNITTEST(TestSetDifferenceWithBigIndexes);
#endif