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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/device_ptr.h>
#include <thrust/device_vector.h>
#include <thrust/mr/allocator.h>
#include <thrust/mr/disjoint_pool.h>
#include <thrust/mr/new.h>
#include <thrust/mr/pool.h>
#include <cassert>
template <typename Vec>
void do_stuff_with_vector(typename Vec::allocator_type alloc)
{
Vec v1(alloc);
v1.push_back(1);
assert(v1.back() == 1);
Vec v2(alloc);
v2 = v1;
v1.swap(v2);
v1.clear();
v1.resize(2);
assert(v1.size() == 2);
}
int main()
{
thrust::mr::new_delete_resource memres;
{
// no virtual calls will be issued
using Alloc = thrust::mr::allocator<int, thrust::mr::new_delete_resource>;
Alloc alloc(&memres);
do_stuff_with_vector<thrust::host_vector<int, Alloc>>(alloc);
}
{
// virtual calls will be issued - wrapping in a polymorphic wrapper
thrust::mr::polymorphic_adaptor_resource<void*> adaptor(&memres);
using Alloc = thrust::mr::polymorphic_allocator<int, void*>;
Alloc alloc(&adaptor);
do_stuff_with_vector<thrust::host_vector<int, Alloc>>(alloc);
}
{
// use the global device_ptr-flavored device memory resource
using Resource = thrust::device_ptr_memory_resource<thrust::device_memory_resource>;
thrust::mr::polymorphic_adaptor_resource<thrust::device_ptr<void>> adaptor(
thrust::mr::get_global_resource<Resource>());
using Alloc = thrust::mr::polymorphic_allocator<int, thrust::device_ptr<void>>;
Alloc alloc(&adaptor);
do_stuff_with_vector<thrust::device_vector<int, Alloc>>(alloc);
}
using Pool = thrust::mr::unsynchronized_pool_resource<thrust::mr::new_delete_resource>;
Pool pool(&memres);
{
using Alloc = thrust::mr::allocator<int, Pool>;
Alloc alloc(&pool);
do_stuff_with_vector<thrust::host_vector<int, Alloc>>(alloc);
}
using DisjointPool =
thrust::mr::disjoint_unsynchronized_pool_resource<thrust::mr::new_delete_resource, thrust::mr::new_delete_resource>;
DisjointPool disjoint_pool(&memres, &memres);
{
using Alloc = thrust::mr::allocator<int, DisjointPool>;
Alloc alloc(&disjoint_pool);
do_stuff_with_vector<thrust::host_vector<int, Alloc>>(alloc);
}
}