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project_6/cccl_upstream/thrust/testing/gather.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/gather.h>
#include <thrust/iterator/counting_iterator.h>
#include <thrust/iterator/discard_iterator.h>
#include <thrust/iterator/retag.h>
#include <thrust/sequence.h>
#include <algorithm>
#include <unittest/unittest.h>
// There is an 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
_CCCL_DIAG_PUSH
_CCCL_DIAG_SUPPRESS_MSVC(4244 4267) // possible loss of data
template <class Vector>
void TestGatherSimple()
{
Vector map{6, 2, 1, 7, 2}; // gather indices
Vector src{0, 1, 2, 3, 4, 5, 6, 7}; // source vector
Vector dst(5, 0); // destination vector
thrust::gather(map.begin(), map.end(), src.begin(), dst.begin());
Vector ref{6, 2, 1, 7, 2};
ASSERT_EQUAL(dst, ref);
}
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestGatherSimple);
template <typename InputIterator, typename RandomAccessIterator, typename OutputIterator>
OutputIterator gather(my_system& system, InputIterator, InputIterator, RandomAccessIterator, OutputIterator result)
{
system.validate_dispatch();
return result;
}
void TestGatherDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::gather(sys, vec.begin(), vec.end(), vec.begin(), vec.begin());
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestGatherDispatchExplicit);
template <typename InputIterator, typename RandomAccessIterator, typename OutputIterator>
OutputIterator gather(my_tag, InputIterator, InputIterator, RandomAccessIterator, OutputIterator result)
{
*result = 13;
return result;
}
void TestGatherDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::gather(thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.end()),
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.begin()));
ASSERT_EQUAL(13, vec.front());
}
DECLARE_UNITTEST(TestGatherDispatchImplicit);
template <typename T>
void TestGather(const size_t n)
{
const size_t source_size = std::min((size_t) 10, 2 * n);
// source vectors to gather from
thrust::host_vector<T> h_source = unittest::random_samples<T>(source_size);
thrust::device_vector<T> d_source = h_source;
// gather indices
thrust::host_vector<unsigned int> h_map = unittest::random_integers<unsigned int>(n);
for (size_t i = 0; i < n; i++)
{
h_map[i] = h_map[i] % source_size;
}
thrust::device_vector<unsigned int> d_map = h_map;
// gather destination
thrust::host_vector<T> h_output(n);
thrust::device_vector<T> d_output(n);
thrust::gather(h_map.begin(), h_map.end(), h_source.begin(), h_output.begin());
thrust::gather(d_map.begin(), d_map.end(), d_source.begin(), d_output.begin());
ASSERT_EQUAL(h_output, d_output);
}
DECLARE_VARIABLE_UNITTEST(TestGather);
template <typename T>
void TestGatherToDiscardIterator(const size_t n)
{
const size_t source_size = std::min((size_t) 10, 2 * n);
// source vectors to gather from
thrust::host_vector<T> h_source = unittest::random_samples<T>(source_size);
thrust::device_vector<T> d_source = h_source;
// gather indices
thrust::host_vector<unsigned int> h_map = unittest::random_integers<unsigned int>(n);
for (size_t i = 0; i < n; i++)
{
h_map[i] = h_map[i] % source_size;
}
thrust::device_vector<unsigned int> d_map = h_map;
thrust::discard_iterator<> h_result =
thrust::gather(h_map.begin(), h_map.end(), h_source.begin(), thrust::make_discard_iterator());
thrust::discard_iterator<> d_result =
thrust::gather(d_map.begin(), d_map.end(), d_source.begin(), thrust::make_discard_iterator());
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(TestGatherToDiscardIterator);
template <class Vector>
void TestGatherIfSimple()
{
Vector flg{0, 1, 0, 1, 0}; // predicate array
Vector map{6, 2, 1, 7, 2}; // gather indices
Vector src{0, 1, 2, 3, 4, 5, 6, 7}; // source vector
Vector dst(5, 0); // destination vector
thrust::gather_if(map.begin(), map.end(), flg.begin(), src.begin(), dst.begin());
Vector ref{0, 2, 0, 7, 0};
ASSERT_EQUAL(dst, ref);
}
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestGatherIfSimple);
template <typename T>
struct is_even_gather_if
{
_CCCL_HOST_DEVICE bool operator()(const T i) const
{
return (i % 2) == 0;
}
};
template <typename InputIterator1, typename InputIterator2, typename RandomAccessIterator, typename OutputIterator>
OutputIterator gather_if(
my_system& system,
InputIterator1, // map_first,
InputIterator1, // map_last,
InputIterator2, // stencil,
RandomAccessIterator, // input_first,
OutputIterator result)
{
system.validate_dispatch();
return result;
}
void TestGatherIfDispatchExplicit()
{
thrust::device_vector<int> vec(1);
my_system sys(0);
thrust::gather_if(sys, vec.begin(), vec.end(), vec.begin(), vec.begin(), vec.begin());
ASSERT_EQUAL(true, sys.is_valid());
}
DECLARE_UNITTEST(TestGatherIfDispatchExplicit);
template <typename InputIterator1, typename InputIterator2, typename RandomAccessIterator, typename OutputIterator>
OutputIterator gather_if(
my_tag,
InputIterator1, // map_first,
InputIterator1, // map_last,
InputIterator2, // stencil,
RandomAccessIterator, // input_first,
OutputIterator result)
{
*result = 13;
return result;
}
void TestGatherIfDispatchImplicit()
{
thrust::device_vector<int> vec(1);
thrust::gather_if(
thrust::retag<my_tag>(vec.begin()),
thrust::retag<my_tag>(vec.end()),
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(TestGatherIfDispatchImplicit);
template <typename T>
void TestGatherIf(const size_t n)
{
const size_t source_size = std::min((size_t) 10, 2 * n);
// source vectors to gather from
thrust::host_vector<T> h_source = unittest::random_samples<T>(source_size);
thrust::device_vector<T> d_source = h_source;
// gather indices
thrust::host_vector<unsigned int> h_map = unittest::random_integers<unsigned int>(n);
for (size_t i = 0; i < n; i++)
{
h_map[i] = h_map[i] % source_size;
}
thrust::device_vector<unsigned int> d_map = h_map;
// gather stencil
thrust::host_vector<unsigned int> h_stencil = unittest::random_integers<unsigned int>(n);
for (size_t i = 0; i < n; i++)
{
h_stencil[i] = h_stencil[i] % 2;
}
thrust::device_vector<unsigned int> d_stencil = h_stencil;
// gather destination
thrust::host_vector<T> h_output(n);
thrust::device_vector<T> d_output(n);
thrust::gather_if(
h_map.begin(),
h_map.end(),
h_stencil.begin(),
h_source.begin(),
h_output.begin(),
is_even_gather_if<unsigned int>());
thrust::gather_if(
d_map.begin(),
d_map.end(),
d_stencil.begin(),
d_source.begin(),
d_output.begin(),
is_even_gather_if<unsigned int>());
ASSERT_EQUAL(h_output, d_output);
}
DECLARE_VARIABLE_UNITTEST(TestGatherIf);
template <typename T>
void TestGatherIfToDiscardIterator(const size_t n)
{
const size_t source_size = std::min((size_t) 10, 2 * n);
// source vectors to gather from
thrust::host_vector<T> h_source = unittest::random_samples<T>(source_size);
thrust::device_vector<T> d_source = h_source;
// gather indices
thrust::host_vector<unsigned int> h_map = unittest::random_integers<unsigned int>(n);
for (size_t i = 0; i < n; i++)
{
h_map[i] = h_map[i] % source_size;
}
thrust::device_vector<unsigned int> d_map = h_map;
// gather stencil
thrust::host_vector<unsigned int> h_stencil = unittest::random_integers<unsigned int>(n);
for (size_t i = 0; i < n; i++)
{
h_stencil[i] = h_stencil[i] % 2;
}
thrust::device_vector<unsigned int> d_stencil = h_stencil;
thrust::discard_iterator<> h_result = thrust::gather_if(
h_map.begin(),
h_map.end(),
h_stencil.begin(),
h_source.begin(),
thrust::make_discard_iterator(),
is_even_gather_if<unsigned int>());
thrust::discard_iterator<> d_result = thrust::gather_if(
d_map.begin(),
d_map.end(),
d_stencil.begin(),
d_source.begin(),
thrust::make_discard_iterator(),
is_even_gather_if<unsigned int>());
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(TestGatherIfToDiscardIterator);
template <typename Vector>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestGatherCountingIterator()
{
Vector source(10);
thrust::sequence(source.begin(), source.end(), 0);
Vector map(10);
thrust::sequence(map.begin(), map.end(), 0);
Vector output(10);
// source has any_system_tag
thrust::fill(output.begin(), output.end(), 0);
thrust::gather(map.begin(), map.end(), thrust::make_counting_iterator(0), output.begin());
ASSERT_EQUAL(output, map);
// map has any_system_tag
thrust::fill(output.begin(), output.end(), 0);
thrust::gather(thrust::make_counting_iterator(0),
thrust::make_counting_iterator((int) source.size()),
source.begin(),
output.begin());
ASSERT_EQUAL(output, map);
// source and map have any_system_tag
thrust::fill(output.begin(), output.end(), 0);
thrust::gather(thrust::make_counting_iterator(0),
thrust::make_counting_iterator((int) output.size()),
thrust::make_counting_iterator(0),
output.begin());
ASSERT_EQUAL(output, map);
}
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestGatherCountingIterator);
_CCCL_DIAG_POP