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Implement prefetching #9723
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Implement prefetching #9723
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| // SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION. All rights reserved. | ||||||
| // SPDX-License-Identifier: BSD-3 | ||||||
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| //! @file | ||||||
| //! Cooperative global-memory prefetch hints for tiles of data, placed explicitly by algorithm agents (or kernel | ||||||
| //! authors) at points in the kernel schedule where the hint has lead time before the corresponding loads. | ||||||
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| #pragma once | ||||||
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| #include <cub/config.cuh> | ||||||
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| #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 | ||||||
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| #include <cub/util_type.cuh> | ||||||
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| #include <cuda/__cmath/round_up.h> | ||||||
| #include <cuda/__memcpy_async/elect_one.h> | ||||||
| #include <cuda/__memory/align_down.h> | ||||||
| #include <cuda/__ptx/ptx_helper_functions.h> | ||||||
| #include <cuda/std/__host_stdlib/ostream> | ||||||
| #include <cuda/std/__iterator/concepts.h> | ||||||
| #include <cuda/std/__memory/pointer_traits.h> | ||||||
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| #include <nv/target> | ||||||
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| CUB_NAMESPACE_BEGIN | ||||||
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| namespace detail | ||||||
| { | ||||||
| //! Enumerates the cache levels a tile prefetch hint can target. | ||||||
| enum class LoadPrefetch : int | ||||||
| { | ||||||
| //! No prefetch hint emitted. | ||||||
| none, | ||||||
| //! Emit an L2 prefetch hint (``prefetch.global.L2``) to all affected cache lines. | ||||||
| l2, | ||||||
| //! Emit an L1 prefetch hint (``prefetch.global.L1``) to all affected cache lines. Falls back to L2 on | ||||||
| //! architectures that do not support real L1 prefetch. | ||||||
| l1, | ||||||
| //! Emit a TMA bulk prefetch into L2 (``cp.async.bulk.prefetch``) for the whole tile. | ||||||
| //! Requires SM_90 or later (Hopper/Blackwell). Falls back to a no-op on older architectures. | ||||||
| bulk_l2, | ||||||
| }; | ||||||
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| #if _CCCL_HOSTED() && !defined(_CCCL_DOXYGEN_INVOKED) | ||||||
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| inline ::std::ostream& operator<<(::std::ostream& os, LoadPrefetch prefetch) | ||||||
| { | ||||||
| switch (prefetch) | ||||||
| { | ||||||
| case LoadPrefetch::none: | ||||||
| return os << "detail::LoadPrefetch::none"; | ||||||
| case LoadPrefetch::l2: | ||||||
| return os << "detail::LoadPrefetch::l2"; | ||||||
| case LoadPrefetch::l1: | ||||||
| return os << "detail::LoadPrefetch::l1"; | ||||||
| case LoadPrefetch::bulk_l2: | ||||||
| return os << "detail::LoadPrefetch::bulk_l2"; | ||||||
| default: | ||||||
| return os << "<unknown detail::LoadPrefetch: " << static_cast<int>(prefetch) << ">"; | ||||||
| } | ||||||
| } | ||||||
| #endif // _CCCL_HOSTED() && !_CCCL_DOXYGEN_INVOKED | ||||||
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| // Prefetch hints require a raw address, so only contiguous iterators qualify. | ||||||
| // Note: ``cub::CacheModifiedInputIterator`` does not qualify: it routes loads through an explicit cache path | ||||||
| // (e.g. ``LOAD_NC``) that a prefetch hint would defeat. | ||||||
| template <typename RandomAccessIterator> | ||||||
| inline constexpr bool can_prefetch_from = | ||||||
| ::cuda::std::contiguous_iterator<RandomAccessIterator> && ::cuda::std::__can_to_address<RandomAccessIterator>; | ||||||
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| //! A block-scope collective that cooperatively emits global-memory prefetch hints for a tile. The element type | ||||||
| //! ``T`` and block size ``ThreadsPerBlock`` are fixed on the type; the cache level (``Prefetch``) and the | ||||||
| //! per-cache-line hint spacing (``PrefetchStride``, bytes) are template configuration. Placement in the kernel | ||||||
| //! schedule is the caller's — fire it where there is lead time before the corresponding loads. | ||||||
| //! | ||||||
| //! @tparam T Element type of the tile being prefetched (drives the byte-size math). | ||||||
| //! @tparam ThreadsPerBlock Number of threads in the block cooperating on the hints. | ||||||
| //! @tparam Prefetch Which cache level to target (see ``LoadPrefetch``); ``none`` makes ``Prefetch()`` a no-op. | ||||||
| //! @tparam PrefetchStride Byte stride between successive hints; one hint per cache line (default 128 B). | ||||||
| template <typename T, int ThreadsPerBlock, LoadPrefetch Prefetch = LoadPrefetch::l2, int PrefetchStride = 128> | ||||||
| struct BlockPrefetch | ||||||
| { | ||||||
| //! Cooperatively emit prefetch hints covering the tile ``[block_src_it, block_src_it + items_to_prefetch)`` | ||||||
| template <typename RandomAccessIterator> | ||||||
| static _CCCL_DEVICE _CCCL_FORCEINLINE void Prefetch(RandomAccessIterator block_src_it, int items_to_prefetch) | ||||||
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| { | ||||||
| if constexpr (Prefetch != LoadPrefetch::none && can_prefetch_from<RandomAccessIterator>) | ||||||
| { | ||||||
| static_assert(sizeof(cub::detail::it_value_t<RandomAccessIterator>) == sizeof(T), | ||||||
| "BlockPrefetch element type T must match the iterator's value type size"); | ||||||
| const int linear_tid = static_cast<int>(threadIdx.x); | ||||||
| const unsigned int total_bytes = static_cast<unsigned int>(items_to_prefetch) * unsigned{sizeof(T)}; | ||||||
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Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Critical: we want to prefetch the entire tile not just the data of the first thread:
Suggested change
Member
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. i will reject this as we want to express full set of elements to prefetch for edge cases / ragged loads. I will go with the renames you suggested above though. if i were to apply this suggested fix the // full tile: pass items per thread
BlockPrefetch<128, l2>::Prefetch(d_keys_in + tile_offset, 11); // 11 × 128 = 1408 ok
// ragged last tile, 500 items left:
BlockPrefetch<128, l2>::Prefetch(d_keys_in + tile_offset, 4); // 4 * 128 = 512 --> 12 past the end
BlockPrefetch<128, l2>::Prefetch(d_keys_in + tile_offset, 3); // 3 * 128 = 384 --> misses 116
// no integer means "500" |
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| const auto* const src_ptr = reinterpret_cast<const char*>(::cuda::std::to_address(block_src_it)); | ||||||
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| if constexpr (Prefetch == LoadPrefetch::bulk_l2) | ||||||
| { | ||||||
| // One elected thread issues a single TMA bulk prefetch for the whole tile. | ||||||
| // cp.async.bulk.prefetch is fire-and-forget: no commit_group/wait_group needed. | ||||||
| // Requires SM_90+; a no-op on older architectures. | ||||||
| NV_IF_TARGET(NV_PROVIDES_SM_90, (if (::cuda::device::__block_elect_one()) { | ||||||
| // srcMem must be 16-byte aligned per PTX ISA; align base down and extend size to compensate | ||||||
| const auto* const aligned_base = ::cuda::align_down(src_ptr, 16); | ||||||
| const unsigned int prefix = static_cast<unsigned int>(src_ptr - aligned_base); | ||||||
| const unsigned int aligned_size = ::cuda::round_up(total_bytes + prefix, 16u); | ||||||
| if (aligned_size > 0) | ||||||
| { | ||||||
| asm volatile("cp.async.bulk.prefetch.L2.global [%0], %1;" | ||||||
| : | ||||||
| : "l"(::cuda::ptx::__as_ptr_gmem(aligned_base)), "r"(aligned_size) | ||||||
| : "memory"); | ||||||
| } | ||||||
| })) | ||||||
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| } | ||||||
| else | ||||||
| { | ||||||
| _CCCL_PRAGMA_NOUNROLL() | ||||||
| for (unsigned int offset = static_cast<unsigned int>(linear_tid) * PrefetchStride; offset < total_bytes; | ||||||
| offset += static_cast<unsigned int>(ThreadsPerBlock) * PrefetchStride) | ||||||
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| { | ||||||
| // TODO: replace with cuda::ptx::prefetch_L1/L2 once exposed in libcudacxx | ||||||
| if constexpr (Prefetch == LoadPrefetch::l1) | ||||||
| { | ||||||
| asm volatile("prefetch.global.L1 [%0];" : : "l"(::cuda::ptx::__as_ptr_gmem(src_ptr + offset)) : "memory"); | ||||||
| } | ||||||
| else | ||||||
| { | ||||||
| asm volatile("prefetch.global.L2 [%0];" : : "l"(::cuda::ptx::__as_ptr_gmem(src_ptr + offset)) : "memory"); | ||||||
| } | ||||||
| } | ||||||
| } | ||||||
| } | ||||||
| } | ||||||
| }; | ||||||
| } // namespace detail | ||||||
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| CUB_NAMESPACE_END | ||||||
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