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
513 lines
18 KiB
C++
513 lines
18 KiB
C++
// SPDX-FileCopyrightText: Copyright (c) 2018, NVIDIA Corporation. All rights reserved.
|
|
// SPDX-License-Identifier: Apache-2.0
|
|
|
|
/*! \file
|
|
* \brief A caching and pooling memory resource adaptor which uses a single
|
|
* upstream resource for memory allocation, and embeds bookkeeping information
|
|
* in allocated blocks.
|
|
*/
|
|
|
|
#pragma once
|
|
|
|
#include <thrust/detail/config.h>
|
|
|
|
#if defined(_CCCL_IMPLICIT_SYSTEM_HEADER_GCC)
|
|
# pragma GCC system_header
|
|
#elif defined(_CCCL_IMPLICIT_SYSTEM_HEADER_CLANG)
|
|
# pragma clang system_header
|
|
#elif defined(_CCCL_IMPLICIT_SYSTEM_HEADER_MSVC)
|
|
# pragma system_header
|
|
#endif // no system header
|
|
|
|
#include <thrust/host_vector.h>
|
|
#include <thrust/mr/allocator.h>
|
|
#include <thrust/mr/memory_resource.h>
|
|
#include <thrust/mr/pool_options.h>
|
|
|
|
#include <cuda/__cmath/ilog.h>
|
|
#include <cuda/__memory/is_valid_alignment.h>
|
|
#include <cuda/std/__host_stdlib/algorithm>
|
|
#include <cuda/std/cassert>
|
|
#include <cuda/std/cstdint>
|
|
|
|
THRUST_NAMESPACE_BEGIN
|
|
namespace mr
|
|
{
|
|
/** \addtogroup memory_resources Memory Resources
|
|
* \ingroup memory_management
|
|
* \{
|
|
*/
|
|
|
|
/*! A memory resource adaptor allowing for pooling and caching allocations from \p Upstream, using memory allocated
|
|
* from it for both blocks then allocated to the user and for internal bookkeeping of the cached memory.
|
|
*
|
|
* On a typical memory resource, calls to \p allocate and \p deallocate actually allocate and deallocate memory.
|
|
* Pooling memory resources only allocate and deallocate memory from an external resource (the upstream memory resource)
|
|
* when there's no suitable memory currently cached; otherwise, they use memory they have acquired beforehand, to make
|
|
* memory allocation faster and more efficient.
|
|
*
|
|
* The non-disjoint version of the pool resource uses a single upstream memory resource. Every allocation is larger
|
|
* than strictly necessary to fulfill the end-user's request, because it needs to account for the memory overhead of
|
|
* tracking the memory blocks and chunks inside those same memory regions. Nevertheless, this version should be more
|
|
* memory-efficient than the \p disjoint_unsynchronized_pool_resource, because it doesn't need to allocate additional
|
|
* blocks of memory from a separate resource, which in turn would necessitate the bookkeeping overhead in the upstream
|
|
* resource.
|
|
*
|
|
* This version requires that memory allocated from Upstream is accessible from device. It supports smart references,
|
|
* meaning that the non-managed CUDA resource, returning a device-tagged pointer, will work, but will be much less
|
|
* efficient than the disjoint version, which wouldn't need to touch device memory at all, and therefore wouldn't
|
|
* need to transfer it back and forth between the host and the device whenever an allocation or a deallocation happens.
|
|
*
|
|
* \tparam Upstream the type of memory resources that will be used for allocating memory blocks
|
|
*/
|
|
template <typename Upstream>
|
|
class unsynchronized_pool_resource final
|
|
: public memory_resource<typename Upstream::pointer>
|
|
, private validator<Upstream>
|
|
{
|
|
public:
|
|
/*! Get the default options for a pool. These are meant to be a sensible set of values for many use cases,
|
|
* and as such, may be tuned in the future. This function is exposed so that creating a set of options that are
|
|
* just a slight departure from the defaults is easy.
|
|
*/
|
|
static pool_options get_default_options()
|
|
{
|
|
pool_options ret;
|
|
|
|
ret.min_blocks_per_chunk = 16;
|
|
ret.min_bytes_per_chunk = 1024;
|
|
ret.max_blocks_per_chunk = static_cast<std::size_t>(1) << 20;
|
|
ret.max_bytes_per_chunk = static_cast<std::size_t>(1) << 30;
|
|
|
|
ret.smallest_block_size = THRUST_MR_DEFAULT_ALIGNMENT;
|
|
ret.largest_block_size = static_cast<std::size_t>(1) << 20;
|
|
|
|
ret.alignment = THRUST_MR_DEFAULT_ALIGNMENT;
|
|
|
|
ret.cache_oversized = true;
|
|
|
|
ret.cached_size_cutoff_factor = 16;
|
|
ret.cached_alignment_cutoff_factor = 16;
|
|
|
|
return ret;
|
|
}
|
|
|
|
/*! Constructor.
|
|
*
|
|
* \param upstream the upstream memory resource for allocations
|
|
* \param options pool options to use
|
|
*/
|
|
unsynchronized_pool_resource(Upstream* upstream, pool_options options = get_default_options())
|
|
: m_upstream(upstream)
|
|
, m_options(options)
|
|
, m_smallest_block_log2(::cuda::ceil_ilog2(m_options.smallest_block_size))
|
|
, m_pools(upstream)
|
|
, m_allocated()
|
|
, m_oversized()
|
|
, m_cached_oversized()
|
|
{
|
|
assert(m_options.validate());
|
|
|
|
pool p = {block_descriptor_ptr(), 0};
|
|
m_pools.resize(::cuda::ceil_ilog2(m_options.largest_block_size) - m_smallest_block_log2 + 1, p);
|
|
}
|
|
|
|
// TODO: C++11: use delegating constructors
|
|
|
|
/*! Constructor. The upstream resource is obtained by calling \p get_global_resource<Upstream>.
|
|
*
|
|
* \param options pool options to use
|
|
*/
|
|
unsynchronized_pool_resource(pool_options options = get_default_options())
|
|
: m_upstream(get_global_resource<Upstream>())
|
|
, m_options(options)
|
|
, m_smallest_block_log2(::cuda::ceil_ilog2(m_options.smallest_block_size))
|
|
, m_pools(get_global_resource<Upstream>())
|
|
, m_allocated()
|
|
, m_oversized()
|
|
, m_cached_oversized()
|
|
{
|
|
assert(m_options.validate());
|
|
|
|
pool p = {block_descriptor_ptr(), 0};
|
|
m_pools.resize(::cuda::ceil_ilog2(m_options.largest_block_size) - m_smallest_block_log2 + 1, p);
|
|
}
|
|
|
|
/*! Destructor. Releases all held memory to upstream.
|
|
*/
|
|
~unsynchronized_pool_resource() override // NOLINT(bugprone-exception-escape)
|
|
{
|
|
release();
|
|
}
|
|
|
|
private:
|
|
using void_ptr = typename Upstream::pointer;
|
|
using void_ptr_traits = ::cuda::std::pointer_traits<void_ptr>;
|
|
using char_ptr = typename void_ptr_traits::template rebind<char>;
|
|
|
|
struct block_descriptor;
|
|
struct chunk_descriptor;
|
|
struct oversized_block_descriptor;
|
|
|
|
using block_descriptor_ptr = typename void_ptr_traits::template rebind<block_descriptor>;
|
|
using chunk_descriptor_ptr = typename void_ptr_traits::template rebind<chunk_descriptor>;
|
|
using oversized_block_descriptor_ptr = typename void_ptr_traits::template rebind<oversized_block_descriptor>;
|
|
using oversized_block_ptr_traits = ::cuda::std::pointer_traits<oversized_block_descriptor_ptr>;
|
|
|
|
struct block_descriptor
|
|
{
|
|
block_descriptor_ptr next;
|
|
};
|
|
|
|
struct chunk_descriptor
|
|
{
|
|
std::size_t size;
|
|
chunk_descriptor_ptr next;
|
|
};
|
|
|
|
// this was originally a forward list, but I made it a doubly linked list
|
|
// because that way deallocation when not caching is faster and doesn't require
|
|
// traversal of a linked list (it's still a forward list for the cached list,
|
|
// because allocation from that list already traverses)
|
|
//
|
|
// TODO: investigate whether it's better to have this be a doubly-linked list
|
|
// with fast do_deallocate when !m_options.cache_oversized, or to have this be
|
|
// a forward list and require traversal in do_deallocate
|
|
//
|
|
// I assume that it is better this way, but the additional pointer could
|
|
// potentially hurt? these are supposed to be oversized and/or overaligned,
|
|
// so they are kinda memory intensive already
|
|
struct oversized_block_descriptor
|
|
{
|
|
std::size_t size;
|
|
std::size_t alignment;
|
|
oversized_block_descriptor_ptr prev;
|
|
oversized_block_descriptor_ptr next;
|
|
oversized_block_descriptor_ptr next_cached;
|
|
std::size_t current_size;
|
|
};
|
|
|
|
struct pool
|
|
{
|
|
block_descriptor_ptr free_list;
|
|
std::size_t previous_allocated_count;
|
|
};
|
|
|
|
using pool_vector = thrust::host_vector<pool, allocator<pool, Upstream>>;
|
|
|
|
Upstream* m_upstream;
|
|
|
|
pool_options m_options;
|
|
std::size_t m_smallest_block_log2;
|
|
|
|
pool_vector m_pools;
|
|
chunk_descriptor_ptr m_allocated;
|
|
oversized_block_descriptor_ptr m_oversized;
|
|
oversized_block_descriptor_ptr m_cached_oversized;
|
|
|
|
public:
|
|
/*! Releases all held memory to upstream.
|
|
*/
|
|
void release()
|
|
{
|
|
// reset the buckets
|
|
for (std::size_t i = 0; i < m_pools.size(); ++i)
|
|
{
|
|
thrust::raw_reference_cast(m_pools[i]).free_list = block_descriptor_ptr();
|
|
thrust::raw_reference_cast(m_pools[i]).previous_allocated_count = 0;
|
|
}
|
|
|
|
// deallocate memory allocated for the buckets
|
|
while (::cuda::std::to_address(m_allocated))
|
|
{
|
|
chunk_descriptor_ptr alloc = m_allocated;
|
|
m_allocated = thrust::raw_reference_cast(*m_allocated).next;
|
|
|
|
void_ptr p = static_cast<void_ptr>(
|
|
static_cast<char_ptr>(static_cast<void_ptr>(alloc)) - thrust::raw_reference_cast(*alloc).size);
|
|
m_upstream->do_deallocate(
|
|
p, thrust::raw_reference_cast(*alloc).size + sizeof(chunk_descriptor), m_options.alignment);
|
|
}
|
|
|
|
// deallocate cached oversized/overaligned memory
|
|
while (::cuda::std::to_address(m_oversized))
|
|
{
|
|
oversized_block_descriptor_ptr alloc = m_oversized;
|
|
m_oversized = thrust::raw_reference_cast(*m_oversized).next;
|
|
|
|
oversized_block_descriptor desc = thrust::raw_reference_cast(*alloc);
|
|
|
|
void_ptr p = static_cast<void_ptr>(static_cast<char_ptr>(static_cast<void_ptr>(alloc)) - desc.current_size);
|
|
m_upstream->do_deallocate(p, desc.size + sizeof(oversized_block_descriptor), desc.alignment);
|
|
}
|
|
|
|
m_cached_oversized = oversized_block_descriptor_ptr();
|
|
}
|
|
|
|
[[nodiscard]] void_ptr do_allocate(std::size_t bytes, std::size_t alignment = THRUST_MR_DEFAULT_ALIGNMENT) override
|
|
{
|
|
bytes = (std::max) (bytes, m_options.smallest_block_size);
|
|
assert(::cuda::__is_valid_alignment(alignment));
|
|
|
|
// an oversized and/or overaligned allocation requested; needs to be allocated separately
|
|
if (bytes > m_options.largest_block_size || alignment > m_options.alignment)
|
|
{
|
|
if (m_options.cache_oversized)
|
|
{
|
|
oversized_block_descriptor_ptr ptr = m_cached_oversized;
|
|
oversized_block_descriptor_ptr* previous = &m_cached_oversized;
|
|
while (::cuda::std::to_address(ptr))
|
|
{
|
|
oversized_block_descriptor desc = *ptr;
|
|
bool is_good = desc.size >= bytes && desc.alignment >= alignment;
|
|
|
|
// if the size is bigger than the requested size by a factor
|
|
// bigger than or equal to the specified cutoff for size,
|
|
// allocate a new block
|
|
if (is_good)
|
|
{
|
|
std::size_t size_factor = desc.size / bytes;
|
|
if (size_factor >= m_options.cached_size_cutoff_factor)
|
|
{
|
|
is_good = false;
|
|
}
|
|
}
|
|
|
|
// if the alignment is bigger than the requested one by a factor
|
|
// bigger than or equal to the specified cutoff for alignment,
|
|
// allocate a new block
|
|
if (is_good)
|
|
{
|
|
std::size_t alignment_factor = desc.alignment / alignment;
|
|
if (alignment_factor >= m_options.cached_alignment_cutoff_factor)
|
|
{
|
|
is_good = false;
|
|
}
|
|
}
|
|
|
|
if (is_good)
|
|
{
|
|
if (previous != &m_cached_oversized)
|
|
{
|
|
*previous = desc.next_cached;
|
|
}
|
|
else
|
|
{
|
|
m_cached_oversized = desc.next_cached;
|
|
}
|
|
|
|
desc.next_cached = oversized_block_descriptor_ptr();
|
|
|
|
auto ret = static_cast<char_ptr>(static_cast<void_ptr>(ptr)) - desc.size;
|
|
|
|
if (bytes != desc.size)
|
|
{
|
|
desc.current_size = bytes;
|
|
|
|
ptr = static_cast<oversized_block_descriptor_ptr>(static_cast<void_ptr>(ret + bytes));
|
|
|
|
if (::cuda::std::to_address(desc.prev))
|
|
{
|
|
thrust::raw_reference_cast(*desc.prev).next = ptr;
|
|
}
|
|
else
|
|
{
|
|
m_oversized = ptr;
|
|
}
|
|
|
|
if (::cuda::std::to_address(desc.next))
|
|
{
|
|
thrust::raw_reference_cast(*desc.next).prev = ptr;
|
|
}
|
|
}
|
|
|
|
*ptr = desc;
|
|
|
|
return static_cast<void_ptr>(ret);
|
|
}
|
|
|
|
previous = &thrust::raw_reference_cast(*ptr).next_cached;
|
|
ptr = *previous;
|
|
}
|
|
}
|
|
|
|
// no fitting cached block found; allocate a new one that's just up to the specs
|
|
void_ptr allocated = m_upstream->do_allocate(bytes + sizeof(oversized_block_descriptor), alignment);
|
|
oversized_block_descriptor_ptr block =
|
|
static_cast<oversized_block_descriptor_ptr>(static_cast<void_ptr>(static_cast<char_ptr>(allocated) + bytes));
|
|
|
|
oversized_block_descriptor desc;
|
|
desc.size = bytes;
|
|
desc.alignment = alignment;
|
|
desc.prev = oversized_block_descriptor_ptr();
|
|
desc.next = m_oversized;
|
|
desc.next_cached = oversized_block_descriptor_ptr();
|
|
desc.current_size = bytes;
|
|
*block = desc;
|
|
m_oversized = block;
|
|
|
|
if (::cuda::std::to_address(desc.next))
|
|
{
|
|
oversized_block_descriptor next = *desc.next;
|
|
next.prev = block;
|
|
*desc.next = next;
|
|
}
|
|
|
|
return allocated;
|
|
}
|
|
|
|
// the request is NOT for oversized and/or overaligned memory
|
|
// allocate a block from an appropriate bucket
|
|
std::size_t bytes_log2 = ::cuda::ceil_ilog2(bytes);
|
|
std::size_t bucket_idx = bytes_log2 - m_smallest_block_log2;
|
|
pool& bucket = thrust::raw_reference_cast(m_pools[bucket_idx]);
|
|
|
|
bytes = static_cast<std::size_t>(1) << bytes_log2;
|
|
|
|
// if the free list of the bucket has no elements, allocate a new chunk
|
|
// and split it into blocks pushed to the free list
|
|
if (!::cuda::std::to_address(bucket.free_list))
|
|
{
|
|
std::size_t n = bucket.previous_allocated_count;
|
|
if (n == 0)
|
|
{
|
|
n = m_options.min_blocks_per_chunk;
|
|
if (n < (m_options.min_bytes_per_chunk >> bytes_log2))
|
|
{
|
|
n = m_options.min_bytes_per_chunk >> bytes_log2;
|
|
}
|
|
}
|
|
else
|
|
{
|
|
n = n * 3 / 2;
|
|
if (n > (m_options.max_bytes_per_chunk >> bytes_log2))
|
|
{
|
|
n = m_options.max_bytes_per_chunk >> bytes_log2;
|
|
}
|
|
if (n > m_options.max_blocks_per_chunk)
|
|
{
|
|
n = m_options.max_blocks_per_chunk;
|
|
}
|
|
}
|
|
|
|
std::size_t descriptor_size = (std::max) (sizeof(block_descriptor), m_options.alignment);
|
|
std::size_t block_size = bytes + descriptor_size;
|
|
block_size += m_options.alignment - block_size % m_options.alignment;
|
|
std::size_t chunk_size = block_size * n;
|
|
|
|
void_ptr allocated = m_upstream->do_allocate(chunk_size + sizeof(chunk_descriptor), m_options.alignment);
|
|
chunk_descriptor_ptr chunk =
|
|
static_cast<chunk_descriptor_ptr>(static_cast<void_ptr>(static_cast<char_ptr>(allocated) + chunk_size));
|
|
|
|
chunk_descriptor chunk_desc;
|
|
chunk_desc.size = chunk_size;
|
|
chunk_desc.next = m_allocated;
|
|
*chunk = chunk_desc;
|
|
m_allocated = chunk;
|
|
|
|
for (std::size_t i = 0; i < n; ++i)
|
|
{
|
|
block_descriptor_ptr block = static_cast<block_descriptor_ptr>(
|
|
static_cast<void_ptr>(static_cast<char_ptr>(allocated) + block_size * i + bytes));
|
|
|
|
block_descriptor block_desc;
|
|
block_desc.next = bucket.free_list;
|
|
*block = block_desc;
|
|
bucket.free_list = block;
|
|
}
|
|
}
|
|
|
|
// allocate a block from the front of the bucket's free list
|
|
block_descriptor_ptr block = bucket.free_list;
|
|
bucket.free_list = thrust::raw_reference_cast(*block).next;
|
|
return static_cast<void_ptr>(static_cast<char_ptr>(static_cast<void_ptr>(block)) - bytes);
|
|
}
|
|
|
|
void do_deallocate(void_ptr p, std::size_t n, std::size_t alignment = THRUST_MR_DEFAULT_ALIGNMENT) override
|
|
{
|
|
n = (std::max) (n, m_options.smallest_block_size);
|
|
assert(::cuda::__is_valid_alignment(alignment));
|
|
|
|
// verify that the pointer is at least as aligned as claimed
|
|
assert(reinterpret_cast<::cuda::std::intmax_t>(::cuda::std::to_address(p)) % alignment == 0);
|
|
|
|
// the deallocated block is oversized and/or overaligned
|
|
if (n > m_options.largest_block_size || alignment > m_options.alignment)
|
|
{
|
|
oversized_block_descriptor_ptr block =
|
|
static_cast<oversized_block_descriptor_ptr>(static_cast<void_ptr>(static_cast<char_ptr>(p) + n));
|
|
|
|
oversized_block_descriptor desc = *block;
|
|
assert(desc.current_size == n);
|
|
assert(desc.alignment == alignment);
|
|
|
|
if (m_options.cache_oversized)
|
|
{
|
|
desc.next_cached = m_cached_oversized;
|
|
|
|
if (desc.size != n)
|
|
{
|
|
desc.current_size = desc.size;
|
|
block =
|
|
static_cast<oversized_block_descriptor_ptr>(static_cast<void_ptr>(static_cast<char_ptr>(p) + desc.size));
|
|
if (::cuda::std::to_address(desc.prev))
|
|
{
|
|
thrust::raw_reference_cast(*desc.prev).next = block;
|
|
}
|
|
else
|
|
{
|
|
m_oversized = block;
|
|
}
|
|
|
|
if (::cuda::std::to_address(desc.next))
|
|
{
|
|
thrust::raw_reference_cast(*desc.next).prev = block;
|
|
}
|
|
}
|
|
|
|
m_cached_oversized = block;
|
|
*block = desc;
|
|
|
|
return;
|
|
}
|
|
|
|
if (::cuda::std::to_address(desc.prev))
|
|
{
|
|
thrust::raw_reference_cast(*desc.prev).next = desc.next;
|
|
}
|
|
else
|
|
{
|
|
m_oversized = desc.next;
|
|
}
|
|
|
|
if (::cuda::std::to_address(desc.next))
|
|
{
|
|
thrust::raw_reference_cast(*desc.next).prev = desc.prev;
|
|
}
|
|
|
|
m_upstream->do_deallocate(p, desc.size + sizeof(oversized_block_descriptor), desc.alignment);
|
|
|
|
return;
|
|
}
|
|
|
|
// push the block to the front of the appropriate bucket's free list
|
|
std::size_t n_log2 = ::cuda::ceil_ilog2(n);
|
|
std::size_t bucket_idx = n_log2 - m_smallest_block_log2;
|
|
pool& bucket = thrust::raw_reference_cast(m_pools[bucket_idx]);
|
|
|
|
n = static_cast<std::size_t>(1) << n_log2;
|
|
|
|
block_descriptor_ptr block = static_cast<block_descriptor_ptr>(static_cast<void_ptr>(static_cast<char_ptr>(p) + n));
|
|
|
|
block_descriptor desc;
|
|
desc.next = bucket.free_list;
|
|
*block = desc;
|
|
bucket.free_list = block;
|
|
}
|
|
};
|
|
|
|
/*! \} // memory_resources
|
|
*/
|
|
} // namespace mr
|
|
THRUST_NAMESPACE_END
|