// SPDX-License-Identifier: MIT // Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved. #include #include #include #include #include #include #include "ck_tile/ops/epilogue.hpp" #include "ck_tile/ops/gemm.hpp" #include "ck_tile/host.hpp" #include "gemm_basic.hpp" #define CK_TILE_PIPELINE_COMPUTE 1 #define CK_TILE_PIPELINE_MEMORY 2 #ifndef CK_TILE_PIPELINE_DEFAULT #define CK_TILE_PIPELINE_DEFAULT CK_TILE_PIPELINE_COMPUTE #endif template float gemm_calc(const gemm_basic_args& args, const ck_tile::stream_config& s) { #if(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_MEMORY) // Memory friendly for Interwave scheduler constexpr ck_tile::index_t M_Tile = 128; constexpr ck_tile::index_t N_Tile = 32; constexpr ck_tile::index_t K_Tile = 64; constexpr ck_tile::index_t M_Warp = 4; constexpr ck_tile::index_t N_Warp = 1; constexpr ck_tile::index_t K_Warp = 1; constexpr ck_tile::index_t M_Warp_Tile = 32; constexpr ck_tile::index_t N_Warp_Tile = 32; constexpr ck_tile::index_t K_Warp_Tile = 8; #elif(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE) // Compute friendly for Intrawave scheduler constexpr ck_tile::index_t M_Tile = 256; constexpr ck_tile::index_t N_Tile = 256; constexpr ck_tile::index_t K_Tile = 32; constexpr ck_tile::index_t M_Warp = 2; constexpr ck_tile::index_t N_Warp = 2; constexpr ck_tile::index_t K_Warp = 1; constexpr ck_tile::index_t M_Warp_Tile = 32; constexpr ck_tile::index_t N_Warp_Tile = 32; constexpr ck_tile::index_t K_Warp_Tile = 16; #endif constexpr bool kPadM = false; constexpr bool kPadN = false; constexpr bool kPadK = false; constexpr int kBlockPerCu = 1; // =============================================== using GemmShape = ck_tile::TileGemmShape, ck_tile::sequence, ck_tile::sequence>; using TilePartitioner = ck_tile::GemmTilePartitioner; using GemmEpilogue = ck_tile::Default2DEpilogue< ck_tile::Default2DEpilogueProblem>; using Traits = ck_tile::TileGemmTraits; #if(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_MEMORY) using BaseGemmPipeline = ck_tile::BaseGemmPipelineAgBgCrMem< #elif(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE) using BaseGemmPipeline = ck_tile::BaseGemmPipelineAgBgCrCompV3< #endif ck_tile::GemmPipelineProblem>; const ck_tile::index_t num_loop = TilePartitioner::GetLoopNum(args.K); const bool has_hot_loop = BaseGemmPipeline::BlockHasHotloop(num_loop); const ck_tile::TailNumber tail_num = BaseGemmPipeline::GetBlockLoopTailNum(num_loop); float ave_time{0}; const auto Run = [&](const auto has_hot_loop_, const auto tail_number_) { constexpr bool has_hot_loop_v = has_hot_loop_.value; constexpr auto tail_number_v = tail_number_.value; #if(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_MEMORY) using GemmPipeline = ck_tile::GemmPipelineAgBgCrMem< #elif(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE) using GemmPipeline = ck_tile::GemmPipelineAgBgCrCompV3< #endif ck_tile::UniversalGemmPipelineProblem>; using Kernel = ck_tile::GemmKernel; auto kargs = Kernel::MakeKargs(args.p_a, args.p_b, args.p_c, args.M, args.N, args.K, args.stride_A, args.stride_B, args.stride_C); const dim3 grids = Kernel::GridSize(args.M, args.N, args.kbatch); constexpr dim3 blocks = Kernel::BlockSize(); if(!Kernel::IsSupportedArgument(kargs)) { throw std::runtime_error("Wrong! Arguments not supported! Skipping gemm!\n"); } if(s.log_level_ > 0) { std::cout << "Launching kernel with args:" << " grid: {" << grids.x << ", " << grids.y << ", " << grids.z << "}" << ", blocks: {" << blocks.x << ", " << blocks.y << ", " << blocks.z << "}" << std::endl; } ave_time = ck_tile::launch_kernel( s, ck_tile::make_kernel(Kernel{}, grids, blocks, 0, kargs)); return ave_time; }; if(has_hot_loop) { // Tail pipeline One to Seven if(tail_num == ck_tile::TailNumber::One) { Run(ck_tile::bool_constant{}, ck_tile::integral_constant{}); } else if(tail_num == ck_tile::TailNumber::Full) { Run(ck_tile::bool_constant{}, ck_tile::integral_constant{}); } if constexpr(BaseGemmPipeline::PrefetchStages > 2) { if(tail_num == ck_tile::TailNumber::Two) { Run(ck_tile::bool_constant{}, ck_tile::integral_constant{}); } } if constexpr(BaseGemmPipeline::PrefetchStages > 3) { if(tail_num == ck_tile::TailNumber::Three) { Run(ck_tile::bool_constant{}, ck_tile::integral_constant{}); } } if constexpr(BaseGemmPipeline::PrefetchStages > 4) { if(tail_num == ck_tile::TailNumber::Four) { Run(ck_tile::bool_constant{}, ck_tile::integral_constant{}); } } if constexpr(BaseGemmPipeline::PrefetchStages > 5) { if(tail_num == ck_tile::TailNumber::Five) { Run(ck_tile::bool_constant{}, ck_tile::integral_constant{}); } } if constexpr(BaseGemmPipeline::PrefetchStages > 6) { if(tail_num == ck_tile::TailNumber::Six) { Run(ck_tile::bool_constant{}, ck_tile::integral_constant{}); } } if constexpr(BaseGemmPipeline::PrefetchStages > 7) { if(tail_num == ck_tile::TailNumber::Seven) { Run(ck_tile::bool_constant{}, ck_tile::integral_constant{}); } } } else { // Tail number always Full - #PrefetchStages if(tail_num == ck_tile::TailNumber::Full) { Run(ck_tile::bool_constant{}, ck_tile::integral_constant{}); } else { std::ostringstream err; err << "When there's no hot loop, this tail number \"" << tail_num << "\" is not supported! PrefetchStages: " << BaseGemmPipeline::PrefetchStages << "\n File: " << __FILE__ << ":" << __LINE__ << ", in function: " << __func__; throw std::runtime_error(err.str()); } } return ave_time; } #include "run_gemm_example.inc" int main(int argc, char* argv[]) { return !run_gemm_example(argc, argv); }