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project_6/cccl_upstream/thrust/testing/fill.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/fill.h>
#include <thrust/iterator/discard_iterator.h>
#include <thrust/iterator/retag.h>
#include <thrust/iterator/zip_iterator.h>
#include <algorithm>
#include <unittest/unittest.h>
_CCCL_DIAG_PUSH
_CCCL_DIAG_SUPPRESS_MSVC(4244 4267) // possible loss of data
template <class Vector>
void TestFillSimple()
{
using T = typename Vector::value_type;
Vector v{0, 1, 2, 3, 4};
thrust::fill(v.begin() + 1, v.begin() + 4, (T) 7);
Vector ref{0, 7, 7, 7, 4};
ASSERT_EQUAL(v, ref);
thrust::fill(v.begin() + 0, v.begin() + 3, (T) 8);
ref = {8, 8, 8, 7, 4};
ASSERT_EQUAL(v, ref);
thrust::fill(v.begin() + 2, v.end(), (T) 9);
ref = {8, 8, 9, 9, 9};
ASSERT_EQUAL(v, ref);
thrust::fill(v.begin(), v.end(), (T) 1);
ref = Vector(5, 1);
ASSERT_EQUAL(v, ref);
}
DECLARE_VECTOR_UNITTEST(TestFillSimple);
void TestFillDiscardIterator()
{
// there's no result to check because fill returns void
thrust::fill(
thrust::discard_iterator<thrust::host_system_tag>(), thrust::discard_iterator<thrust::host_system_tag>(10), 13);
thrust::fill(
thrust::discard_iterator<thrust::device_system_tag>(), thrust::discard_iterator<thrust::device_system_tag>(10), 13);
}
DECLARE_UNITTEST(TestFillDiscardIterator);
template <class Vector>
void TestFillMixedTypes()
{
Vector v(4);
thrust::fill(v.begin(), v.end(), bool(true));
Vector ref(4, 1);
ASSERT_EQUAL(v, ref);
thrust::fill(v.begin(), v.end(), char(20));
ref = Vector(4, 20);
ASSERT_EQUAL(v, ref);
}
DECLARE_VECTOR_UNITTEST(TestFillMixedTypes);
template <typename T>
void TestFill(size_t n)
{
thrust::host_vector<T> h_data = unittest::random_integers<T>(n);
thrust::device_vector<T> d_data = h_data;
thrust::fill(h_data.begin() + std::min((size_t) 1, n), h_data.begin() + std::min((size_t) 3, n), (T) 0);
thrust::fill(d_data.begin() + std::min((size_t) 1, n), d_data.begin() + std::min((size_t) 3, n), (T) 0);
ASSERT_EQUAL(h_data, d_data);
thrust::fill(h_data.begin() + std::min((size_t) 117, n), h_data.begin() + std::min((size_t) 367, n), (T) 1);
thrust::fill(d_data.begin() + std::min((size_t) 117, n), d_data.begin() + std::min((size_t) 367, n), (T) 1);
ASSERT_EQUAL(h_data, d_data);
thrust::fill(h_data.begin() + std::min((size_t) 8, n), h_data.begin() + std::min((size_t) 259, n), (T) 2);
thrust::fill(d_data.begin() + std::min((size_t) 8, n), d_data.begin() + std::min((size_t) 259, n), (T) 2);
ASSERT_EQUAL(h_data, d_data);
thrust::fill(h_data.begin() + std::min((size_t) 3, n), h_data.end(), (T) 3);
thrust::fill(d_data.begin() + std::min((size_t) 3, n), d_data.end(), (T) 3);
ASSERT_EQUAL(h_data, d_data);
thrust::fill(h_data.begin(), h_data.end(), (T) 4);
thrust::fill(d_data.begin(), d_data.end(), (T) 4);
ASSERT_EQUAL(h_data, d_data);
}
DECLARE_VARIABLE_UNITTEST(TestFill);
template <class Vector>
void TestFillNSimple()
{
using T = typename Vector::value_type;
Vector v{0, 1, 2, 3, 4};
typename Vector::iterator iter = thrust::fill_n(v.begin() + 1, 3, (T) 7);
Vector ref{0, 7, 7, 7, 4};
ASSERT_EQUAL(v, ref);
ASSERT_EQUAL_QUIET(v.begin() + 4, iter);
iter = thrust::fill_n(v.begin() + 0, 3, (T) 8);
ref = {8, 8, 8, 7, 4};
ASSERT_EQUAL(v, ref);
ASSERT_EQUAL_QUIET(v.begin() + 3, iter);
iter = thrust::fill_n(v.begin() + 2, 3, (T) 9);
ref = {8, 8, 9, 9, 9};
ASSERT_EQUAL(v, ref);
ASSERT_EQUAL_QUIET(v.end(), iter);
iter = thrust::fill_n(v.begin(), v.size(), (T) 1);
ref = Vector(5, 1);
ASSERT_EQUAL(v, ref);
ASSERT_EQUAL_QUIET(v.end(), iter);
}
DECLARE_VECTOR_UNITTEST(TestFillNSimple);
void TestFillNDiscardIterator()
{
thrust::discard_iterator<thrust::host_system_tag> h_result =
thrust::fill_n(thrust::discard_iterator<thrust::host_system_tag>(), 10, 13);
thrust::discard_iterator<thrust::device_system_tag> d_result =
thrust::fill_n(thrust::discard_iterator<thrust::device_system_tag>(), 10, 13);
thrust::discard_iterator<> reference(10);
ASSERT_EQUAL_QUIET(reference, h_result);
ASSERT_EQUAL_QUIET(reference, d_result);
}
DECLARE_UNITTEST(TestFillNDiscardIterator);
template <class Vector>
void TestFillNMixedTypes()
{
Vector v(4);
typename Vector::iterator iter = thrust::fill_n(v.begin(), v.size(), bool(true));
Vector ref(4, 1);
ASSERT_EQUAL(v, ref);
ASSERT_EQUAL_QUIET(v.end(), iter);
iter = thrust::fill_n(v.begin(), v.size(), char(20));
ref = Vector(4, 20);
ASSERT_EQUAL(v, ref);
ASSERT_EQUAL_QUIET(v.end(), iter);
}
DECLARE_VECTOR_UNITTEST(TestFillNMixedTypes);
template <typename T>
void TestFillN(size_t n)
{
thrust::host_vector<T> h_data = unittest::random_integers<T>(n);
thrust::device_vector<T> d_data = h_data;
size_t begin_offset = std::min<size_t>(1, n);
thrust::fill_n(h_data.begin() + begin_offset, std::min((size_t) 3, n) - begin_offset, (T) 0);
thrust::fill_n(d_data.begin() + begin_offset, std::min((size_t) 3, n) - begin_offset, (T) 0);
ASSERT_EQUAL(h_data, d_data);
begin_offset = std::min<size_t>(117, n);
thrust::fill_n(h_data.begin() + begin_offset, std::min((size_t) 367, n) - begin_offset, (T) 1);
thrust::fill_n(d_data.begin() + begin_offset, std::min((size_t) 367, n) - begin_offset, (T) 1);
ASSERT_EQUAL(h_data, d_data);
begin_offset = std::min<size_t>(8, n);
thrust::fill_n(h_data.begin() + begin_offset, std::min((size_t) 259, n) - begin_offset, (T) 2);
thrust::fill_n(d_data.begin() + begin_offset, std::min((size_t) 259, n) - begin_offset, (T) 2);
ASSERT_EQUAL(h_data, d_data);
begin_offset = std::min<size_t>(3, n);
thrust::fill_n(h_data.begin() + begin_offset, h_data.size() - begin_offset, (T) 3);
thrust::fill_n(d_data.begin() + begin_offset, d_data.size() - begin_offset, (T) 3);
ASSERT_EQUAL(h_data, d_data);
thrust::fill_n(h_data.begin(), h_data.size(), (T) 4);
thrust::fill_n(d_data.begin(), d_data.size(), (T) 4);
ASSERT_EQUAL(h_data, d_data);
}
DECLARE_VARIABLE_UNITTEST(TestFillN);
template <typename Vector>
void TestFillZipIterator()
{
using T = typename Vector::value_type;
Vector v1(3, T(0));
Vector v2(3, T(0));
Vector v3(3, T(0));
thrust::fill(thrust::make_zip_iterator(v1.begin(), v2.begin(), v3.begin()),
thrust::make_zip_iterator(v1.end(), v2.end(), v3.end()),
cuda::std::tuple<T, T, T>(4, 7, 13));
Vector ref1{4, 4, 4};
ASSERT_EQUAL(ref1, v1);
Vector ref2{7, 7, 7};
ASSERT_EQUAL(ref2, v2);
Vector ref3{13, 13, 13};
ASSERT_EQUAL(ref3, v3);
};
DECLARE_VECTOR_UNITTEST(TestFillZipIterator);
void TestFillTuple()
{
using T = int;
using Tuple = cuda::std::tuple<T, T>;
thrust::host_vector<Tuple> h(3, Tuple(0, 0));
thrust::device_vector<Tuple> d(3, Tuple(0, 0));
thrust::fill(h.begin(), h.end(), Tuple(4, 7));
thrust::fill(d.begin(), d.end(), Tuple(4, 7));
ASSERT_EQUAL_QUIET(h, d);
};
DECLARE_UNITTEST(TestFillTuple);
struct TypeWithTrivialAssigment
{
int x, y, z;
};
void TestFillWithTrivialAssignment()
{
using T = TypeWithTrivialAssigment;
thrust::host_vector<T> h(1);
thrust::device_vector<T> d(1);
ASSERT_EQUAL(h[0].x, 0);
ASSERT_EQUAL(h[0].y, 0);
ASSERT_EQUAL(h[0].z, 0);
ASSERT_EQUAL(static_cast<T>(d[0]).x, 0);
ASSERT_EQUAL(static_cast<T>(d[0]).y, 0);
ASSERT_EQUAL(static_cast<T>(d[0]).z, 0);
T val;
val.x = 10;
val.y = 20;
val.z = -1;
thrust::fill(h.begin(), h.end(), val);
thrust::fill(d.begin(), d.end(), val);
ASSERT_EQUAL(h[0].x, 10);
ASSERT_EQUAL(h[0].y, 20);
ASSERT_EQUAL(h[0].z, -1);
ASSERT_EQUAL(static_cast<T>(d[0]).x, 10);
ASSERT_EQUAL(static_cast<T>(d[0]).y, 20);
ASSERT_EQUAL(static_cast<T>(d[0]).z, -1);
};
DECLARE_UNITTEST(TestFillWithTrivialAssignment);
struct TypeWithNonTrivialAssigment
{
int x{0}, y{0}, z{0};
TypeWithNonTrivialAssigment() = default;
TypeWithNonTrivialAssigment(const TypeWithNonTrivialAssigment&) = default;
_CCCL_HOST_DEVICE TypeWithNonTrivialAssigment& operator=(const TypeWithNonTrivialAssigment& t)
{
x = t.x;
y = t.y;
z = t.x + t.y;
return *this;
}
_CCCL_HOST_DEVICE bool operator==(const TypeWithNonTrivialAssigment& t) const
{
return x == t.x && y == t.y && z == t.z;
}
};
void TestFillWithNonTrivialAssignment()
{
using T = TypeWithNonTrivialAssigment;
thrust::host_vector<T> h(1);
thrust::device_vector<T> d(1);
ASSERT_EQUAL(h[0].x, 0);
ASSERT_EQUAL(h[0].y, 0);
ASSERT_EQUAL(h[0].z, 0);
ASSERT_EQUAL(static_cast<T>(d[0]).x, 0);
ASSERT_EQUAL(static_cast<T>(d[0]).y, 0);
ASSERT_EQUAL(static_cast<T>(d[0]).z, 0);
T val;
val.x = 10;
val.y = 20;
val.z = -1;
thrust::fill(h.begin(), h.end(), val);
thrust::fill(d.begin(), d.end(), val);
ASSERT_EQUAL(h[0].x, 10);
ASSERT_EQUAL(h[0].y, 20);
ASSERT_EQUAL(h[0].z, 30);
ASSERT_EQUAL(static_cast<T>(d[0]).x, 10);
ASSERT_EQUAL(static_cast<T>(d[0]).y, 20);
ASSERT_EQUAL(static_cast<T>(d[0]).z, 30);
};
DECLARE_UNITTEST(TestFillWithNonTrivialAssignment);
template <typename ForwardIterator, typename T>
void fill(my_system& system, ForwardIterator /*first*/, ForwardIterator, const T&)
{
system.validate_dispatch();
}
void TestFillDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::fill(sys, vec.begin(), vec.end(), 0);
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestFillDispatchExplicit);
template <typename ForwardIterator, typename T>
void fill(my_tag, ForwardIterator first, ForwardIterator, const T&)
{
*first = 13;
}
void TestFillDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::fill(thrust::retag<my_tag>(vec.begin()), thrust::retag<my_tag>(vec.end()), 0);
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestFillDispatchImplicit);
template <typename OutputIterator, typename Size, typename T>
OutputIterator fill_n(my_system& system, OutputIterator first, Size, const T&)
{
system.validate_dispatch();
return first;
}
void TestFillNDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::fill_n(sys, vec.begin(), vec.size(), 0);
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestFillNDispatchExplicit);
template <typename OutputIterator, typename Size, typename T>
OutputIterator fill_n(my_tag, OutputIterator first, Size, const T&)
{
*first = 13;
return first;
}
void TestFillNDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::fill_n(thrust::retag<my_tag>(vec.begin()), vec.size(), 0);
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestFillNDispatchImplicit);
_CCCL_DIAG_POP