// Copyright (c) Advanced Micro Devices, Inc., or its affiliates. // SPDX-License-Identifier: MIT #pragma once #include #include "ck_tile/core.hpp" #include "ck_tile/host/kernel_launch.hpp" #include "ck_tile/ops/epilogue.hpp" #include "ck_tile/ops/flatmm.hpp" #include "ck_tile/ops/gemm.hpp" // GEMM config with 32x132 warp tile template struct FlatmmConfig32 { static constexpr ck_tile::index_t M_Tile = 128; static constexpr ck_tile::index_t N_Tile = 128; static constexpr ck_tile::index_t K_Tile = 128 / sizeof(DataType); static constexpr ck_tile::index_t M_Warp = 1; static constexpr ck_tile::index_t N_Warp = 4; static constexpr ck_tile::index_t K_Warp = 1; static constexpr ck_tile::index_t M_Warp_Tile = 32; static constexpr ck_tile::index_t N_Warp_Tile = 32; static constexpr ck_tile::index_t K_Warp_Tile = sizeof(DataType) == 2 ? 16 : 32; static constexpr bool kPadM = false; static constexpr bool kPadN = false; static constexpr bool kPadK = false; static constexpr bool TransposeC = false; static constexpr bool UseStructuredSparsity = false; static constexpr int kBlockPerCu = 1; static constexpr int TileParitionerGroupNum = 8; static constexpr int TileParitionerM01 = 4; static constexpr auto Scheduler = ck_tile::GemmPipelineScheduler::Default; static constexpr ck_tile::index_t NumWaveGroups = 1; static constexpr bool DoubleSmemBuffer = false; static constexpr bool TiledMMAPermuteN = false; // disable PermuteN when NWarpTile != 16 }; template struct FlatmmConfig32_950 : public FlatmmConfig32 { static constexpr ck_tile::index_t K_Warp_Tile = sizeof(DataType) == 2 ? 16 : 64; }; // GEMM config with 16x16 warp tile template struct FlatmmConfig16 { static constexpr ck_tile::index_t M_Tile = 128; static constexpr ck_tile::index_t N_Tile = 128; static constexpr ck_tile::index_t K_Tile = 128 / sizeof(DataType); static constexpr ck_tile::index_t M_Warp = 1; static constexpr ck_tile::index_t N_Warp = 4; static constexpr ck_tile::index_t K_Warp = 1; static constexpr ck_tile::index_t M_Warp_Tile = 16; static constexpr ck_tile::index_t N_Warp_Tile = 16; static constexpr ck_tile::index_t K_Warp_Tile = sizeof(DataType) == 2 ? 32 : 64; static constexpr bool kPadM = false; static constexpr bool kPadN = false; static constexpr bool kPadK = false; static constexpr bool TransposeC = false; static constexpr bool UseStructuredSparsity = false; static constexpr int kBlockPerCu = 1; static constexpr int TileParitionerGroupNum = 8; static constexpr int TileParitionerM01 = 4; static constexpr auto Scheduler = ck_tile::GemmPipelineScheduler::Default; static constexpr ck_tile::index_t NumWaveGroups = 1; static constexpr bool DoubleSmemBuffer = false; static constexpr int N_Repeat = N_Tile / N_Warp_Tile / N_Warp; static constexpr bool TiledMMAPermuteN = N_Repeat % 4 == 0; }; template struct FlatmmConfig16_950 : public FlatmmConfig16 { static constexpr ck_tile::index_t N_Tile = 256; static constexpr ck_tile::index_t K_Tile = 256 / sizeof(DataType); static constexpr ck_tile::index_t K_Warp_Tile = sizeof(DataType) == 2 ? 32 : 128; static constexpr int kBlockPerCu = 1; static constexpr int N_Repeat = N_Tile / FlatmmConfig16::N_Warp_Tile / FlatmmConfig16::N_Warp; static constexpr bool TiledMMAPermuteN = N_Repeat % 4 == 0; }; template struct GemmBasicTypeConfig; template <> struct GemmBasicTypeConfig { using ADataType = ck_tile::half_t; using BDataType = ck_tile::half_t; using AccDataType = float; using CDataType = ck_tile::half_t; // ToDo: Add more bias config to support different categories of GEMM. }; template <> struct GemmBasicTypeConfig { using ADataType = ck_tile::bf16_t; using BDataType = ck_tile::bf16_t; using AccDataType = float; using CDataType = ck_tile::bf16_t; }; template <> struct GemmBasicTypeConfig { using ADataType = ck_tile::fp8_t; using BDataType = ck_tile::fp8_t; using AccDataType = float; using CDataType = ck_tile::half_t; // ToDo: Add more bias config to support different categories of GEMM. }; template <> struct GemmBasicTypeConfig { using ADataType = ck_tile::bf8_t; using BDataType = ck_tile::bf8_t; using AccDataType = float; using CDataType = ck_tile::half_t; }; template struct is_8bit_type : std::bool_constant || std::is_same_v> { }; template float flatmm_calc(const ck_tile::ScaleFlatmmHostArgs& args, const ck_tile::stream_config& s);