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
311 lines
8.7 KiB
Plaintext
311 lines
8.7 KiB
Plaintext
#include <thrust/fill.h>
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#include <thrust/iterator/counting_iterator.h>
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#include <thrust/iterator/discard_iterator.h>
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#include <thrust/iterator/retag.h>
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#include <thrust/scatter.h>
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#include <thrust/sequence.h>
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#include <algorithm>
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#include <unittest/unittest.h>
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template <class Vector>
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void TestScatterSimple()
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{
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Vector map{6, 3, 1, 7, 2};
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Vector src{0, 1, 2, 3, 4};
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Vector dst(8, 0);
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thrust::scatter(src.begin(), src.end(), map.begin(), dst.begin());
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Vector ref{0, 2, 4, 1, 0, 0, 0, 3};
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ASSERT_EQUAL(dst, ref);
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}
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DECLARE_INTEGRAL_VECTOR_UNITTEST(TestScatterSimple);
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template <typename InputIterator1, typename InputIterator2, typename RandomAccessIterator>
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void scatter(my_system& system, InputIterator1, InputIterator1, InputIterator2, RandomAccessIterator)
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{
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system.validate_dispatch();
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}
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void TestScatterDispatchExplicit()
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{
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thrust::device_vector<int> vec(1);
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my_system sys(0);
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thrust::scatter(sys, vec.begin(), vec.begin(), vec.begin(), vec.begin());
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ASSERT_EQUAL(true, sys.is_valid());
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}
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DECLARE_UNITTEST(TestScatterDispatchExplicit);
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template <typename InputIterator1, typename InputIterator2, typename RandomAccessIterator>
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void scatter(my_tag, InputIterator1, InputIterator1, InputIterator2, RandomAccessIterator output)
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{
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*output = 13;
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}
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void TestScatterDispatchImplicit()
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{
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thrust::device_vector<int> vec(1);
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thrust::scatter(thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()));
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ASSERT_EQUAL(13, vec.front());
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}
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DECLARE_UNITTEST(TestScatterDispatchImplicit);
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template <typename T>
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void TestScatter(const size_t n)
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{
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const size_t output_size = std::min((size_t) 10, 2 * n);
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thrust::host_vector<T> h_input(n, (T) 1);
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thrust::device_vector<T> d_input(n, (T) 1);
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thrust::host_vector<unsigned int> h_map = unittest::random_integers<unsigned int>(n);
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for (size_t i = 0; i < n; i++)
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{
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h_map[i] = h_map[i] % output_size;
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}
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thrust::device_vector<unsigned int> d_map = h_map;
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thrust::host_vector<T> h_output(output_size, (T) 0);
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thrust::device_vector<T> d_output(output_size, (T) 0);
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thrust::scatter(h_input.begin(), h_input.end(), h_map.begin(), h_output.begin());
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thrust::scatter(d_input.begin(), d_input.end(), d_map.begin(), d_output.begin());
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ASSERT_EQUAL(h_output, d_output);
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}
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DECLARE_VARIABLE_UNITTEST(TestScatter);
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template <typename T>
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void TestScatterToDiscardIterator(const size_t n)
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{
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const size_t output_size = std::min((size_t) 10, 2 * n);
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thrust::host_vector<T> h_input(n, (T) 1);
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thrust::device_vector<T> d_input(n, (T) 1);
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thrust::host_vector<unsigned int> h_map = unittest::random_integers<unsigned int>(n);
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for (size_t i = 0; i < n; i++)
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{
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h_map[i] = h_map[i] % output_size;
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}
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thrust::device_vector<unsigned int> d_map = h_map;
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thrust::scatter(h_input.begin(), h_input.end(), h_map.begin(), thrust::make_discard_iterator());
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thrust::scatter(d_input.begin(), d_input.end(), d_map.begin(), thrust::make_discard_iterator());
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// there's nothing to check -- just make sure it compiles
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}
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DECLARE_VARIABLE_UNITTEST(TestScatterToDiscardIterator);
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template <class Vector>
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void TestScatterIfSimple()
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{
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Vector flg{0, 1, 0, 1, 0};
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Vector map{6, 3, 1, 7, 2};
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Vector src{0, 1, 2, 3, 4};
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Vector dst(8, 0);
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thrust::scatter_if(src.begin(), src.end(), map.begin(), flg.begin(), dst.begin());
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Vector ref{0, 0, 0, 1, 0, 0, 0, 3};
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ASSERT_EQUAL(dst, ref);
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}
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DECLARE_INTEGRAL_VECTOR_UNITTEST(TestScatterIfSimple);
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template <typename InputIterator1, typename InputIterator2, typename InputIterator3, typename RandomAccessIterator>
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void scatter_if(my_system& system, InputIterator1, InputIterator1, InputIterator2, InputIterator3, RandomAccessIterator)
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{
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system.validate_dispatch();
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}
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void TestScatterIfDispatchExplicit()
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{
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thrust::device_vector<int> vec(1);
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my_system sys(0);
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thrust::scatter_if(sys, vec.begin(), vec.begin(), vec.begin(), vec.begin(), vec.begin());
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ASSERT_EQUAL(true, sys.is_valid());
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}
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DECLARE_UNITTEST(TestScatterIfDispatchExplicit);
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template <typename InputIterator1, typename InputIterator2, typename InputIterator3, typename RandomAccessIterator>
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void scatter_if(my_tag, InputIterator1, InputIterator1, InputIterator2, InputIterator3, RandomAccessIterator output)
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{
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*output = 13;
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}
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void TestScatterIfDispatchImplicit()
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{
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thrust::device_vector<int> vec(1);
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thrust::scatter_if(
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()),
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thrust::retag<my_tag>(vec.begin()));
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ASSERT_EQUAL(13, vec.front());
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}
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DECLARE_UNITTEST(TestScatterIfDispatchImplicit);
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template <typename T>
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class is_even_scatter_if
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{
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public:
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_CCCL_HOST_DEVICE bool operator()(const T i) const
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{
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return (i % 2) == 0;
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}
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};
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template <typename T>
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void TestScatterIf(const size_t n)
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{
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const size_t output_size = std::min((size_t) 10, 2 * n);
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thrust::host_vector<T> h_input(n, (T) 1);
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thrust::device_vector<T> d_input(n, (T) 1);
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thrust::host_vector<unsigned int> h_map = unittest::random_integers<unsigned int>(n);
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for (size_t i = 0; i < n; i++)
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{
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h_map[i] = h_map[i] % output_size;
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}
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thrust::device_vector<unsigned int> d_map = h_map;
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thrust::host_vector<T> h_output(output_size, (T) 0);
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thrust::device_vector<T> d_output(output_size, (T) 0);
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thrust::scatter_if(
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h_input.begin(), h_input.end(), h_map.begin(), h_map.begin(), h_output.begin(), is_even_scatter_if<unsigned int>());
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thrust::scatter_if(
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d_input.begin(), d_input.end(), d_map.begin(), d_map.begin(), d_output.begin(), is_even_scatter_if<unsigned int>());
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ASSERT_EQUAL(h_output, d_output);
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}
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DECLARE_VARIABLE_UNITTEST(TestScatterIf);
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template <typename T>
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void TestScatterIfToDiscardIterator(const size_t n)
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{
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const size_t output_size = std::min((size_t) 10, 2 * n);
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thrust::host_vector<T> h_input(n, (T) 1);
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thrust::device_vector<T> d_input(n, (T) 1);
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thrust::host_vector<unsigned int> h_map = unittest::random_integers<unsigned int>(n);
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for (size_t i = 0; i < n; i++)
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{
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h_map[i] = h_map[i] % output_size;
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}
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thrust::device_vector<unsigned int> d_map = h_map;
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thrust::scatter_if(
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h_input.begin(),
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h_input.end(),
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h_map.begin(),
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h_map.begin(),
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thrust::make_discard_iterator(),
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is_even_scatter_if<unsigned int>());
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thrust::scatter_if(
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d_input.begin(),
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d_input.end(),
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d_map.begin(),
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d_map.begin(),
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thrust::make_discard_iterator(),
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is_even_scatter_if<unsigned int>());
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}
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DECLARE_VARIABLE_UNITTEST(TestScatterIfToDiscardIterator);
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template <typename Vector>
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void TestScatterCountingIterator()
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{
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Vector source(10);
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thrust::sequence(source.begin(), source.end(), 0);
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Vector map(10);
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thrust::sequence(map.begin(), map.end(), 0);
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Vector output(10);
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// source has any_system_tag
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thrust::fill(output.begin(), output.end(), 0);
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thrust::scatter(thrust::make_counting_iterator(0), thrust::make_counting_iterator(10), map.begin(), output.begin());
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ASSERT_EQUAL(output, map);
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// map has any_system_tag
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thrust::fill(output.begin(), output.end(), 0);
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thrust::scatter(source.begin(), source.end(), thrust::make_counting_iterator(0), output.begin());
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ASSERT_EQUAL(output, map);
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// source and map have any_system_tag
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thrust::fill(output.begin(), output.end(), 0);
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thrust::scatter(thrust::make_counting_iterator(0),
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thrust::make_counting_iterator(10),
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thrust::make_counting_iterator(0),
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output.begin());
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ASSERT_EQUAL(output, map);
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}
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DECLARE_INTEGRAL_VECTOR_UNITTEST(TestScatterCountingIterator);
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template <typename Vector>
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void TestScatterIfCountingIterator()
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{
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Vector source(10);
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thrust::sequence(source.begin(), source.end(), 0);
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Vector map(10);
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thrust::sequence(map.begin(), map.end(), 0);
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Vector stencil(10, 1);
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Vector output(10);
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// source has any_system_tag
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thrust::fill(output.begin(), output.end(), 0);
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thrust::scatter_if(
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thrust::make_counting_iterator(0), thrust::make_counting_iterator(10), map.begin(), stencil.begin(), output.begin());
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ASSERT_EQUAL(output, map);
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// map has any_system_tag
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thrust::fill(output.begin(), output.end(), 0);
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thrust::scatter_if(source.begin(), source.end(), thrust::make_counting_iterator(0), stencil.begin(), output.begin());
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ASSERT_EQUAL(output, map);
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// source and map have any_system_tag
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thrust::fill(output.begin(), output.end(), 0);
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thrust::scatter_if(
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thrust::make_counting_iterator(0),
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thrust::make_counting_iterator(10),
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thrust::make_counting_iterator(0),
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stencil.begin(),
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output.begin());
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ASSERT_EQUAL(output, map);
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}
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DECLARE_INTEGRAL_VECTOR_UNITTEST(TestScatterIfCountingIterator);
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