Files
project_6/cccl_upstream/thrust/testing/mr_pool.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/detail/config.h>
#include <thrust/mr/new.h>
#include <thrust/mr/pool.h>
#include <thrust/mr/sync_pool.h>
#include <unittest/unittest.h>
template <typename T>
struct reference
{
using type = T&;
};
template <>
struct reference<void>
{
using type = void;
};
struct unit
{};
template <typename T>
struct tracked_pointer
: thrust::iterator_facade<tracked_pointer<T>,
T,
thrust::host_system_tag,
thrust::random_access_traversal_tag,
typename reference<T>::type,
std::ptrdiff_t>
{
using raw_pointer = T*;
std::size_t id{};
std::size_t size{};
std::size_t alignment{};
std::size_t offset{};
void* ptr{nullptr};
_CCCL_HOST_DEVICE explicit tracked_pointer(T* ptr = nullptr)
: ptr(ptr)
{}
~tracked_pointer() = default;
template <typename U>
operator tracked_pointer<U>() const
{
tracked_pointer<U> ret;
ret.id = id;
ret.size = size;
ret.alignment = alignment;
ret.offset = offset;
ret.ptr = ptr;
return ret;
}
_CCCL_HOST_DEVICE std::ptrdiff_t distance_to(const tracked_pointer& other) const
{
return static_cast<T*>(other.ptr) - static_cast<T*>(ptr);
}
_CCCL_HOST_DEVICE T* get() const
{
return static_cast<T*>(ptr);
}
// globally qualified, because MSVC somehow prefers the name from the dependent base
// of this class over the `reference` template that's visible in the global namespace of this file...
_CCCL_HOST_DEVICE typename ::reference<T>::type dereference() const
{
return *get();
}
_CCCL_HOST_DEVICE void increment()
{
advance(1);
}
_CCCL_HOST_DEVICE void decrement()
{
advance(-1);
}
_CCCL_HOST_DEVICE void advance(std::ptrdiff_t diff)
{
ptr = get() + diff;
offset += diff * sizeof(T);
}
_CCCL_HOST_DEVICE bool equal(const tracked_pointer& other) const
{
return id == other.id && size == other.size && alignment == other.alignment && offset == other.offset
&& ptr == other.ptr;
}
};
class tracked_resource final : public thrust::mr::memory_resource<tracked_pointer<void>>
{
public:
tracked_resource() = default;
~tracked_resource() override // NOLINT(bugprone-exception-escape)
{
ASSERT_EQUAL(id_to_allocate, 0u);
ASSERT_EQUAL(id_to_deallocate, 0u);
}
tracked_pointer<void> do_allocate(std::size_t n, std::size_t alignment = THRUST_MR_DEFAULT_ALIGNMENT) override
{
ASSERT_EQUAL(id_to_allocate || id_to_allocate == -1u, true);
void* raw = upstream.do_allocate(n, alignment);
tracked_pointer<void> ret(raw);
ret.id = id_to_allocate;
ret.size = n;
ret.alignment = alignment;
if (id_to_allocate != -1u)
{
id_to_allocate = 0;
}
return ret;
}
void
do_deallocate(tracked_pointer<void> p, std::size_t n, std::size_t alignment = THRUST_MR_DEFAULT_ALIGNMENT) override
{
ASSERT_GEQUAL(p.size, n);
ASSERT_GEQUAL(p.alignment, alignment);
if (id_to_deallocate != 0)
{
ASSERT_EQUAL(p.id, id_to_deallocate);
id_to_deallocate = 0;
}
upstream.do_deallocate(p.ptr, n, alignment);
}
std::size_t id_to_allocate{};
std::size_t id_to_deallocate{};
private:
thrust::mr::new_delete_resource upstream;
};
template <template <typename> class PoolTemplate>
void TestPool()
{
tracked_resource upstream;
upstream.id_to_allocate = -1u;
using Pool = PoolTemplate<tracked_resource>;
thrust::mr::pool_options opts = Pool::get_default_options();
opts.cache_oversized = false;
// avoid having the destructor run when an assertion failure is raised
// (the destructor will try to release, which in turn calls do_deallocate,
// which may fail with an assertion failure exception...)
Pool* pool = new Pool(&upstream, opts);
upstream.id_to_allocate = 1;
// first allocation
tracked_pointer<void> a1 = pool->do_allocate(12, THRUST_MR_DEFAULT_ALIGNMENT);
ASSERT_EQUAL(a1.id, 1u);
// due to chunking, the above allocation should be enough for the next one too
tracked_pointer<void> a2 = pool->do_allocate(16, THRUST_MR_DEFAULT_ALIGNMENT);
ASSERT_EQUAL(a2.id, 1u);
// deallocating and allocating back should give the same resource back
pool->do_deallocate(a1, 12, THRUST_MR_DEFAULT_ALIGNMENT);
tracked_pointer<void> a3 = pool->do_allocate(12, THRUST_MR_DEFAULT_ALIGNMENT);
ASSERT_EQUAL(a1.id, a3.id);
ASSERT_EQUAL(a1.size, a3.size);
ASSERT_EQUAL(a1.alignment, a3.alignment);
ASSERT_EQUAL(a1.offset, a3.offset);
// allocating over-aligned memory should give non-cached results
// unlike with the disjoint version, nothing sensible can be said about the chunk size
upstream.id_to_allocate = 2;
tracked_pointer<void> a4 = pool->do_allocate(32, THRUST_MR_DEFAULT_ALIGNMENT * 2);
ASSERT_EQUAL(a4.id, 2u);
ASSERT_EQUAL(a4.alignment, (std::size_t) THRUST_MR_DEFAULT_ALIGNMENT * 2);
// and deallocating it should return it back to upstream
upstream.id_to_deallocate = 2;
pool->do_deallocate(a4, 32u, THRUST_MR_DEFAULT_ALIGNMENT * 2);
ASSERT_EQUAL(upstream.id_to_deallocate, 0u);
// release actually returns properly sized memory to upstream
upstream.id_to_deallocate = 1;
pool->release();
ASSERT_EQUAL(upstream.id_to_deallocate, 0u);
// and does the same for oversized/overaligned memory
upstream.id_to_allocate = 3;
tracked_pointer<void> a5 = pool->do_allocate(1024, THRUST_MR_DEFAULT_ALIGNMENT * 2);
ASSERT_EQUAL(upstream.id_to_allocate, 0u);
ASSERT_EQUAL(a5.id, 3u);
upstream.id_to_deallocate = 3;
pool->release();
ASSERT_EQUAL(upstream.id_to_deallocate, 0u);
// and after that, the formerly cached memory isn't used anymore,
// so new memory from upstream is returned back
upstream.id_to_allocate = 4;
tracked_pointer<void> a6 = pool->do_allocate(16, THRUST_MR_DEFAULT_ALIGNMENT);
ASSERT_EQUAL(upstream.id_to_allocate, 0u);
ASSERT_EQUAL(a6.id, 4u);
// destruction also returns memory
upstream.id_to_deallocate = 4;
// actually destroy the pool; reasons why RAII is not used outlined at the beginning
// of this function
delete pool;
ASSERT_EQUAL(upstream.id_to_deallocate, 0u);
}
void TestUnsynchronizedPool()
{
TestPool<thrust::mr::unsynchronized_pool_resource>();
}
DECLARE_UNITTEST(TestUnsynchronizedPool);
void TestSynchronizedPool()
{
TestPool<thrust::mr::synchronized_pool_resource>();
}
DECLARE_UNITTEST(TestSynchronizedPool);
template <template <typename> class PoolTemplate>
void TestPoolCachingOversized()
{
tracked_resource upstream;
upstream.id_to_allocate = -1u;
using Pool = PoolTemplate<tracked_resource>;
thrust::mr::pool_options opts = Pool::get_default_options();
opts.cache_oversized = true;
opts.largest_block_size = 1024;
Pool pool(&upstream, opts);
upstream.id_to_allocate = 1;
tracked_pointer<void> a1 = pool.do_allocate(2048, 32);
ASSERT_EQUAL(a1.id, 1u);
upstream.id_to_allocate = 2;
tracked_pointer<void> a2 = pool.do_allocate(64, 32);
ASSERT_EQUAL(a2.id, 2u);
pool.do_deallocate(a2, 64, 32);
pool.do_deallocate(a1, 2048, 32);
// make sure a good fit is used from the cache
tracked_pointer<void> a3 = pool.do_allocate(32, 32);
ASSERT_EQUAL(a3.id, 2u);
tracked_pointer<void> a4 = pool.do_allocate(1024, 32);
ASSERT_EQUAL(a4.id, 1u);
pool.do_deallocate(a4, 1024, 32);
// make sure that a new block is allocated when there's nothing cached with
// the required alignment
upstream.id_to_allocate = 3;
tracked_pointer<void> a5 = pool.do_allocate(32, 64);
ASSERT_EQUAL(a5.id, 3u);
pool.release();
// make sure that release actually clears caches
upstream.id_to_allocate = 4;
tracked_pointer<void> a6 = pool.do_allocate(32, 64);
ASSERT_EQUAL(a6.id, 4u);
upstream.id_to_allocate = 5;
tracked_pointer<void> a7 = pool.do_allocate(2048, 1024);
ASSERT_EQUAL(a7.id, 5u);
pool.do_deallocate(a7, 2048, 1024);
// make sure that the 'ridiculousness' factor for size (options.cached_size_cutoff_factor)
// is respected
upstream.id_to_allocate = 6;
tracked_pointer<void> a8 = pool.do_allocate(24, 1024);
ASSERT_EQUAL(a8.id, 6u);
// make sure that the 'ridiculousness' factor for alignment (options.cached_alignment_cutoff_factor)
// is respected
upstream.id_to_allocate = 7;
tracked_pointer<void> a9 = pool.do_allocate(2048, 32);
ASSERT_EQUAL(a9.id, 7u);
// make sure that reusing a larger oversized block for a smaller allocation works
// this is NVIDIA/cccl#585
upstream.id_to_allocate = 8;
tracked_pointer<void> a10 = pool.do_allocate(2048 + 16, THRUST_MR_DEFAULT_ALIGNMENT);
pool.do_deallocate(a10, 2048 + 16, THRUST_MR_DEFAULT_ALIGNMENT);
tracked_pointer<void> a11 = pool.do_allocate(2048, THRUST_MR_DEFAULT_ALIGNMENT);
ASSERT_EQUAL(a11.ptr, a10.ptr);
pool.do_deallocate(a11, 2048, THRUST_MR_DEFAULT_ALIGNMENT);
// original minimized reproducer from NVIDIA/cccl#585:
{
upstream.id_to_allocate = -1u;
auto ptr1 = pool.allocate(43920240);
auto ptr2 = pool.allocate(2465264);
pool.deallocate(ptr1, 43920240);
pool.deallocate(ptr2, 2465264);
auto ptr3 = pool.allocate(4930528);
pool.deallocate(ptr3, 4930528);
auto ptr4 = pool.allocate(14640080);
std::memset(thrust::raw_pointer_cast(ptr4), 0xff, 14640080);
auto crash = pool.allocate(4930528);
pool.deallocate(crash, 4930528);
pool.deallocate(ptr4, 14640080);
upstream.id_to_allocate = 0;
}
}
void TestUnsynchronizedPoolCachingOversized()
{
TestPoolCachingOversized<thrust::mr::unsynchronized_pool_resource>();
}
DECLARE_UNITTEST(TestUnsynchronizedPoolCachingOversized);
void TestSynchronizedPoolCachingOversized()
{
TestPoolCachingOversized<thrust::mr::synchronized_pool_resource>();
}
DECLARE_UNITTEST(TestSynchronizedPoolCachingOversized);
template <template <typename> class PoolTemplate>
void TestGlobalPool()
{
using Pool = PoolTemplate<thrust::mr::new_delete_resource>;
ASSERT_EQUAL(thrust::mr::get_global_resource<Pool>() != nullptr, true);
}
void TestUnsynchronizedGlobalPool()
{
TestGlobalPool<thrust::mr::unsynchronized_pool_resource>();
}
DECLARE_UNITTEST(TestUnsynchronizedGlobalPool);
void TestSynchronizedGlobalPool()
{
TestGlobalPool<thrust::mr::synchronized_pool_resource>();
}
DECLARE_UNITTEST(TestSynchronizedGlobalPool);