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[Navi3x-LWPCK-545] Block-wise GEMM + Real GEMM_WMMA_FP16 (#541)
* wmma_op + unit test * add arch limitation to wmma test * change arch limitation * Refactor + Add all type unit test(int4 compile failed) * Add f32_16x16x16_bf16 unit test * tempsave * tempsave * tempsave * runtime bug, cannot find symbol * workaround for incorrect HIP warpSize return value * debugging * tempsave * Correctness OK, waiting for optimization * Tidy up + format * temp save * temp save, reproduce the v_bfi_b32 issue * add inline asm for wmmaop test * tidy up * clean some debug purpose code * discard some codes * clang format * clang format * compiler issue fixed + increase tile size
This commit is contained in:
Haocong WANG
641
include/ck/tensor_operation/gpu/grid/gridwise_gemm_wmma.hpp
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641
include/ck/tensor_operation/gpu/grid/gridwise_gemm_wmma.hpp
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@@ -0,0 +1,641 @@
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// SPDX-License-Identifier: MIT
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// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
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#pragma once
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#include "ck/utility/common_header.hpp"
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#include "ck/tensor_description/multi_index_transform_helper.hpp"
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#include "ck/tensor_description/tensor_descriptor.hpp"
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#include "ck/tensor_description/tensor_descriptor_helper.hpp"
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#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
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#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_selector.hpp"
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#include "ck/tensor_operation/gpu/block/blockwise_gemm_wmma.hpp"
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#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
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#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
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#include "ck/tensor_operation/gpu/thread/threadwise_tensor_slice_transfer.hpp"
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#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
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namespace ck {
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template <typename GridwiseGemm,
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typename FloatA,
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typename FloatB,
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typename FloatC,
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typename AGridDesc_K0_M_K1,
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typename BGridDesc_K0_N_K1,
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typename CGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock,
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typename AElementwiseOperation,
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typename BElementwiseOperation,
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typename CElementwiseOperation,
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typename Block2CTileMap,
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bool HasMainKBlockLoop>
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__global__ void
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#if CK_USE_LAUNCH_BOUNDS
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__launch_bounds__(CK_MAX_THREAD_PER_BLOCK, CK_MIN_BLOCK_PER_CU)
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#endif
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kernel_gemm_wmma(
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const FloatA* __restrict__ p_a_grid,
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const FloatB* __restrict__ p_b_grid,
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FloatC* __restrict__ p_c_grid,
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const AGridDesc_K0_M_K1 a_grid_desc_k0_m_k1,
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const BGridDesc_K0_N_K1 b_grid_desc_k0_n_k1,
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const CGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock
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c_grid_desc_mblock_mperblock_nblock_nperblock,
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// const
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// CGridDescriptor_MBlockxRepeat_MWave_MSubGroup_MAccVgprs_NBlockxRepeat_NWave_NThreadPerSubGroup
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// c_grid_desc_mblockxrepeat_mwave_msubgroup_maccvgprs_nblockxrepeat_nwave_nthreadpersubgroup,
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const AElementwiseOperation a_element_op,
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const BElementwiseOperation b_element_op,
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const CElementwiseOperation c_element_op,
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const Block2CTileMap block_2_ctile_map)
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{
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#if(!defined(__HIP_DEVICE_COMPILE__) || defined(__gfx1100__))
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__shared__ char p_shared[GridwiseGemm::GetSharedMemoryNumberOfByte()];
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GridwiseGemm::template Run<HasMainKBlockLoop>(p_a_grid,
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p_b_grid,
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p_c_grid,
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p_shared,
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a_grid_desc_k0_m_k1,
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b_grid_desc_k0_n_k1,
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c_grid_desc_mblock_mperblock_nblock_nperblock,
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a_element_op,
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b_element_op,
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c_element_op,
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block_2_ctile_map);
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#else
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ignore = p_a_grid;
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ignore = p_b_grid;
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ignore = p_c_grid;
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ignore = a_grid_desc_k0_m_k1;
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ignore = b_grid_desc_k0_n_k1;
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ignore = c_grid_desc_mblock_mperblock_nblock_nperblock;
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ignore = a_element_op;
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ignore = b_element_op;
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ignore = c_element_op;
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ignore = block_2_ctile_map;
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#endif // end of if (defined(__gfx1100__))
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}
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template <index_t BlockSize,
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typename FloatA,
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typename FloatB,
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typename FloatAcc,
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typename FloatCShuffle,
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typename FloatC,
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InMemoryDataOperationEnum CGlobalMemoryDataOperation,
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typename AGridDesc_K0_M_K1,
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typename BGridDesc_K0_N_K1,
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typename CGridDesc_M_N,
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typename AElementwiseOperation,
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typename BElementwiseOperation,
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typename CElementwiseOperation,
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index_t MPerBlock,
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index_t NPerBlock,
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index_t K0PerBlock,
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index_t MPerWmma,
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index_t NPerWmma,
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index_t K1Value,
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index_t MRepeat,
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index_t NRepeat,
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typename ABlockTransferThreadClusterLengths_K0_M_K1,
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typename ABlockTransferThreadClusterArrangeOrder,
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typename ABlockTransferSrcAccessOrder,
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index_t ABlockTransferSrcVectorDim,
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index_t ABlockTransferSrcScalarPerVector,
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index_t ABlockTransferDstScalarPerVector_K1,
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bool AThreadTransferSrcResetCoordinateAfterRun,
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bool ABlockLdsExtraM,
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typename BBlockTransferThreadClusterLengths_K0_N_K1,
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typename BBlockTransferThreadClusterArrangeOrder,
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typename BBlockTransferSrcAccessOrder,
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index_t BBlockTransferSrcVectorDim,
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index_t BBlockTransferSrcScalarPerVector,
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index_t BBlockTransferDstScalarPerVector_K1,
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bool BThreadTransferSrcResetCoordinateAfterRun,
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bool BBlockLdsExtraN,
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index_t CShuffleMRepeatPerShuffle,
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index_t CShuffleNRepeatPerShuffle,
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typename CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
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index_t CShuffleBlockTransferScalarPerVector_NPerBlock,
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index_t NumGemmKPrefetchStage = 1,
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LoopScheduler LoopSched = make_default_loop_scheduler(),
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PipelineVersion PipelineVer = PipelineVersion::v1>
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struct GridwiseGemm_k0mk1_k0nk1_mn_wmma
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{
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static constexpr auto I0 = Number<0>{};
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static constexpr auto I1 = Number<1>{};
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static constexpr auto I2 = Number<2>{};
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static constexpr auto I3 = Number<3>{};
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static constexpr auto I4 = Number<4>{};
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static constexpr auto I5 = Number<5>{};
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static constexpr auto I6 = Number<6>{};
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static constexpr auto I7 = Number<7>{};
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// K1 should be Number<...>
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static constexpr auto K1 = Number<K1Value>{};
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using ThisThreadBlock = ThisThreadBlock<BlockSize>;
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using GridwiseGemmPipe = remove_cvref_t<decltype(
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GridwiseGemmPipeline_Selector<PipelineVer, NumGemmKPrefetchStage, LoopSched>())>;
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__host__ __device__ static constexpr auto GetABlockDescriptor_K0PerBlock_MPerBlock_K1()
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{
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constexpr auto max_lds_align = K1;
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// A matrix in LDS memory, dst of blockwise copy
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constexpr auto a_block_desc_k0perblock_mperblock_k1 = [&]() {
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if constexpr(ABlockLdsExtraM)
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{
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return make_naive_tensor_descriptor(
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make_tuple(Number<K0PerBlock>{}, Number<MPerBlock>{}, K1),
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make_tuple(Number<MPerBlock + 1>{} * K1, K1, I1));
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}
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else
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{
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return make_naive_tensor_descriptor_aligned(
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make_tuple(Number<K0PerBlock>{}, Number<MPerBlock>{}, K1), max_lds_align);
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}
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}();
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return a_block_desc_k0perblock_mperblock_k1;
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}
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__host__ __device__ static constexpr auto GetBBlockDescriptor_K0PerBlock_NPerBlock_K1()
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{
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constexpr auto max_lds_align = K1;
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// B matrix in LDS memory, dst of blockwise copy
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constexpr auto b_block_desc_k0perblock_nperblock_k1 = [&]() {
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if constexpr(BBlockLdsExtraN)
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{
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return make_naive_tensor_descriptor(
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make_tuple(Number<K0PerBlock>{}, Number<NPerBlock>{}, K1),
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make_tuple(Number<NPerBlock + 1>{} * K1, K1, I1));
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}
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else
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{
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return make_naive_tensor_descriptor_aligned(
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make_tuple(Number<K0PerBlock>{}, Number<NPerBlock>{}, K1), max_lds_align);
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}
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}();
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return b_block_desc_k0perblock_nperblock_k1;
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}
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__host__ __device__ static constexpr auto
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// *Caution Here repeat is shuffle repeat
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GetCShuffleBlockDescriptor_MShRepeat_MPerShRepeat_NShRepeat_NPerShRepeat()
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{
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constexpr index_t MWave = MPerBlock / (MRepeat * MPerWmma);
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constexpr index_t NWave = NPerBlock / (NRepeat * NPerWmma);
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constexpr auto c_shuffle_block_desc_mshrepeat_mpershrepeat_nshrepeat_npershrepeat =
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make_naive_tensor_descriptor_packed(
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make_tuple(I1,
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Number<CShuffleMRepeatPerShuffle * MWave * MPerWmma>{},
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I1,
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Number<CShuffleNRepeatPerShuffle * NWave * NPerWmma>{}));
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return c_shuffle_block_desc_mshrepeat_mpershrepeat_nshrepeat_npershrepeat;
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}
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__host__ __device__ static constexpr index_t GetSharedMemoryNumberOfByte()
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{
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// LDS allocation for A and B: be careful of alignment
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constexpr auto a_block_desc_k0perblock_mperblock_k1 =
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GetABlockDescriptor_K0PerBlock_MPerBlock_K1();
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constexpr auto b_block_desc_k0perblock_nperblock_k1 =
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GetBBlockDescriptor_K0PerBlock_NPerBlock_K1();
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constexpr auto max_lds_align = K1;
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constexpr auto a_block_space_size_aligned = math::integer_least_multiple(
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a_block_desc_k0perblock_mperblock_k1.GetElementSpaceSize(), max_lds_align);
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constexpr auto b_block_space_size_aligned = math::integer_least_multiple(
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b_block_desc_k0perblock_nperblock_k1.GetElementSpaceSize(), max_lds_align);
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return (a_block_space_size_aligned * sizeof(FloatA) +
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b_block_space_size_aligned * sizeof(FloatB));
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}
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// block_id to matrix tile idx (m0, n0) mapping are controlled by {M01, N01}
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template <typename Block2CTileMap>
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__host__ __device__ static constexpr bool
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CheckValidity(const AGridDesc_K0_M_K1& a_grid_desc_k0_m_k1,
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const BGridDesc_K0_N_K1& b_grid_desc_k0_n_k1,
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const CGridDesc_M_N& c_grid_desc_m_n,
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const Block2CTileMap& block_2_ctile_map)
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{
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static_assert(is_known_at_compile_time<remove_cv_t<decltype(K1)>>::value,
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"wrong! K1 need to be known at compile-time");
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static_assert((MPerBlock % (MPerWmma * MRepeat) == 0) &&
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(NPerBlock % (NRepeat * NPerWmma)) == 0,
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"Invalid tuning param!");
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const auto M = a_grid_desc_k0_m_k1.GetLength(I1);
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const auto N = b_grid_desc_k0_n_k1.GetLength(I1);
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const auto K0 = a_grid_desc_k0_m_k1.GetLength(I0);
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if(!(M == c_grid_desc_m_n.GetLength(I0) && N == c_grid_desc_m_n.GetLength(I1) &&
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K0 == b_grid_desc_k0_n_k1.GetLength(I0) && K1 == a_grid_desc_k0_m_k1.GetLength(I2) &&
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K1 == b_grid_desc_k0_n_k1.GetLength(I2)))
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return false;
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if(!(M % MPerBlock == 0 && N % NPerBlock == 0 && K0 % K0PerBlock == 0))
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return false;
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// check gridwise gemm pipeline
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const auto num_k_loop = K0 / K0PerBlock;
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if(!GridwiseGemmPipe::IsSupported(num_k_loop))
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{
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return false;
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}
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if(!block_2_ctile_map.CheckValidity(c_grid_desc_m_n))
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{
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return false;
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}
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// TODO: also check validity of all components (blockwise-copy, threadwise-copy, etc)
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return true;
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}
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__host__ __device__ static constexpr bool CalculateHasMainKBlockLoop(index_t K)
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{
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const index_t num_loop = K / (K0PerBlock * K1);
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return GridwiseGemmPipe::CalculateHasMainLoop(num_loop);
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}
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__host__ __device__ static constexpr auto
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MakeCGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock(const CGridDesc_M_N& c_grid_desc_m_n)
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{
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const auto M = c_grid_desc_m_n.GetLength(I0);
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const auto N = c_grid_desc_m_n.GetLength(I1);
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const auto MBlock = M / MPerBlock;
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const auto NBlock = N / NPerBlock;
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const auto c_grid_desc_mblock_mperblock_nblock_nperblock = transform_tensor_descriptor(
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c_grid_desc_m_n,
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make_tuple(make_unmerge_transform(make_tuple(MBlock, Number<MPerBlock>{})),
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make_unmerge_transform(make_tuple(NBlock, Number<NPerBlock>{}))),
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make_tuple(Sequence<0>{}, Sequence<1>{}),
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make_tuple(Sequence<0, 1>{}, Sequence<2, 3>{}));
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return c_grid_desc_mblock_mperblock_nblock_nperblock;
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}
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// return block_id to C matrix tile idx (m0, n0) mapping
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__host__ __device__ static constexpr auto MakeDefaultBlock2CTileMap(
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const CGridDesc_M_N& c_grid_desc_m_n, index_t /* M01 */, index_t /* N01 */)
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{
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return BlockToCTileMap_M00_N0_M01Adapt<MPerBlock, NPerBlock, CGridDesc_M_N>(
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c_grid_desc_m_n);
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}
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using CGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock = remove_cvref_t<decltype(
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MakeCGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock(CGridDesc_M_N{}))>;
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using DefaultBlock2CTileMap =
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remove_cvref_t<decltype(MakeDefaultBlock2CTileMap(CGridDesc_M_N{}, 1, 1))>;
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template <bool HasMainKBlockLoop, typename Block2CTileMap = DefaultBlock2CTileMap>
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__device__ static void Run(const FloatA* __restrict__ p_a_grid,
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const FloatB* __restrict__ p_b_grid,
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FloatC* __restrict__ p_c_grid,
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void* __restrict__ p_shared,
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const AGridDesc_K0_M_K1& a_grid_desc_k0_m_k1,
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const BGridDesc_K0_N_K1& b_grid_desc_k0_n_k1,
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const CGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock&
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c_grid_desc_mblock_mperblock_nblock_nperblock,
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const AElementwiseOperation& a_element_op,
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const BElementwiseOperation& b_element_op,
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const CElementwiseOperation& c_element_op,
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const Block2CTileMap& block_2_ctile_map)
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{
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// clang-format off
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/*******************************************************************************/
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// Memory buffer zone.
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const auto a_grid_buf = make_dynamic_buffer<AddressSpaceEnum::Global>(
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p_a_grid, a_grid_desc_k0_m_k1.GetElementSpaceSize());
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const auto b_grid_buf = make_dynamic_buffer<AddressSpaceEnum::Global>(
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p_b_grid, b_grid_desc_k0_n_k1.GetElementSpaceSize());
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auto c_grid_buf = make_dynamic_buffer<AddressSpaceEnum::Global>(
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p_c_grid, c_grid_desc_mblock_mperblock_nblock_nperblock.GetElementSpaceSize());
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/*******************************************************************************/
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// BlockIdx.x -> [BlockId.m, BlockId.n]
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const auto block_work_idx = block_2_ctile_map.CalculateBottomIndex(make_multi_index(get_block_1d_id()));
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if(!block_2_ctile_map.ValidCTileIndex(
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block_work_idx,
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make_tuple(c_grid_desc_mblock_mperblock_nblock_nperblock.GetLength(I0),
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c_grid_desc_mblock_mperblock_nblock_nperblock.GetLength(I2))))
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{ return; }
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// Store BlockId into SGPR
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const index_t m_block_data_idx_on_grid = __builtin_amdgcn_readfirstlane(block_work_idx[I0] * MPerBlock);
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const index_t n_block_data_idx_on_grid = __builtin_amdgcn_readfirstlane(block_work_idx[I1] * NPerBlock);
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/*******************************************************************************/
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// BlockLevel, A/B Matrix ThreadMapping in LDS, As Destinaion of BlockWise_Copy
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const auto K0 = a_grid_desc_k0_m_k1.GetLength(I0);
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constexpr auto max_lds_align = K1;
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constexpr auto a_block_desc_k0perblock_mperblock_k1 = GetABlockDescriptor_K0PerBlock_MPerBlock_K1();
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constexpr auto b_block_desc_k0perblock_nperblock_k1 = GetBBlockDescriptor_K0PerBlock_NPerBlock_K1();
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// A matrix blockwise copy
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auto a_blockwise_copy =
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ThreadGroupTensorSliceTransfer_v4r1< ThisThreadBlock,
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/* typename SrcElementwiseOperation, */ AElementwiseOperation,
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/* typename DstElementwiseOperation, */ ck::tensor_operation::element_wise::PassThrough,
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/* InMemoryDataOperationEnum DstInMemOp, */ InMemoryDataOperationEnum::Set,
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/* typename BlockSliceLengths, */ Sequence<K0PerBlock, MPerBlock, K1>,
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/* typename ThreadClusterLengths, */ ABlockTransferThreadClusterLengths_K0_M_K1,
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/* typename ThreadClusterArrangeOrder, */ ABlockTransferThreadClusterArrangeOrder,
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/* typename SrcData, */ FloatA,
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/* typename DstData, */ FloatA,
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/* typename SrcDesc, */ decltype(a_grid_desc_k0_m_k1),
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/* typename DstDesc, */ decltype(a_block_desc_k0perblock_mperblock_k1),
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/* typename SrcDimAccessOrder, */ ABlockTransferSrcAccessOrder,
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/* typename DstDimAccessOrder, */ Sequence<0, 1, 2>,
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/* index_t SrcVectorDim, */ ABlockTransferSrcVectorDim,
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/* index_t DstVectorDim, */ 2,
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/* index_t SrcScalarPerVector, */ ABlockTransferSrcScalarPerVector,
|
||||
/* index_t DstScalarPerVector, */ ABlockTransferDstScalarPerVector_K1,
|
||||
/* index_t SrcScalarStrideInVector, */ 1,
|
||||
/* index_t DstScalarStrideInVector, */ 1,
|
||||
/* bool ThreadTransferSrcResetCoordinateAfterRun, */ AThreadTransferSrcResetCoordinateAfterRun,
|
||||
/* bool ThreadTransferDstResetCoordinateAfterRun, */ true>(
|
||||
a_grid_desc_k0_m_k1,
|
||||
make_multi_index(0, m_block_data_idx_on_grid, 0),
|
||||
a_element_op,
|
||||
a_block_desc_k0perblock_mperblock_k1,
|
||||
make_multi_index(0, 0, 0),
|
||||
ck::tensor_operation::element_wise::PassThrough{});
|
||||
|
||||
// B matrix blockwise copy
|
||||
auto b_blockwise_copy =
|
||||
ThreadGroupTensorSliceTransfer_v4r1<ThisThreadBlock,
|
||||
BElementwiseOperation,
|
||||
ck::tensor_operation::element_wise::PassThrough,
|
||||
InMemoryDataOperationEnum::Set,
|
||||
Sequence<K0PerBlock, NPerBlock, K1>,
|
||||
BBlockTransferThreadClusterLengths_K0_N_K1,
|
||||
BBlockTransferThreadClusterArrangeOrder,
|
||||
FloatB,
|
||||
FloatB,
|
||||
decltype(b_grid_desc_k0_n_k1),
|
||||
decltype(b_block_desc_k0perblock_nperblock_k1),
|
||||
BBlockTransferSrcAccessOrder,
|
||||
Sequence<0, 1, 2>,
|
||||
BBlockTransferSrcVectorDim,
|
||||
2,
|
||||
BBlockTransferSrcScalarPerVector,
|
||||
BBlockTransferDstScalarPerVector_K1,
|
||||
1,
|
||||
1,
|
||||
BThreadTransferSrcResetCoordinateAfterRun,
|
||||
true>(
|
||||
b_grid_desc_k0_n_k1,
|
||||
make_multi_index(0, n_block_data_idx_on_grid, 0),
|
||||
b_element_op,
|
||||
b_block_desc_k0perblock_nperblock_k1,
|
||||
make_multi_index(0, 0, 0),
|
||||
ck::tensor_operation::element_wise::PassThrough{});
|
||||
|
||||
/*******************************************************************************/
|
||||
// GEMM
|
||||
constexpr auto WmmaK = 16;
|
||||
constexpr auto KPack = math::integer_least_multiple(K1, WmmaK);
|
||||
|
||||
auto blockwise_gemm =
|
||||
BlockwiseGemmWMMA_k0mk1_k0nk1_m0m1m2n0n1n2m3_CShuffle_FIFO<BlockSize,
|
||||
FloatA,
|
||||
FloatB,
|
||||
FloatAcc,
|
||||
decltype(a_block_desc_k0perblock_mperblock_k1),
|
||||
decltype(b_block_desc_k0perblock_nperblock_k1),
|
||||
MPerWmma,
|
||||
NPerWmma,
|
||||
MRepeat,
|
||||
NRepeat,
|
||||
KPack>{};
|
||||
|
||||
// Prepare Register for C matrix
|
||||
auto c_thread_buf = blockwise_gemm.GetCThreadBuffer();
|
||||
|
||||
/*******************************************************************************/
|
||||
constexpr auto a_block_space_size_aligned = math::integer_least_multiple(a_block_desc_k0perblock_mperblock_k1.GetElementSpaceSize(), max_lds_align);
|
||||
// LDS allocation for A and B: be careful of alignment
|
||||
auto a_block_buf = make_dynamic_buffer<AddressSpaceEnum::Lds>(static_cast<FloatA*>(p_shared), a_block_desc_k0perblock_mperblock_k1.GetElementSpaceSize());
|
||||
auto b_block_buf = make_dynamic_buffer<AddressSpaceEnum::Lds>(static_cast<FloatB*>(p_shared) + a_block_space_size_aligned, b_block_desc_k0perblock_nperblock_k1.GetElementSpaceSize());
|
||||
|
||||
// Shift Per SUB_K
|
||||
constexpr auto a_block_slice_copy_step = make_multi_index(K0PerBlock, 0, 0);
|
||||
constexpr auto b_block_slice_copy_step = make_multi_index(K0PerBlock, 0, 0);
|
||||
|
||||
// gridwise GEMM pipeline
|
||||
const index_t K0BlockMainLoop = __builtin_amdgcn_readfirstlane(K0 / K0PerBlock);
|
||||
GridwiseGemmPipe::template Run<HasMainKBlockLoop>(a_grid_desc_k0_m_k1,
|
||||
a_block_desc_k0perblock_mperblock_k1,
|
||||
a_blockwise_copy,
|
||||
a_grid_buf,
|
||||
a_block_buf,
|
||||
a_block_slice_copy_step,
|
||||
b_grid_desc_k0_n_k1,
|
||||
b_block_desc_k0perblock_nperblock_k1,
|
||||
b_blockwise_copy,
|
||||
b_grid_buf,
|
||||
b_block_buf,
|
||||
b_block_slice_copy_step,
|
||||
blockwise_gemm,
|
||||
c_thread_buf,
|
||||
K0BlockMainLoop);
|
||||
/*******************************************************************************/
|
||||
// write out to C, implement shuffle
|
||||
{
|
||||
constexpr auto c_thread_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs =
|
||||
blockwise_gemm.GetCThreadDescriptor_MRepeat_MWave_MSubGroup_NRepeat_NWave_NThreadPerSubGroup_MAccVgprs();
|
||||
|
||||
// This API Provide All dimension (size) you need
|
||||
constexpr auto c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs_tmp =
|
||||
blockwise_gemm.GetCBlockDescriptor_MRepeat_MWave_MSubGroup_NRepeat_NWave_NThreadPerSubGroup_MAccVgprs();
|
||||
|
||||
constexpr auto MWave = c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs_tmp.GetLength(I1);
|
||||
constexpr auto MSubGroup = c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs_tmp.GetLength(I2);
|
||||
constexpr auto NWave = c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs_tmp.GetLength(I4);
|
||||
constexpr auto NThreadPerSubGroup = c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs_tmp.GetLength(I5);
|
||||
constexpr auto MAccVgprs = c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs_tmp.GetLength(I6);
|
||||
|
||||
// LDS descriptor, shuffle and write out in MRepeat x NRepeat times
|
||||
constexpr auto c_shuffle_block_desc_mshrepeat_mpershrepeat_nshrepeat_npershrepeat =
|
||||
GetCShuffleBlockDescriptor_MShRepeat_MPerShRepeat_NShRepeat_NPerShRepeat();
|
||||
|
||||
auto c_shuffle_block_buf = make_dynamic_buffer<AddressSpaceEnum::Lds>(
|
||||
static_cast<FloatCShuffle*>(p_shared),
|
||||
c_shuffle_block_desc_mshrepeat_mpershrepeat_nshrepeat_npershrepeat.GetElementSpaceSize());
|
||||
|
||||
constexpr auto c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs = transform_tensor_descriptor(
|
||||
c_shuffle_block_desc_mshrepeat_mpershrepeat_nshrepeat_npershrepeat,
|
||||
make_tuple(
|
||||
make_freeze_transform(I0),
|
||||
make_unmerge_transform(make_tuple(
|
||||
Number<CShuffleMRepeatPerShuffle>{}, // MRepeat per shuffle repeat
|
||||
MWave, // MWave
|
||||
MSubGroup, // MSubGroup * MAccVgprs = MPerWmma
|
||||
MAccVgprs)),
|
||||
make_freeze_transform(I0),
|
||||
make_unmerge_transform(make_tuple(
|
||||
Number<CShuffleNRepeatPerShuffle>{}, // NRepeat per shuffle repeat
|
||||
NWave, // NWave
|
||||
NThreadPerSubGroup))), // NThreadPerSubGroup = NPerWmma
|
||||
make_tuple(Sequence<0>{}, Sequence<1>{}, Sequence<2>{}, Sequence<3>{}),
|
||||
make_tuple(Sequence<>{}, Sequence<0, 1, 2, 6>{}, Sequence<>{}, Sequence<3, 4, 5>{}));
|
||||
|
||||
// calculate origin of thread output tensor on global memory
|
||||
// blockwise GEMM c matrix starting index
|
||||
const auto c_thread_mtx_on_block = blockwise_gemm.CalculateCThreadOriginDataIndex(I0, I0);
|
||||
|
||||
const index_t m_thread_data_on_block = c_thread_mtx_on_block[I0];
|
||||
const index_t n_thread_data_on_block = c_thread_mtx_on_block[I1];
|
||||
|
||||
const auto m_thread_data_on_block_to_mrepeat_mwave_msubgroup_maccvgprs_adaptor =
|
||||
make_single_stage_tensor_adaptor(
|
||||
make_tuple(make_merge_transform(make_tuple(MRepeat, MWave, MSubGroup, MAccVgprs))),
|
||||
make_tuple(Sequence<0, 1, 2, 3>{}),
|
||||
make_tuple(Sequence<0>{}));
|
||||
|
||||
const auto n_thread_data_on_block_to_nrepeat_nwave_nthreadpersubgroup_adaptor =
|
||||
make_single_stage_tensor_adaptor(
|
||||
make_tuple(make_merge_transform(make_tuple(NRepeat, NWave, NThreadPerSubGroup))),
|
||||
make_tuple(Sequence<0, 1, 2>{}),
|
||||
make_tuple(Sequence<0>{}));
|
||||
|
||||
const auto m_thread_data_on_block_idx = m_thread_data_on_block_to_mrepeat_mwave_msubgroup_maccvgprs_adaptor.CalculateBottomIndex(
|
||||
make_multi_index(m_thread_data_on_block));
|
||||
|
||||
const auto n_thread_data_on_block_idx = n_thread_data_on_block_to_nrepeat_nwave_nthreadpersubgroup_adaptor.CalculateBottomIndex(
|
||||
make_multi_index(n_thread_data_on_block));
|
||||
|
||||
// shuffle: threadwise copy C from VGPR to LDS
|
||||
auto c_thread_copy_vgpr_to_lds =
|
||||
ThreadwiseTensorSliceTransfer_v1r3<FloatAcc,
|
||||
FloatCShuffle,
|
||||
decltype(c_thread_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs),
|
||||
decltype(c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs),
|
||||
ck::tensor_operation::element_wise::PassThrough,
|
||||
Sequence<CShuffleMRepeatPerShuffle,
|
||||
I1,
|
||||
I1,
|
||||
CShuffleNRepeatPerShuffle,
|
||||
I1,
|
||||
I1,
|
||||
MAccVgprs>,
|
||||
Sequence<0, 1, 2, 3, 4, 5, 6>,
|
||||
6,
|
||||
1, // vector write pixel
|
||||
InMemoryDataOperationEnum::Set,
|
||||
1,
|
||||
true>{
|
||||
c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs,
|
||||
make_multi_index(0,
|
||||
m_thread_data_on_block_idx[I1],
|
||||
m_thread_data_on_block_idx[I2],
|
||||
0,
|
||||
n_thread_data_on_block_idx[I1],
|
||||
n_thread_data_on_block_idx[I2],
|
||||
m_thread_data_on_block_idx[I3]),
|
||||
ck::tensor_operation::element_wise::PassThrough{}};
|
||||
|
||||
// shuffle: blockwise copy C from LDS to global
|
||||
auto c_shuffle_block_copy_lds_to_global = ThreadGroupTensorSliceTransfer_v6r1<
|
||||
ThisThreadBlock, // ThreadGroup
|
||||
CElementwiseOperation, // ElementwiseOperation,
|
||||
CGlobalMemoryDataOperation, // DstInMemOp,
|
||||
Sequence<1,
|
||||
CShuffleMRepeatPerShuffle * MWave * MPerWmma,
|
||||
1,
|
||||
CShuffleNRepeatPerShuffle * NWave * NPerWmma>, // BlockSliceLengths,
|
||||
CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
|
||||
Sequence<0, 1, 2, 3>, // typename ThreadClusterArrangeOrder,
|
||||
FloatCShuffle, // typename SrcData,
|
||||
FloatC, // typename DstData,
|
||||
decltype(c_shuffle_block_desc_mshrepeat_mpershrepeat_nshrepeat_npershrepeat),
|
||||
decltype(c_grid_desc_mblock_mperblock_nblock_nperblock),
|
||||
Sequence<0, 1, 2, 3>, // typename DimAccessOrder,
|
||||
3, // index_t VectorDim,
|
||||
CShuffleBlockTransferScalarPerVector_NPerBlock, // index_t ScalarPerVector,
|
||||
true, // bool ThreadTransferSrcResetCoordinateAfterRun,
|
||||
false> // bool ThreadTransferDstResetCoordinateAfterRun>
|
||||
{c_shuffle_block_desc_mshrepeat_mpershrepeat_nshrepeat_npershrepeat,
|
||||
make_multi_index(0, 0, 0, 0),
|
||||
c_grid_desc_mblock_mperblock_nblock_nperblock,
|
||||
make_multi_index(block_work_idx[I0], 0, block_work_idx[I1], 0),
|
||||
c_element_op};
|
||||
|
||||
// space filling curve for local reg & global memory
|
||||
// space filling curve for threadwise C in VGPR
|
||||
constexpr auto sfc_c_vgpr =
|
||||
SpaceFillingCurve<Sequence<MRepeat, 1, 1, NRepeat, 1, 1, MAccVgprs>,
|
||||
Sequence<0, 1, 2, 3, 4, 5, 6>,
|
||||
Sequence<CShuffleMRepeatPerShuffle,
|
||||
1,
|
||||
1,
|
||||
CShuffleNRepeatPerShuffle,
|
||||
1,
|
||||
1,
|
||||
MAccVgprs>>{};
|
||||
|
||||
// space filling curve for shuffled blockwise C in global mem
|
||||
constexpr auto sfc_c_global =
|
||||
SpaceFillingCurve<Sequence<1, MPerBlock, 1, NPerBlock>,
|
||||
Sequence<0, 2, 1, 3>,
|
||||
Sequence<1,
|
||||
CShuffleMRepeatPerShuffle * MWave * MPerWmma,
|
||||
1,
|
||||
CShuffleNRepeatPerShuffle * NWave * NPerWmma>>{};
|
||||
|
||||
constexpr index_t num_access = sfc_c_vgpr.GetNumOfAccess();
|
||||
|
||||
static_assert(num_access == sfc_c_global.GetNumOfAccess(), "wrong!");
|
||||
|
||||
static_for<0, num_access, 1>{}([&](auto access_id) {
|
||||
// make sure it's safe to write to LDS
|
||||
block_sync_lds();
|
||||
|
||||
// each thread write its data from VGPR to LDS
|
||||
c_thread_copy_vgpr_to_lds.Run(c_thread_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs,
|
||||
sfc_c_vgpr.GetIndexTupleOfNumber(access_id),
|
||||
c_thread_buf,
|
||||
c_block_desc_mrepeat_mwave_msubgroup_nrepeat_nwave_nthreadpersubgroup_maccvgprs,
|
||||
c_shuffle_block_buf);
|
||||
|
||||
// make sure it's safe to read from LDS
|
||||
block_sync_lds();
|
||||
|
||||
// each block copy its data from LDS to global
|
||||
c_shuffle_block_copy_lds_to_global.Run(
|
||||
c_shuffle_block_desc_mshrepeat_mpershrepeat_nshrepeat_npershrepeat,
|
||||
c_shuffle_block_buf,
|
||||
c_grid_desc_mblock_mperblock_nblock_nperblock,
|
||||
c_grid_buf);
|
||||
|
||||
if constexpr(access_id < num_access - 1)
|
||||
{
|
||||
constexpr auto c_global_step = sfc_c_global.GetForwardStep(access_id);
|
||||
// move on C
|
||||
c_shuffle_block_copy_lds_to_global.MoveDstSliceWindow(
|
||||
c_grid_desc_mblock_mperblock_nblock_nperblock, c_global_step);
|
||||
}
|
||||
});
|
||||
}
|
||||
// clang-format on
|
||||
}
|
||||
};
|
||||
|
||||
} // namespace ck
|
||||
Reference in New Issue
Block a user