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https://github.com/ROCm/composable_kernel.git
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* add transpose load; no real logic * fix some compile errors * fix some issues * update transpose load logic * add some fixes * fix a distribution issue * update some codes * add some fix * can pass; but no logic * transpose load enable * update tile transpose * miss output tile distribution mapping * hack for transpose 16x16 * update output tensor distribution * delete unused variables * fix transpose related codes * update transpose load example * exchange the iteration order * fix 16x16 related dimension transpose * fix a transpose index issue * fix a transpose index issue * fix clang format check * update load tile transpose related codes * fix compile errors and pass 16x16 tests * fix a typo * update logic * check other data types * add transpose load api * update transpose load api * fix clang format check * change file name * refactor codes * update code name * delete some unused codes * delete the unused oob flag for transpose load * update tensor view api for transpose load * update for testing * fix a typo error * move transpose ops to example directory * update transpose api * update include file * fix for pr review * fix compile errors * add transpose load; no real logic * fix some compile errors * fix some issues * update transpose load logic * add some fixes * fix a distribution issue * update some codes * add some fix * can pass; but no logic * transpose load enable * update tile transpose * miss output tile distribution mapping * hack for transpose 16x16 * update output tensor distribution * delete unused variables * fix transpose related codes * update transpose load example * exchange the iteration order * fix 16x16 related dimension transpose * fix a transpose index issue * fix a transpose index issue * fix clang format check * update load tile transpose related codes * fix compile errors and pass 16x16 tests * fix a typo * update logic * check other data types * add transpose load api * update transpose load api * fix clang format check * change file name * refactor codes * update code name * delete some unused codes * delete the unused oob flag for transpose load * update tensor view api for transpose load * update for testing * fix a typo error * move transpose ops to example directory * update transpose api * update include file * fix for pr review * fix compile errors * change directory name * delete the duplicated directory * update cmakelists file * delete the unused codes * update function names * update transpose policy * update code after remod.py * update codes * add some comment * Polish the instr infrastructure * build up the fixed instr * redesign the transpose api, currently it has numerical error * add the bf16 transpose * fix some issues * add some comments * update document * Finished the refactor of API and pass through the verification * fix the merging issue --------- Co-authored-by: ThomasNing <thomas.ning@amd.com>
150 lines
6.5 KiB
C++
150 lines
6.5 KiB
C++
// SPDX-License-Identifier: MIT
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// Copyright (c) 2018-2025, Advanced Micro Devices, Inc. All rights reserved.
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#pragma once
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#include "ck_tile/core.hpp"
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#include "transpose_policy.hpp"
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namespace ck_tile {
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template <typename Layout_, index_t kRow, index_t kCol>
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struct TransposeTraits
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{
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static constexpr index_t kLeadDim = kCol;
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static constexpr index_t kSecondDim = kRow;
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};
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template <index_t kRow, index_t kCol>
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struct TransposeTraits<tensor_layout::gemm::ColumnMajor, kRow, kCol>
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{
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static constexpr index_t kLeadDim = kRow;
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static constexpr index_t kSecondDim = kCol;
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};
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// supports 2D transpose which will store to lds, then use ds_read_b*_tr_b* instruction to get the
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// transposed data; Layout in TransposePipelineProblem is the original layout of the data in the
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// global memory
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template <typename DataType_,
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typename Layout_,
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index_t kBlockSize_,
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index_t kRowWarps_, // how many warps in row direction
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index_t kColWarps_, // how many warps in col direction
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index_t kRowPerBlock_, // row number per block
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index_t kColPerBlock_, // col number per block
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index_t kRowPerXdl_, // row number per xdl ops
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index_t kColPerXdl_> // col number per xdl ops
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struct TransposePipelineProblem
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{
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static_assert(kRowWarps_ * kColWarps_ * get_warp_size() == kBlockSize_,
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"the block size is not correct!");
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using DataType = remove_cvref_t<DataType_>;
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using Layout = remove_cvref_t<Layout_>;
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static constexpr index_t kBlockSize = kBlockSize_;
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static constexpr index_t kLeadNumWarps =
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TransposeTraits<Layout, kRowWarps_, kColWarps_>::kLeadDim;
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static constexpr index_t kSecondNumWarps =
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TransposeTraits<Layout, kRowWarps_, kColWarps_>::kSecondDim;
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static constexpr index_t kLeadSizePerBlock =
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TransposeTraits<Layout, kRowPerBlock_, kColPerBlock_>::kLeadDim;
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static constexpr index_t kSecondSizePerBlock =
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TransposeTraits<Layout, kRowPerBlock_, kColPerBlock_>::kSecondDim;
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static constexpr index_t kLeadSizePerXdl =
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TransposeTraits<Layout, kRowPerXdl_, kColPerXdl_>::kLeadDim;
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static constexpr index_t kSecondSizePerXdl =
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TransposeTraits<Layout, kRowPerXdl_, kColPerXdl_>::kSecondDim;
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static constexpr index_t kQuadrantLeadDim = LaneGroupTransposeTraits<DataType>::kleadDim;
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static constexpr index_t kQuadrantSecondDim = LaneGroupTransposeTraits<DataType>::ksecondDim;
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static_assert(kLeadSizePerBlock % kLeadNumWarps == 0,
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"block dim should be divided by warp dim!");
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static_assert(kSecondSizePerBlock % kSecondNumWarps == 0,
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"block dim should be divided by warp dim!");
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// how many rows/cols implemented in one warp
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static constexpr index_t kLeadSizePerWarp = kLeadSizePerBlock / kLeadNumWarps;
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static constexpr index_t kSecondSizePerWarp = kSecondSizePerBlock / kSecondNumWarps;
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static_assert(kLeadSizePerWarp % kLeadSizePerXdl == 0,
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"warp dim should be divided by xdl dim!");
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static_assert(kSecondSizePerWarp % kSecondSizePerXdl == 0,
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"warp dim should be divided by xdl dim!");
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// warp rows/cols is divided into xdl.
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static constexpr index_t kLeadXdlNumPerWarp = kLeadSizePerWarp / kLeadSizePerXdl;
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static constexpr index_t kSecondXdlNumPerWarp = kSecondSizePerWarp / kSecondSizePerXdl;
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static_assert(kLeadSizePerXdl % kQuadrantLeadDim == 0,
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"xdl dim should be divided by quad dim!");
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static_assert(kSecondSizePerXdl % kQuadrantSecondDim == 0,
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"xdl dim should be divided by quad dim!");
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// xdl rows/cols is divided into quadrants.
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static constexpr index_t kQuadNumPerLeadDim = kLeadSizePerXdl / kQuadrantLeadDim;
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static constexpr index_t kQuadNumPerSecondDim = kSecondSizePerXdl / kQuadrantSecondDim;
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static constexpr index_t kIterationsInSecondDim =
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kQuadNumPerLeadDim * kQuadNumPerSecondDim * 16 / get_warp_size();
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};
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template <typename Problem_, typename Policy_ = TransposePolicy>
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struct BlockTranspose
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{
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using Problem = remove_cvref_t<Problem_>;
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using Policy = remove_cvref_t<Policy_>;
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using DataType = remove_cvref_t<typename Problem::DataType>;
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using Layout = remove_cvref_t<typename Problem::Layout>;
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static constexpr index_t kBlockSize = Problem::kBlockSize;
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static constexpr index_t kLeadSizePerBlock = Problem::kLeadSizePerBlock;
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static constexpr index_t kSecondSizePerBlock = Problem::kSecondSizePerBlock;
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static constexpr index_t GetVectorSize() { return Policy::template GetVectorSize<Problem>(); }
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CK_TILE_HOST_DEVICE static constexpr index_t GetSmemSize()
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{
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return Policy::template GetSmemSize<Problem>();
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}
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template <typename InputTileWindow, typename OutputTileWindow>
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CK_TILE_DEVICE void operator()(const InputTileWindow& input_window,
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OutputTileWindow& output_window,
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void* __restrict__ p_smem)
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{
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auto input_tile_window =
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make_tile_window(input_window, Policy::template MakeInputDistribution<Problem>());
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auto output_tile_window =
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make_tile_window(output_window, Policy::template MakeOutputDistribution<Problem>());
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DataType* p_lds_ptr = static_cast<DataType*>(p_smem);
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constexpr auto in_lds_block_desc = Policy::template MakeLdsStoreBlockDescriptor<Problem>();
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auto input_lds_block =
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make_tensor_view<address_space_enum::lds>(p_lds_ptr, in_lds_block_desc);
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constexpr auto out_lds_block_desc = Policy::template MakeLdsLoadBlockDescriptor<Problem>();
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auto output_lds_block =
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make_tensor_view<address_space_enum::lds>(p_lds_ptr, out_lds_block_desc);
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auto copy_to_lds_window =
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make_tile_window(input_lds_block,
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make_tuple(number<kSecondSizePerBlock>{}, number<kLeadSizePerBlock>{}),
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{0, 0});
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auto load_from_lds_window =
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make_tile_window(output_lds_block,
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make_tuple(number<kSecondSizePerBlock>{}, number<kLeadSizePerBlock>{}),
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{0, 0},
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Policy::template MakeLdsLoadTileDistribution<Problem>());
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auto x = load_tile(input_tile_window);
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store_tile(copy_to_lds_window, x);
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block_sync_lds();
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auto y = load_tile_transpose(load_from_lds_window);
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store_tile(output_tile_window, y);
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}
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};
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} // namespace ck_tile
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