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project_6/cccl_upstream/thrust/testing/binary_search_vector.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/binary_search.h>
#include <thrust/detail/allocator/allocator_system.h>
#include <thrust/iterator/discard_iterator.h>
#include <thrust/iterator/retag.h>
#include <thrust/sequence.h>
#include <thrust/sort.h>
#include <unittest/unittest.h>
//////////////////////
// Vector Functions //
//////////////////////
// convert xxx_vector<T1> to xxx_vector<T2>
template <class ExampleVector, typename NewType>
struct vector_like
{
using alloc = typename ExampleVector::allocator_type;
using alloc_traits = typename cuda::std::allocator_traits<alloc>;
using new_alloc = typename alloc_traits::template rebind_alloc<NewType>;
using type = thrust::detail::vector_base<NewType, new_alloc>;
};
template <class Vector>
void TestVectorLowerBoundSimple()
{
Vector vec{0, 2, 5, 7, 8};
Vector input(10);
thrust::sequence(input.begin(), input.end());
using int_type = typename Vector::difference_type;
using IntVector = typename vector_like<Vector, int_type>::type;
// test with integral output type
IntVector integral_output(10);
thrust::lower_bound(vec.begin(), vec.end(), input.begin(), input.end(), integral_output.begin());
typename IntVector::iterator output_end =
thrust::lower_bound(vec.begin(), vec.end(), input.begin(), input.end(), integral_output.begin());
ASSERT_EQUAL((output_end - integral_output.begin()), 10);
IntVector ref{0, 1, 1, 2, 2, 2, 3, 3, 4, 5};
ASSERT_EQUAL(integral_output, ref);
// // test with iterator output type
// using IteratorVector = typename vector_like<Vector, typename Vector::iterator>::type;
// IteratorVector iterator_output(10);
// thrust::lower_bound(vec.begin(), vec.end(), input.begin(), input.end(), iterator_output.begin());
//
// ASSERT_EQUAL(iterator_output[0] - vec.begin(), 0);
// ASSERT_EQUAL(iterator_output[1] - vec.begin(), 1);
// ASSERT_EQUAL(iterator_output[2] - vec.begin(), 1);
// ASSERT_EQUAL(iterator_output[3] - vec.begin(), 2);
// ASSERT_EQUAL(iterator_output[4] - vec.begin(), 2);
// ASSERT_EQUAL(iterator_output[5] - vec.begin(), 2);
// ASSERT_EQUAL(iterator_output[6] - vec.begin(), 3);
// ASSERT_EQUAL(iterator_output[7] - vec.begin(), 3);
// ASSERT_EQUAL(iterator_output[8] - vec.begin(), 4);
// ASSERT_EQUAL(iterator_output[9] - vec.begin(), 5);
}
DECLARE_VECTOR_UNITTEST(TestVectorLowerBoundSimple);
template <typename ForwardIterator, typename InputIterator, typename OutputIterator>
OutputIterator
lower_bound(my_system& system, ForwardIterator, ForwardIterator, InputIterator, InputIterator, OutputIterator output)
{
system.validate_dispatch();
return output;
}
void TestVectorLowerBoundDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::lower_bound(sys, vec.begin(), vec.end(), vec.begin(), vec.end(), vec.begin());
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestVectorLowerBoundDispatchExplicit);
template <typename ForwardIterator, typename InputIterator, typename OutputIterator>
OutputIterator lower_bound(my_tag, ForwardIterator, ForwardIterator, InputIterator, InputIterator, OutputIterator output)
{
*output = 13;
return output;
}
void TestVectorLowerBoundDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::lower_bound(
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.end()),
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.end()),
thrust::retag<my_tag>(vec.begin()));
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestVectorLowerBoundDispatchImplicit);
template <class Vector>
void TestVectorUpperBoundSimple()
{
Vector vec{0, 2, 5, 7, 8};
Vector input(10);
thrust::sequence(input.begin(), input.end());
using int_type = typename Vector::difference_type;
using IntVector = typename vector_like<Vector, int_type>::type;
// test with integral output type
IntVector integral_output(10);
typename IntVector::iterator output_end =
thrust::upper_bound(vec.begin(), vec.end(), input.begin(), input.end(), integral_output.begin());
ASSERT_EQUAL((output_end - integral_output.begin()), 10);
IntVector ref{1, 1, 2, 2, 2, 3, 3, 4, 5, 5};
ASSERT_EQUAL(integral_output, ref);
// // test with iterator output type
// using IteratorVector = typename vector_like<Vector, typename Vector::iterator>::type;
// IteratorVector iterator_output(10);
// thrust::lower_bound(vec.begin(), vec.end(), input.begin(), input.end(), iterator_output.begin());
//
// ASSERT_EQUAL(iterator_output[0] - vec.begin(), 1);
// ASSERT_EQUAL(iterator_output[1] - vec.begin(), 1);
// ASSERT_EQUAL(iterator_output[2] - vec.begin(), 2);
// ASSERT_EQUAL(iterator_output[3] - vec.begin(), 2);
// ASSERT_EQUAL(iterator_output[4] - vec.begin(), 2);
// ASSERT_EQUAL(iterator_output[5] - vec.begin(), 3);
// ASSERT_EQUAL(iterator_output[6] - vec.begin(), 3);
// ASSERT_EQUAL(iterator_output[7] - vec.begin(), 4);
// ASSERT_EQUAL(iterator_output[8] - vec.begin(), 5);
// ASSERT_EQUAL(iterator_output[9] - vec.begin(), 5);
}
DECLARE_VECTOR_UNITTEST(TestVectorUpperBoundSimple);
template <typename ForwardIterator, typename InputIterator, typename OutputIterator>
OutputIterator
upper_bound(my_system& system, ForwardIterator, ForwardIterator, InputIterator, InputIterator, OutputIterator output)
{
system.validate_dispatch();
return output;
}
void TestVectorUpperBoundDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::upper_bound(sys, vec.begin(), vec.end(), vec.begin(), vec.end(), vec.begin());
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestVectorUpperBoundDispatchExplicit);
template <typename ForwardIterator, typename InputIterator, typename OutputIterator>
OutputIterator upper_bound(my_tag, ForwardIterator, ForwardIterator, InputIterator, InputIterator, OutputIterator output)
{
*output = 13;
return output;
}
void TestVectorUpperBoundDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::upper_bound(
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.end()),
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.end()),
thrust::retag<my_tag>(vec.begin()));
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestVectorUpperBoundDispatchImplicit);
template <class Vector>
void TestVectorBinarySearchSimple()
{
Vector vec{0, 2, 5, 7, 8};
Vector input(10);
thrust::sequence(input.begin(), input.end());
using BoolVector = typename vector_like<Vector, bool>::type;
using int_type = typename Vector::difference_type;
using IntVector = typename vector_like<Vector, int_type>::type;
// test with boolean output type
BoolVector bool_output(10);
typename BoolVector::iterator bool_output_end =
thrust::binary_search(vec.begin(), vec.end(), input.begin(), input.end(), bool_output.begin());
ASSERT_EQUAL((bool_output_end - bool_output.begin()), 10);
BoolVector bool_ref{true, false, true, false, false, true, false, true, true, false};
ASSERT_EQUAL(bool_output, bool_ref);
// test with integral output type
IntVector integral_output(10, 2);
typename IntVector::iterator int_output_end =
thrust::binary_search(vec.begin(), vec.end(), input.begin(), input.end(), integral_output.begin());
ASSERT_EQUAL((int_output_end - integral_output.begin()), 10);
IntVector int_ref{1, 0, 1, 0, 0, 1, 0, 1, 1, 0};
ASSERT_EQUAL(integral_output, int_ref);
}
DECLARE_VECTOR_UNITTEST(TestVectorBinarySearchSimple);
template <typename ForwardIterator, typename InputIterator, typename OutputIterator>
OutputIterator
binary_search(my_system& system, ForwardIterator, ForwardIterator, InputIterator, InputIterator, OutputIterator output)
{
system.validate_dispatch();
return output;
}
void TestVectorBinarySearchDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::binary_search(sys, vec.begin(), vec.end(), vec.begin(), vec.end(), vec.begin());
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestVectorBinarySearchDispatchExplicit);
template <typename ForwardIterator, typename InputIterator, typename OutputIterator>
OutputIterator
binary_search(my_tag, ForwardIterator, ForwardIterator, InputIterator, InputIterator, OutputIterator output)
{
*output = 13;
return output;
}
void TestVectorBinarySearchDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::binary_search(
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.end()),
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.end()),
thrust::retag<my_tag>(vec.begin()));
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestVectorBinarySearchDispatchImplicit);
template <typename T>
struct TestVectorLowerBound
{
void operator()(const size_t n)
{
thrust::host_vector<T> h_vec = unittest::random_integers<T>(n);
thrust::sort(h_vec.begin(), h_vec.end());
thrust::device_vector<T> d_vec = h_vec;
thrust::host_vector<T> h_input = unittest::random_integers<T>(2 * n);
thrust::device_vector<T> d_input = h_input;
using int_type = typename thrust::host_vector<T>::difference_type;
thrust::host_vector<int_type> h_output(2 * n);
thrust::device_vector<int_type> d_output(2 * n);
thrust::lower_bound(h_vec.begin(), h_vec.end(), h_input.begin(), h_input.end(), h_output.begin());
thrust::lower_bound(d_vec.begin(), d_vec.end(), d_input.begin(), d_input.end(), d_output.begin());
ASSERT_EQUAL(h_output, d_output);
}
};
VariableUnitTest<TestVectorLowerBound, SignedIntegralTypes> TestVectorLowerBoundInstance;
template <typename T>
struct TestVectorUpperBound
{
void operator()(const size_t n)
{
thrust::host_vector<T> h_vec = unittest::random_integers<T>(n);
thrust::sort(h_vec.begin(), h_vec.end());
thrust::device_vector<T> d_vec = h_vec;
thrust::host_vector<T> h_input = unittest::random_integers<T>(2 * n);
thrust::device_vector<T> d_input = h_input;
using int_type = typename thrust::host_vector<T>::difference_type;
thrust::host_vector<int_type> h_output(2 * n);
thrust::device_vector<int_type> d_output(2 * n);
thrust::upper_bound(h_vec.begin(), h_vec.end(), h_input.begin(), h_input.end(), h_output.begin());
thrust::upper_bound(d_vec.begin(), d_vec.end(), d_input.begin(), d_input.end(), d_output.begin());
ASSERT_EQUAL(h_output, d_output);
}
};
VariableUnitTest<TestVectorUpperBound, SignedIntegralTypes> TestVectorUpperBoundInstance;
template <typename T>
struct TestVectorBinarySearch
{
void operator()(const size_t n)
{
thrust::host_vector<T> h_vec = unittest::random_integers<T>(n);
thrust::sort(h_vec.begin(), h_vec.end());
thrust::device_vector<T> d_vec = h_vec;
thrust::host_vector<T> h_input = unittest::random_integers<T>(2 * n);
thrust::device_vector<T> d_input = h_input;
using int_type = typename thrust::host_vector<T>::difference_type;
thrust::host_vector<int_type> h_output(2 * n);
thrust::device_vector<int_type> d_output(2 * n);
thrust::binary_search(h_vec.begin(), h_vec.end(), h_input.begin(), h_input.end(), h_output.begin());
thrust::binary_search(d_vec.begin(), d_vec.end(), d_input.begin(), d_input.end(), d_output.begin());
ASSERT_EQUAL(h_output, d_output);
}
};
VariableUnitTest<TestVectorBinarySearch, SignedIntegralTypes> TestVectorBinarySearchInstance;
template <typename T>
struct TestVectorLowerBoundDiscardIterator
{
void operator()(const size_t n)
{
thrust::host_vector<T> h_vec = unittest::random_integers<T>(n);
thrust::sort(h_vec.begin(), h_vec.end());
thrust::device_vector<T> d_vec = h_vec;
thrust::host_vector<T> h_input = unittest::random_integers<T>(2 * n);
thrust::device_vector<T> d_input = h_input;
thrust::discard_iterator<> h_result =
thrust::lower_bound(h_vec.begin(), h_vec.end(), h_input.begin(), h_input.end(), thrust::make_discard_iterator());
thrust::discard_iterator<> d_result =
thrust::lower_bound(d_vec.begin(), d_vec.end(), d_input.begin(), d_input.end(), thrust::make_discard_iterator());
thrust::discard_iterator<> reference(static_cast<std::ptrdiff_t>(2 * n));
ASSERT_EQUAL_QUIET(reference, h_result);
ASSERT_EQUAL_QUIET(reference, d_result);
}
};
VariableUnitTest<TestVectorLowerBoundDiscardIterator, SignedIntegralTypes> TestVectorLowerBoundDiscardIteratorInstance;
template <typename T>
struct TestVectorUpperBoundDiscardIterator
{
void operator()(const size_t n)
{
thrust::host_vector<T> h_vec = unittest::random_integers<T>(n);
thrust::sort(h_vec.begin(), h_vec.end());
thrust::device_vector<T> d_vec = h_vec;
thrust::host_vector<T> h_input = unittest::random_integers<T>(2 * n);
thrust::device_vector<T> d_input = h_input;
thrust::discard_iterator<> h_result =
thrust::upper_bound(h_vec.begin(), h_vec.end(), h_input.begin(), h_input.end(), thrust::make_discard_iterator());
thrust::discard_iterator<> d_result =
thrust::upper_bound(d_vec.begin(), d_vec.end(), d_input.begin(), d_input.end(), thrust::make_discard_iterator());
thrust::discard_iterator<> reference(static_cast<std::ptrdiff_t>(2 * n));
ASSERT_EQUAL_QUIET(reference, h_result);
ASSERT_EQUAL_QUIET(reference, d_result);
}
};
VariableUnitTest<TestVectorUpperBoundDiscardIterator, SignedIntegralTypes> TestVectorUpperBoundDiscardIteratorInstance;
template <typename T>
struct TestVectorBinarySearchDiscardIterator
{
void operator()(const size_t n)
{
thrust::host_vector<T> h_vec = unittest::random_integers<T>(n);
thrust::sort(h_vec.begin(), h_vec.end());
thrust::device_vector<T> d_vec = h_vec;
thrust::host_vector<T> h_input = unittest::random_integers<T>(2 * n);
thrust::device_vector<T> d_input = h_input;
thrust::discard_iterator<> h_result = thrust::binary_search(
h_vec.begin(), h_vec.end(), h_input.begin(), h_input.end(), thrust::make_discard_iterator());
thrust::discard_iterator<> d_result = thrust::binary_search(
d_vec.begin(), d_vec.end(), d_input.begin(), d_input.end(), thrust::make_discard_iterator());
thrust::discard_iterator<> reference(static_cast<std::ptrdiff_t>(2 * n));
ASSERT_EQUAL_QUIET(reference, h_result);
ASSERT_EQUAL_QUIET(reference, d_result);
}
};
VariableUnitTest<TestVectorBinarySearchDiscardIterator, SignedIntegralTypes>
TestVectorBinarySearchDiscardIteratorInstance;