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project_6/cccl_upstream/thrust/testing/permutation_iterator.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/counting_iterator.h>
#include <thrust/iterator/permutation_iterator.h>
#include <thrust/reduce.h>
#include <thrust/sequence.h>
#include <thrust/transform_reduce.h>
#include <cuda/std/type_traits>
#include <unittest/unittest.h>
#if _CCCL_COMPILER(GCC, >=, 11)
# define THRUST_DISABLE_BROKEN_GCC_VECTORIZER __attribute__((optimize("no-tree-vectorize")))
#else
# define THRUST_DISABLE_BROKEN_GCC_VECTORIZER
#endif
// ensure that we properly support thrust::permutation_iterator from cuda::std
void TestPermutationIteratorTraits()
{
using base_it = thrust::host_vector<int>::iterator;
using it = thrust::permutation_iterator<base_it, base_it>;
using traits = cuda::std::iterator_traits<it>;
using category = ::cuda::std::random_access_iterator_tag;
static_assert(cuda::std::is_same_v<traits::difference_type, ptrdiff_t>);
static_assert(cuda::std::is_same_v<traits::value_type, int>);
static_assert(cuda::std::is_same_v<traits::pointer, void>);
static_assert(cuda::std::is_same_v<traits::reference, int&>);
static_assert(cuda::std::is_same_v<traits::iterator_category, category>);
static_assert(cuda::std::is_same_v<thrust::iterator_traversal_t<it>, thrust::random_access_traversal_tag>);
static_assert(cuda::std::__has_random_access_traversal<it>);
static_assert(cuda::std::output_iterator<it, int>);
static_assert(cuda::std::input_iterator<it>);
static_assert(cuda::std::forward_iterator<it>);
static_assert(cuda::std::bidirectional_iterator<it>);
static_assert(cuda::std::random_access_iterator<it>);
static_assert(!cuda::std::contiguous_iterator<it>);
}
DECLARE_UNITTEST(TestPermutationIteratorTraits);
template <class Vector>
void TestPermutationIteratorSimple()
{
using T = typename Vector::value_type;
using Iterator = typename Vector::iterator;
Vector source(8);
Vector indices{3, 0, 5, 7};
// initialize input
thrust::sequence(source.begin(), source.end(), 1);
thrust::permutation_iterator<Iterator, Iterator> begin(source.begin(), indices.begin());
thrust::permutation_iterator<Iterator, Iterator> end(source.begin(), indices.end());
ASSERT_EQUAL(end - begin, 4);
ASSERT_EQUAL((begin + 4) == end, true);
ASSERT_EQUAL((T) *begin, 4);
begin++;
end--;
ASSERT_EQUAL((T) *begin, 1);
ASSERT_EQUAL((T) *end, 8);
ASSERT_EQUAL(end - begin, 2);
end--;
*begin = 10;
*end = 20;
Vector ref{10, 2, 3, 4, 5, 20, 7, 8};
ASSERT_EQUAL(source, ref);
}
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestPermutationIteratorSimple);
static_assert(cuda::std::is_trivially_copy_constructible<thrust::permutation_iterator<int*, int*>>::value);
static_assert(cuda::std::is_trivially_copyable<thrust::permutation_iterator<int*, int*>>::value);
template <class Vector>
void TestPermutationIteratorGather()
{
using Iterator = typename Vector::iterator;
Vector source(8);
Vector indices{3, 0, 5, 7};
Vector output(4, 10);
// initialize input
thrust::sequence(source.begin(), source.end(), 1);
thrust::permutation_iterator<Iterator, Iterator> p_source(source.begin(), indices.begin());
thrust::copy(p_source, p_source + 4, output.begin());
Vector ref{4, 1, 6, 8};
ASSERT_EQUAL(output, ref);
}
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestPermutationIteratorGather);
template <class Vector>
void TestPermutationIteratorScatter()
{
using Iterator = typename Vector::iterator;
Vector source(4, 10);
Vector indices{3, 0, 5, 7};
Vector output(8);
// initialize output
thrust::sequence(output.begin(), output.end(), 1);
// construct transform_iterator
thrust::permutation_iterator<Iterator, Iterator> p_output(output.begin(), indices.begin());
thrust::copy(source.begin(), source.end(), p_output);
Vector ref{10, 2, 3, 10, 5, 10, 7, 10};
ASSERT_EQUAL(output, ref);
}
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestPermutationIteratorScatter);
template <class Vector>
void TestMakePermutationIterator()
{
Vector source(8);
Vector indices{3, 0, 5, 7};
Vector output(4, 10);
// initialize input
thrust::sequence(source.begin(), source.end(), 1);
thrust::copy(thrust::make_permutation_iterator(source.begin(), indices.begin()),
thrust::make_permutation_iterator(source.begin(), indices.begin()) + 4,
output.begin());
Vector ref{4, 1, 6, 8};
ASSERT_EQUAL(output, ref);
}
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestMakePermutationIterator);
template <typename Vector>
void TestPermutationIteratorReduce()
{
using T = typename Vector::value_type;
using Iterator = typename Vector::iterator;
Vector source(8);
Vector indices{3, 0, 5, 7};
Vector output(4, 10);
// initialize input
thrust::sequence(source.begin(), source.end(), 1);
// construct transform_iterator
thrust::permutation_iterator<Iterator, Iterator> iter(source.begin(), indices.begin());
T result1 = thrust::reduce(thrust::make_permutation_iterator(source.begin(), indices.begin()),
thrust::make_permutation_iterator(source.begin(), indices.begin()) + 4);
ASSERT_EQUAL(result1, 19);
T result2 = thrust::transform_reduce(
thrust::make_permutation_iterator(source.begin(), indices.begin()),
thrust::make_permutation_iterator(source.begin(), indices.begin()) + 4,
::cuda::std::negate<T>(),
T(0),
::cuda::std::plus<T>());
ASSERT_EQUAL(result2, -19);
};
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestPermutationIteratorReduce);
void TestPermutationIteratorHostDeviceGather()
{
using T = int;
using HostVector = thrust::host_vector<T>;
using DeviceVector = thrust::device_vector<T>;
using HostIterator = HostVector::iterator;
using DeviceIterator = DeviceVector::iterator;
HostVector h_source(8);
HostVector h_indices{3, 0, 5, 7};
HostVector h_output(4, 10);
DeviceVector d_source(8);
DeviceVector d_indices(h_indices);
DeviceVector d_output(4, 10);
// initialize source
thrust::sequence(h_source.begin(), h_source.end(), 1);
thrust::sequence(d_source.begin(), d_source.end(), 1);
thrust::permutation_iterator<HostIterator, HostIterator> p_h_source(h_source.begin(), h_indices.begin());
thrust::permutation_iterator<DeviceIterator, DeviceIterator> p_d_source(d_source.begin(), d_indices.begin());
// gather host->device
thrust::copy(p_h_source, p_h_source + 4, d_output.begin());
DeviceVector dref{4, 1, 6, 8};
ASSERT_EQUAL(d_output, dref);
// gather device->host
thrust::copy(p_d_source, p_d_source + 4, h_output.begin());
HostVector href{4, 1, 6, 8};
ASSERT_EQUAL(h_output, href);
}
DECLARE_UNITTEST(TestPermutationIteratorHostDeviceGather);
void TestPermutationIteratorHostDeviceScatter()
{
using T = int;
using HostVector = thrust::host_vector<T>;
using DeviceVector = thrust::device_vector<T>;
using HostIterator = HostVector::iterator;
using DeviceIterator = DeviceVector::iterator;
HostVector h_source(4, 10);
HostVector h_indices{3, 0, 5, 7};
HostVector h_output(8);
DeviceVector d_source(4, 10);
DeviceVector d_indices(h_indices);
DeviceVector d_output(8);
// initialize source
thrust::sequence(h_output.begin(), h_output.end(), 1);
thrust::sequence(d_output.begin(), d_output.end(), 1);
thrust::permutation_iterator<HostIterator, HostIterator> p_h_output(h_output.begin(), h_indices.begin());
thrust::permutation_iterator<DeviceIterator, DeviceIterator> p_d_output(d_output.begin(), d_indices.begin());
// scatter host->device
thrust::copy(h_source.begin(), h_source.end(), p_d_output);
DeviceVector dref{10, 2, 3, 10, 5, 10, 7, 10};
ASSERT_EQUAL(d_output, dref);
// scatter device->host
thrust::copy(d_source.begin(), d_source.end(), p_h_output);
HostVector href = dref;
ASSERT_EQUAL(h_output, href);
}
DECLARE_UNITTEST(TestPermutationIteratorHostDeviceScatter);
template <typename Vector>
THRUST_DISABLE_BROKEN_GCC_VECTORIZER void TestPermutationIteratorWithCountingIterator()
{
using T = typename Vector::value_type;
using diff_t = typename thrust::counting_iterator<T>::difference_type;
thrust::counting_iterator<T> input(0), index(0);
// test copy()
{
Vector output(4, 0);
auto first = thrust::make_permutation_iterator(input, index);
auto last = thrust::make_permutation_iterator(input, index + static_cast<diff_t>(output.size()));
thrust::copy(first, last, output.begin());
Vector ref{0, 1, 2, 3};
ASSERT_EQUAL(output, ref);
}
// test copy()
{
Vector output(4, 0);
thrust::transform(thrust::make_permutation_iterator(input, index),
thrust::make_permutation_iterator(input, index + 4),
output.begin(),
::cuda::std::identity{});
Vector ref{0, 1, 2, 3};
ASSERT_EQUAL(output, ref);
}
}
DECLARE_INTEGRAL_VECTOR_UNITTEST(TestPermutationIteratorWithCountingIterator);