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
338 lines
9.8 KiB
Plaintext
338 lines
9.8 KiB
Plaintext
#include <thrust/fill.h>
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#include <thrust/logical.h>
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#include <thrust/memory.h>
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#include <thrust/reverse.h>
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#include <thrust/sequence.h>
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#include <thrust/sort.h>
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#include <cuda/std/utility>
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#include <iostream>
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#include <unittest/unittest.h>
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// WAR NVIDIA/cccl#1731
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// Some tests miscompile for non-CUDA backends on MSVC 2017 and 2019 (though 2022 is fine).
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// This is due to a bug in the compiler that breaks __THRUST_DEFINE_HAS_MEMBER_FUNCTION.
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#if defined(_MSC_VER) && _MSC_VER <= 1929 && THRUST_DEVICE_SYSTEM != THRUST_DEVICE_SYSTEM_CUDA
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# define WAR_BUG_1731
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#endif
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// Define a new system class, as the my_system one is already used with a thrust::sort template definition
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// that calls back into sort.cu
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class my_memory_system : public thrust::device_execution_policy<my_memory_system>
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{
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public:
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// disallow default construction
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my_memory_system() = delete;
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my_memory_system(int)
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: correctly_dispatched(false)
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, num_copies(0)
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{}
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my_memory_system(const my_memory_system& other)
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: correctly_dispatched(false)
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, num_copies(other.num_copies + 1)
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{}
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void validate_dispatch()
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{
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correctly_dispatched = (num_copies == 0);
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}
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bool is_valid()
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{
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return correctly_dispatched;
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}
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private:
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bool correctly_dispatched;
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// count the number of copies so that we can validate
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// that dispatch does not introduce any
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unsigned int num_copies;
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};
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namespace my_old_namespace
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{
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struct my_old_temporary_allocation_system : public thrust::device_execution_policy<my_old_temporary_allocation_system>
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{};
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template <typename T>
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cuda::std::pair<thrust::pointer<T, my_old_temporary_allocation_system>, std::ptrdiff_t>
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get_temporary_buffer(my_old_temporary_allocation_system, std::ptrdiff_t)
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{
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thrust::pointer<T, my_old_temporary_allocation_system> const result(reinterpret_cast<T*>(4217));
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return cuda::std::make_pair(result, 314);
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}
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template <typename Pointer>
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void return_temporary_buffer(my_old_temporary_allocation_system, Pointer p)
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{
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using RP = typename cuda::std::pointer_traits<Pointer>::raw_pointer;
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ASSERT_EQUAL(p.get(), reinterpret_cast<RP>(4217));
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}
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} // namespace my_old_namespace
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namespace my_new_namespace
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{
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struct my_new_temporary_allocation_system : public thrust::device_execution_policy<my_new_temporary_allocation_system>
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{};
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template <typename T>
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cuda::std::pair<thrust::pointer<T, my_new_temporary_allocation_system>, std::ptrdiff_t>
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get_temporary_buffer(my_new_temporary_allocation_system, std::ptrdiff_t)
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{
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thrust::pointer<T, my_new_temporary_allocation_system> const result(reinterpret_cast<T*>(1742));
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return cuda::std::make_pair(result, 413);
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}
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template <typename Pointer>
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void return_temporary_buffer(my_new_temporary_allocation_system, Pointer)
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{
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// This should never be called (the three-argument with size overload below
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// should be preferred) and shouldn't be ambiguous.
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ASSERT_EQUAL(true, false);
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}
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template <typename Pointer>
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void return_temporary_buffer(my_new_temporary_allocation_system, Pointer p, std::ptrdiff_t n)
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{
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using RP = typename cuda::std::pointer_traits<Pointer>::raw_pointer;
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ASSERT_EQUAL(p.get(), reinterpret_cast<RP>(1742));
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ASSERT_EQUAL(n, 413);
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}
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} // namespace my_new_namespace
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template <typename T1, typename T2>
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bool are_same(const T1&, const T2&)
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{
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return false;
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}
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template <typename T>
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bool are_same(const T&, const T&)
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{
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return true;
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}
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void TestSelectSystemDifferentTypes()
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{
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using thrust::system::detail::generic::select_system;
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my_memory_system my_sys(0);
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thrust::device_system_tag device_sys;
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// select_system(my_system, device_system_tag) should return device_system_tag (the minimum tag)
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bool is_device_system_tag = are_same(device_sys, select_system(my_sys, device_sys));
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ASSERT_EQUAL(true, is_device_system_tag);
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// select_system(device_system_tag, my_tag) should return device_system_tag (the minimum tag)
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is_device_system_tag = are_same(device_sys, select_system(device_sys, my_sys));
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ASSERT_EQUAL(true, is_device_system_tag);
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}
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DECLARE_UNITTEST(TestSelectSystemDifferentTypes);
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void TestSelectSystemSameTypes()
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{
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using thrust::system::detail::generic::select_system;
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my_memory_system my_sys(0);
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thrust::device_system_tag device_sys;
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thrust::host_system_tag host_sys;
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// select_system(host_system_tag, host_system_tag) should return host_system_tag
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bool is_host_system_tag = are_same(host_sys, select_system(host_sys, host_sys));
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ASSERT_EQUAL(true, is_host_system_tag);
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// select_system(device_system_tag, device_system_tag) should return device_system_tag
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bool is_device_system_tag = are_same(device_sys, select_system(device_sys, device_sys));
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ASSERT_EQUAL(true, is_device_system_tag);
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// select_system(my_system, my_system) should return my_system
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bool is_my_system = are_same(my_sys, select_system(my_sys, my_sys));
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ASSERT_EQUAL(true, is_my_system);
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}
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DECLARE_UNITTEST(TestSelectSystemSameTypes);
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void TestGetTemporaryBuffer()
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{
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const std::ptrdiff_t n = 9001;
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thrust::device_system_tag dev_tag;
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using pointer = thrust::pointer<int, thrust::device_system_tag>;
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cuda::std::pair<pointer, std::ptrdiff_t> ptr_and_sz = thrust::get_temporary_buffer<int>(dev_tag, n);
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ASSERT_EQUAL(ptr_and_sz.second, n);
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const int ref_val = 13;
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thrust::device_vector<int> ref(n, ref_val);
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thrust::fill_n(ptr_and_sz.first, n, ref_val);
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ASSERT_EQUAL(true, thrust::all_of(ptr_and_sz.first, ptr_and_sz.first + n, thrust::placeholders::_1 == ref_val));
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thrust::return_temporary_buffer(dev_tag, ptr_and_sz.first, ptr_and_sz.second);
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}
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DECLARE_UNITTEST(TestGetTemporaryBuffer);
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void TestMalloc()
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{
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const std::ptrdiff_t n = 9001;
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thrust::device_system_tag dev_tag;
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using pointer = thrust::pointer<int, thrust::device_system_tag>;
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pointer ptr = pointer(static_cast<int*>(thrust::malloc(dev_tag, sizeof(int) * n).get()));
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const int ref_val = 13;
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thrust::device_vector<int> ref(n, ref_val);
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thrust::fill_n(ptr, n, ref_val);
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ASSERT_EQUAL(true, thrust::all_of(ptr, ptr + n, thrust::placeholders::_1 == ref_val));
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thrust::free(dev_tag, ptr);
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}
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DECLARE_UNITTEST(TestMalloc);
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thrust::pointer<void, my_memory_system> malloc(my_memory_system& system, std::size_t)
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{
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system.validate_dispatch();
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return thrust::pointer<void, my_memory_system>();
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}
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void TestMallocDispatchExplicit()
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{
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const size_t n = 0;
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my_memory_system sys(0);
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thrust::malloc(sys, n);
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ASSERT_EQUAL(true, sys.is_valid());
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}
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DECLARE_UNITTEST(TestMallocDispatchExplicit);
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template <typename Pointer>
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void free(my_memory_system& system, Pointer)
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{
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system.validate_dispatch();
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}
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void TestFreeDispatchExplicit()
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{
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thrust::pointer<my_memory_system, void> ptr;
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my_memory_system sys(0);
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thrust::free(sys, ptr);
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ASSERT_EQUAL(true, sys.is_valid());
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}
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DECLARE_UNITTEST(TestFreeDispatchExplicit);
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template <typename T>
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cuda::std::pair<thrust::pointer<T, my_memory_system>, std::ptrdiff_t>
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get_temporary_buffer(my_memory_system& system, std::ptrdiff_t n)
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{
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system.validate_dispatch();
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thrust::device_system_tag device_sys;
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cuda::std::pair<thrust::pointer<T, thrust::device_system_tag>, std::ptrdiff_t> result =
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thrust::get_temporary_buffer<T>(device_sys, n);
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return cuda::std::make_pair(thrust::pointer<T, my_memory_system>(result.first.get()), result.second);
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}
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void TestGetTemporaryBufferDispatchExplicit()
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{
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const std::ptrdiff_t n = 9001;
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my_memory_system sys(0);
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using pointer = thrust::pointer<int, thrust::device_system_tag>;
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cuda::std::pair<pointer, std::ptrdiff_t> ptr_and_sz = thrust::get_temporary_buffer<int>(sys, n);
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ASSERT_EQUAL(ptr_and_sz.second, n);
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ASSERT_EQUAL(true, sys.is_valid());
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const int ref_val = 13;
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thrust::device_vector<int> ref(n, ref_val);
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thrust::fill_n(ptr_and_sz.first, n, ref_val);
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ASSERT_EQUAL(true, thrust::all_of(ptr_and_sz.first, ptr_and_sz.first + n, thrust::placeholders::_1 == ref_val));
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thrust::return_temporary_buffer(sys, ptr_and_sz.first, ptr_and_sz.second);
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}
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DECLARE_UNITTEST(TestGetTemporaryBufferDispatchExplicit);
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#ifndef WAR_BUG_1731
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void TestGetTemporaryBufferDispatchImplicit()
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{
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if (are_same(thrust::device_system_tag(), thrust::system::cpp::tag()))
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{
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// XXX cpp uses the internal scalar backend, which currently elides user tags
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KNOWN_FAILURE;
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}
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else
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{
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thrust::device_vector<int> vec(9001);
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thrust::sequence(vec.begin(), vec.end());
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thrust::reverse(vec.begin(), vec.end());
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// call something we know will invoke get_temporary_buffer
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my_memory_system sys(0);
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thrust::sort(sys, vec.begin(), vec.end());
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ASSERT_EQUAL(true, thrust::is_sorted(vec.begin(), vec.end()));
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ASSERT_EQUAL(true, sys.is_valid());
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}
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}
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DECLARE_UNITTEST(TestGetTemporaryBufferDispatchImplicit);
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#endif
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void TestTemporaryBufferOldCustomization()
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{
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using system = my_old_namespace::my_old_temporary_allocation_system;
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using pointer = thrust::pointer<int, system>;
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using pointer_and_size = cuda::std::pair<pointer, std::ptrdiff_t>;
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system sys;
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{
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pointer_and_size ps = thrust::get_temporary_buffer<int>(sys, 0);
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// The magic values are defined in `my_old_namespace` above.
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ASSERT_EQUAL(ps.first.get(), reinterpret_cast<int*>(4217));
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ASSERT_EQUAL(ps.second, 314);
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thrust::return_temporary_buffer(sys, ps.first, ps.second);
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}
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}
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DECLARE_UNITTEST(TestTemporaryBufferOldCustomization);
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void TestTemporaryBufferNewCustomization()
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{
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using system = my_new_namespace::my_new_temporary_allocation_system;
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using pointer = thrust::pointer<int, system>;
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using pointer_and_size = cuda::std::pair<pointer, std::ptrdiff_t>;
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system sys;
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{
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pointer_and_size ps = thrust::get_temporary_buffer<int>(sys, 0);
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// The magic values are defined in `my_new_namespace` above.
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ASSERT_EQUAL(ps.first.get(), reinterpret_cast<int*>(1742));
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ASSERT_EQUAL(ps.second, 413);
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thrust::return_temporary_buffer(sys, ps.first, ps.second);
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}
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}
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DECLARE_UNITTEST(TestTemporaryBufferNewCustomization);
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