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project_6/cccl_upstream/thrust/testing/replace.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/iterator/discard_iterator.h>
#include <thrust/iterator/retag.h>
#include <thrust/replace.h>
#include <unittest/unittest.h>
// There is a unfortunate miscompilation of the gcc-11 vectorizer leading to OOB writes
// Adding this attribute suffices that this miscompilation does not appear anymore
#if _CCCL_COMPILER(GCC, >=, 11)
# define THRUST_DISABLE_BROKEN_GCC_VECTORIZER __attribute__((optimize("no-tree-vectorize")))
#else
# define THRUST_DISABLE_BROKEN_GCC_VECTORIZER
#endif
// New GCC, new miscompile. 13 + TBB this time.
#if _CCCL_COMPILER(GCC, ==, 13) && THRUST_DEVICE_SYSTEM == THRUST_DEVICE_SYSTEM_TBB
# define THRUST_GCC13_TBB_MISCOMPILE
#endif
template <class Vector>
void TestReplaceSimple()
{
using T = typename Vector::value_type;
Vector data{1, 2, 1, 3, 2};
thrust::replace(data.begin(), data.end(), (T) 1, (T) 4);
thrust::replace(data.begin(), data.end(), (T) 2, (T) 5);
Vector result{4, 5, 4, 3, 5};
ASSERT_EQUAL(data, result);
}
DECLARE_VECTOR_UNITTEST(TestReplaceSimple);
template <typename ForwardIterator, typename T>
void replace(my_system& system, ForwardIterator, ForwardIterator, const T&, const T&)
{
system.validate_dispatch();
}
void TestReplaceDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::replace(sys, vec.begin(), vec.begin(), 0, 0);
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestReplaceDispatchExplicit);
template <typename ForwardIterator, typename T>
void replace(my_tag, ForwardIterator first, ForwardIterator, const T&, const T&)
{
*first = 13;
}
void TestReplaceDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::replace(thrust::retag<my_tag>(vec.begin()), thrust::retag<my_tag>(vec.begin()), 0, 0);
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestReplaceDispatchImplicit);
template <typename T>
void TestReplace(const size_t n)
{
thrust::host_vector<T> h_data = unittest::random_samples<T>(n);
thrust::device_vector<T> d_data = h_data;
T old_value = 0;
T new_value = 1;
thrust::replace(h_data.begin(), h_data.end(), old_value, new_value);
thrust::replace(d_data.begin(), d_data.end(), old_value, new_value);
ASSERT_ALMOST_EQUAL(h_data, d_data);
}
DECLARE_VARIABLE_UNITTEST(TestReplace);
#ifndef THRUST_GCC13_TBB_MISCOMPILE
template <class Vector>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceCopySimple()
{
using T = typename Vector::value_type;
Vector data{1, 2, 1, 3, 2};
Vector dest(5);
thrust::replace_copy(data.begin(), data.end(), dest.begin(), (T) 1, (T) 4);
thrust::replace_copy(dest.begin(), dest.end(), dest.begin(), (T) 2, (T) 5);
Vector result{4, 5, 4, 3, 5};
ASSERT_EQUAL(dest, result);
}
DECLARE_VECTOR_UNITTEST(TestReplaceCopySimple);
#endif
template <typename InputIterator, typename OutputIterator, typename T>
OutputIterator replace_copy(my_system& system, InputIterator, InputIterator, OutputIterator result, const T&, const T&)
{
system.validate_dispatch();
return result;
}
void TestReplaceCopyDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::replace_copy(sys, vec.begin(), vec.begin(), vec.begin(), 0, 0);
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestReplaceCopyDispatchExplicit);
template <typename InputIterator, typename OutputIterator, typename T>
OutputIterator replace_copy(my_tag, InputIterator, InputIterator, OutputIterator result, const T&, const T&)
{
*result = 13;
return result;
}
void TestReplaceCopyDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::replace_copy(
thrust::retag<my_tag>(vec.begin()), thrust::retag<my_tag>(vec.begin()), thrust::retag<my_tag>(vec.begin()), 0, 0);
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestReplaceCopyDispatchImplicit);
template <typename T>
void TestReplaceCopy(const size_t n)
{
thrust::host_vector<T> h_data = unittest::random_samples<T>(n);
thrust::device_vector<T> d_data = h_data;
T old_value = 0;
T new_value = 1;
thrust::host_vector<T> h_dest(n);
thrust::device_vector<T> d_dest(n);
thrust::replace_copy(h_data.begin(), h_data.end(), h_dest.begin(), old_value, new_value);
thrust::replace_copy(d_data.begin(), d_data.end(), d_dest.begin(), old_value, new_value);
ASSERT_ALMOST_EQUAL(h_data, d_data);
ASSERT_ALMOST_EQUAL(h_dest, d_dest);
}
DECLARE_VARIABLE_UNITTEST(TestReplaceCopy);
template <typename T>
void TestReplaceCopyToDiscardIterator(const size_t n)
{
thrust::host_vector<T> h_data = unittest::random_samples<T>(n);
thrust::device_vector<T> d_data = h_data;
T old_value = 0;
T new_value = 1;
thrust::discard_iterator<> h_result =
thrust::replace_copy(h_data.begin(), h_data.end(), thrust::make_discard_iterator(), old_value, new_value);
thrust::discard_iterator<> d_result =
thrust::replace_copy(d_data.begin(), d_data.end(), thrust::make_discard_iterator(), old_value, new_value);
thrust::discard_iterator<> reference(static_cast<std::ptrdiff_t>(n));
ASSERT_EQUAL_QUIET(reference, h_result);
ASSERT_EQUAL_QUIET(reference, d_result);
}
DECLARE_VARIABLE_UNITTEST(TestReplaceCopyToDiscardIterator);
template <typename T>
struct less_than_five
{
_CCCL_HOST_DEVICE bool operator()(const T& val) const
{
return val < 5;
}
};
template <class Vector>
void TestReplaceIfSimple()
{
using T = typename Vector::value_type;
Vector data{1, 3, 4, 6, 5};
thrust::replace_if(data.begin(), data.end(), less_than_five<T>(), (T) 0);
Vector result{0, 0, 0, 6, 5};
ASSERT_EQUAL(data, result);
}
DECLARE_VECTOR_UNITTEST(TestReplaceIfSimple);
template <typename ForwardIterator, typename Predicate, typename T>
void replace_if(my_system& system, ForwardIterator, ForwardIterator, Predicate, const T&)
{
system.validate_dispatch();
}
void TestReplaceIfDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::replace_if(sys, vec.begin(), vec.begin(), 0, 0);
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestReplaceIfDispatchExplicit);
template <typename ForwardIterator, typename Predicate, typename T>
void replace_if(my_tag, ForwardIterator first, ForwardIterator, Predicate, const T&)
{
*first = 13;
}
void TestReplaceIfDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::replace_if(thrust::retag<my_tag>(vec.begin()), thrust::retag<my_tag>(vec.begin()), 0, 0);
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestReplaceIfDispatchImplicit);
template <class Vector>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceIfStencilSimple()
{
using T = typename Vector::value_type;
Vector data{1, 3, 4, 6, 5};
Vector stencil{5, 4, 6, 3, 7};
thrust::replace_if(data.begin(), data.end(), stencil.begin(), less_than_five<T>(), (T) 0);
Vector result{1, 0, 4, 0, 5};
ASSERT_EQUAL(data, result);
}
DECLARE_VECTOR_UNITTEST(TestReplaceIfStencilSimple);
template <typename ForwardIterator, typename InputIterator, typename Predicate, typename T>
void replace_if(my_system& system, ForwardIterator, ForwardIterator, InputIterator, Predicate, const T&)
{
system.validate_dispatch();
}
void TestReplaceIfStencilDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::replace_if(sys, vec.begin(), vec.begin(), vec.begin(), 0, 0);
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestReplaceIfStencilDispatchExplicit);
template <typename ForwardIterator, typename InputIterator, typename Predicate, typename T>
void replace_if(my_tag, ForwardIterator first, ForwardIterator, InputIterator, Predicate, const T&)
{
*first = 13;
}
void TestReplaceIfStencilDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::replace_if(
thrust::retag<my_tag>(vec.begin()), thrust::retag<my_tag>(vec.begin()), thrust::retag<my_tag>(vec.begin()), 0, 0);
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestReplaceIfStencilDispatchImplicit);
template <typename T>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceIf(const size_t n)
{
thrust::host_vector<T> h_data = unittest::random_samples<T>(n);
thrust::device_vector<T> d_data = h_data;
thrust::replace_if(h_data.begin(), h_data.end(), less_than_five<T>(), (T) 0);
thrust::replace_if(d_data.begin(), d_data.end(), less_than_five<T>(), (T) 0);
ASSERT_ALMOST_EQUAL(h_data, d_data);
}
DECLARE_VARIABLE_UNITTEST(TestReplaceIf);
template <typename T>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceIfStencil(const size_t n)
{
thrust::host_vector<T> h_data = unittest::random_samples<T>(n);
thrust::device_vector<T> d_data = h_data;
thrust::host_vector<T> h_stencil = unittest::random_samples<T>(n);
thrust::device_vector<T> d_stencil = h_stencil;
thrust::replace_if(h_data.begin(), h_data.end(), h_stencil.begin(), less_than_five<T>(), (T) 0);
thrust::replace_if(d_data.begin(), d_data.end(), d_stencil.begin(), less_than_five<T>(), (T) 0);
ASSERT_ALMOST_EQUAL(h_data, d_data);
}
DECLARE_VARIABLE_UNITTEST(TestReplaceIfStencil);
template <class Vector>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceCopyIfSimple()
{
using T = typename Vector::value_type;
Vector data{1, 3, 4, 6, 5};
Vector dest(5);
thrust::replace_copy_if(data.begin(), data.end(), dest.begin(), less_than_five<T>(), (T) 0);
Vector result{0, 0, 0, 6, 5};
ASSERT_EQUAL(dest, result);
}
DECLARE_VECTOR_UNITTEST(TestReplaceCopyIfSimple);
template <typename InputIterator, typename OutputIterator, typename Predicate, typename T>
OutputIterator
replace_copy_if(my_system& system, InputIterator, InputIterator, OutputIterator result, Predicate, const T&)
{
system.validate_dispatch();
return result;
}
void TestReplaceCopyIfDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::replace_copy_if(sys, vec.begin(), vec.begin(), vec.begin(), 0, 0);
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestReplaceCopyIfDispatchExplicit);
template <typename InputIterator, typename OutputIterator, typename Predicate, typename T>
OutputIterator replace_copy_if(my_tag, InputIterator, InputIterator, OutputIterator result, Predicate, const T&)
{
*result = 13;
return result;
}
void TestReplaceCopyIfDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::replace_copy_if(
thrust::retag<my_tag>(vec.begin()), thrust::retag<my_tag>(vec.begin()), thrust::retag<my_tag>(vec.begin()), 0, 0);
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestReplaceCopyIfDispatchImplicit);
template <class Vector>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceCopyIfStencilSimple()
{
using T = typename Vector::value_type;
Vector data{1, 3, 4, 6, 5};
Vector stencil{1, 5, 4, 7, 8};
Vector dest(5);
thrust::replace_copy_if(data.begin(), data.end(), stencil.begin(), dest.begin(), less_than_five<T>(), (T) 0);
Vector result{0, 3, 0, 6, 5};
ASSERT_EQUAL(dest, result);
}
DECLARE_VECTOR_UNITTEST(TestReplaceCopyIfStencilSimple);
template <typename InputIterator1, typename InputIterator2, typename OutputIterator, typename Predicate, typename T>
OutputIterator replace_copy_if(
my_system& system, InputIterator1, InputIterator1, InputIterator2, OutputIterator result, Predicate, const T&)
{
system.validate_dispatch();
return result;
}
void TestReplaceCopyIfStencilDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::replace_copy_if(sys, vec.begin(), vec.begin(), vec.begin(), vec.begin(), 0, 0);
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestReplaceCopyIfStencilDispatchExplicit);
template <typename InputIterator1, typename InputIterator2, typename OutputIterator, typename Predicate, typename T>
OutputIterator
replace_copy_if(my_tag, InputIterator1, InputIterator1, InputIterator2, OutputIterator result, Predicate, const T&)
{
*result = 13;
return result;
}
void TestReplaceCopyIfStencilDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::replace_copy_if(
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.begin()),
0,
0);
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestReplaceCopyIfStencilDispatchImplicit);
template <typename T>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceCopyIf(const size_t n)
{
thrust::host_vector<T> h_data = unittest::random_samples<T>(n);
thrust::device_vector<T> d_data = h_data;
thrust::host_vector<T> h_dest(n);
thrust::device_vector<T> d_dest(n);
thrust::replace_copy_if(h_data.begin(), h_data.end(), h_dest.begin(), less_than_five<T>(), T{0});
thrust::replace_copy_if(d_data.begin(), d_data.end(), d_dest.begin(), less_than_five<T>(), T{0});
ASSERT_ALMOST_EQUAL(h_data, d_data);
ASSERT_ALMOST_EQUAL(h_dest, d_dest);
}
DECLARE_VARIABLE_UNITTEST(TestReplaceCopyIf);
template <typename T>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceCopyIfToDiscardIterator(const size_t n)
{
thrust::host_vector<T> h_data = unittest::random_samples<T>(n);
thrust::device_vector<T> d_data = h_data;
thrust::discard_iterator<> h_result =
thrust::replace_copy_if(h_data.begin(), h_data.end(), thrust::make_discard_iterator(), less_than_five<T>(), T{0});
thrust::discard_iterator<> d_result =
thrust::replace_copy_if(d_data.begin(), d_data.end(), thrust::make_discard_iterator(), less_than_five<T>(), T{0});
thrust::discard_iterator<> reference(static_cast<std::ptrdiff_t>(n));
ASSERT_EQUAL_QUIET(reference, h_result);
ASSERT_EQUAL_QUIET(reference, d_result);
}
DECLARE_VARIABLE_UNITTEST(TestReplaceCopyIfToDiscardIterator);
template <typename T>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceCopyIfStencil(const size_t n)
{
thrust::host_vector<T> h_data = unittest::random_samples<T>(n);
thrust::device_vector<T> d_data = h_data;
thrust::host_vector<T> h_stencil = unittest::random_samples<T>(n);
thrust::device_vector<T> d_stencil = h_stencil;
thrust::host_vector<T> h_dest(n);
thrust::device_vector<T> d_dest(n);
thrust::replace_copy_if(h_data.begin(), h_data.end(), h_stencil.begin(), h_dest.begin(), less_than_five<T>(), T{0});
thrust::replace_copy_if(d_data.begin(), d_data.end(), d_stencil.begin(), d_dest.begin(), less_than_five<T>(), T{0});
ASSERT_ALMOST_EQUAL(h_data, d_data);
ASSERT_ALMOST_EQUAL(h_dest, d_dest);
}
DECLARE_VARIABLE_UNITTEST(TestReplaceCopyIfStencil);
template <typename T>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestReplaceCopyIfStencilToDiscardIterator(const size_t n)
{
thrust::host_vector<T> h_data = unittest::random_samples<T>(n);
thrust::device_vector<T> d_data = h_data;
thrust::host_vector<T> h_stencil = unittest::random_samples<T>(n);
thrust::device_vector<T> d_stencil = h_stencil;
thrust::discard_iterator<> h_result = thrust::replace_copy_if(
h_data.begin(), h_data.end(), h_stencil.begin(), thrust::make_discard_iterator(), less_than_five<T>(), T{0});
thrust::discard_iterator<> d_result = thrust::replace_copy_if(
d_data.begin(), d_data.end(), d_stencil.begin(), thrust::make_discard_iterator(), less_than_five<T>(), T{0});
thrust::discard_iterator<> reference(static_cast<std::ptrdiff_t>(n));
ASSERT_EQUAL_QUIET(reference, h_result);
ASSERT_EQUAL_QUIET(reference, d_result);
}
DECLARE_VARIABLE_UNITTEST(TestReplaceCopyIfStencilToDiscardIterator);