[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
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154
cccl_upstream/thrust/testing/set_union.cu
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154
cccl_upstream/thrust/testing/set_union.cu
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#include <thrust/extrema.h>
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#include <thrust/functional.h>
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#include <thrust/iterator/discard_iterator.h>
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#include <thrust/iterator/retag.h>
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#include <thrust/set_operations.h>
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#include <thrust/sort.h>
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#include <unittest/unittest.h>
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template <typename InputIterator1, typename InputIterator2, typename OutputIterator>
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OutputIterator
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set_union(my_system& system, InputIterator1, InputIterator1, InputIterator2, InputIterator2, OutputIterator result)
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{
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system.validate_dispatch();
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return result;
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}
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void TestSetUnionDispatchExplicit()
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{
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thrust::device_vector<int> vec(1);
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my_system sys(0);
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thrust::set_union(sys, vec.begin(), vec.begin(), vec.begin(), vec.begin(), vec.begin());
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ASSERT_EQUAL(true, sys.is_valid());
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}
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DECLARE_UNITTEST(TestSetUnionDispatchExplicit);
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template <typename InputIterator1, typename InputIterator2, typename OutputIterator>
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OutputIterator set_union(my_tag, InputIterator1, InputIterator1, InputIterator2, InputIterator2, OutputIterator result)
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{
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*result = 13;
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return result;
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}
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void TestSetUnionDispatchImplicit()
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{
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thrust::device_vector<int> vec(1);
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thrust::set_union(
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()));
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ASSERT_EQUAL(13, vec.front());
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}
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DECLARE_UNITTEST(TestSetUnionDispatchImplicit);
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template <typename Vector>
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void TestSetUnionSimple()
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{
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using Iterator = typename Vector::iterator;
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Vector a{0, 2, 4}, b{0, 3, 3, 4};
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Vector ref{0, 2, 3, 3, 4};
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Vector result(5);
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Iterator end = thrust::set_union(a.begin(), a.end(), b.begin(), b.end(), result.begin());
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ASSERT_EQUAL_QUIET(result.end(), end);
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ASSERT_EQUAL(ref, result);
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}
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DECLARE_VECTOR_UNITTEST(TestSetUnionSimple);
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template <typename Vector>
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void TestSetUnionWithEquivalentElementsSimple()
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{
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using Iterator = typename Vector::iterator;
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Vector a{0, 2, 2}, b{0, 2, 2, 2, 3};
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Vector ref{0, 2, 2, 2, 3};
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Vector result(5);
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Iterator end = thrust::set_union(a.begin(), a.end(), b.begin(), b.end(), result.begin());
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ASSERT_EQUAL_QUIET(result.end(), end);
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ASSERT_EQUAL(ref, result);
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}
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DECLARE_VECTOR_UNITTEST(TestSetUnionWithEquivalentElementsSimple);
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template <typename T>
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void TestSetUnion(const size_t n)
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{
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size_t sizes[] = {0, 1, n / 2, n, n + 1, 2 * n};
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size_t num_sizes = sizeof(sizes) / sizeof(size_t);
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thrust::host_vector<T> random =
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unittest::random_integers<unittest::int8_t>(n + *thrust::max_element(sizes, sizes + num_sizes));
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thrust::host_vector<T> h_a(random.begin(), random.begin() + n);
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thrust::host_vector<T> h_b(random.begin() + n, random.end());
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thrust::stable_sort(h_a.begin(), h_a.end());
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thrust::stable_sort(h_b.begin(), h_b.end());
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thrust::device_vector<T> d_a = h_a;
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thrust::device_vector<T> d_b = h_b;
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for (size_t i = 0; i < num_sizes; i++)
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{
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size_t size = sizes[i];
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thrust::host_vector<T> h_result(n + size);
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thrust::device_vector<T> d_result(n + size);
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typename thrust::host_vector<T>::iterator h_end;
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typename thrust::device_vector<T>::iterator d_end;
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h_end = thrust::set_union(h_a.begin(), h_a.end(), h_b.begin(), h_b.begin() + size, h_result.begin());
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h_result.resize(h_end - h_result.begin());
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d_end = thrust::set_union(d_a.begin(), d_a.end(), d_b.begin(), d_b.begin() + size, d_result.begin());
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d_result.resize(d_end - d_result.begin());
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ASSERT_EQUAL(h_result, d_result);
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}
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}
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DECLARE_VARIABLE_UNITTEST(TestSetUnion);
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template <typename T>
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void TestSetUnionToDiscardIterator(const size_t n)
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{
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thrust::host_vector<T> temp = unittest::random_integers<T>(2 * n);
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thrust::host_vector<T> h_a(temp.begin(), temp.begin() + n);
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thrust::host_vector<T> h_b(temp.begin() + n, temp.end());
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thrust::sort(h_a.begin(), h_a.end());
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thrust::sort(h_b.begin(), h_b.end());
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thrust::device_vector<T> d_a = h_a;
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thrust::device_vector<T> d_b = h_b;
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thrust::discard_iterator<> h_result;
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thrust::discard_iterator<> d_result;
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thrust::host_vector<T> h_reference(2 * n);
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typename thrust::host_vector<T>::iterator h_end =
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thrust::set_union(h_a.begin(), h_a.end(), h_b.begin(), h_b.end(), h_reference.begin());
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h_reference.erase(h_end, h_reference.end());
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h_result = thrust::set_union(h_a.begin(), h_a.end(), h_b.begin(), h_b.end(), thrust::make_discard_iterator());
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d_result = thrust::set_union(d_a.begin(), d_a.end(), d_b.begin(), d_b.end(), thrust::make_discard_iterator());
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thrust::discard_iterator<> reference(h_reference.size());
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ASSERT_EQUAL_QUIET(reference, h_result);
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ASSERT_EQUAL_QUIET(reference, d_result);
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}
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DECLARE_VARIABLE_UNITTEST(TestSetUnionToDiscardIterator);
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