mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-04 21:51:28 +00:00
support flatmm scaling
This commit is contained in:
Feng Shijie
@@ -23,9 +23,12 @@ template <typename FlatmmConfig,
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typename BLayout,
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typename DsLayout,
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typename ELayout,
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typename ScaleM,
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typename ScaleN,
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bool persistent,
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typename CDEElementWise>
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float flatmm_calc(const ck_tile::FlatmmHostArgs<>& args, const ck_tile::stream_config& s)
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float flatmm_calc(const ck_tile::ScaleFlatmmHostArgs<ScaleM, ScaleN>& args,
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const ck_tile::stream_config& s)
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{
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using CodegenFlatmmShape = ck_tile::TileGemmShape<
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ck_tile::sequence<FlatmmConfig::M_Tile, FlatmmConfig::N_Tile, FlatmmConfig::K_Tile>,
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@@ -81,13 +84,13 @@ float flatmm_calc(const ck_tile::FlatmmHostArgs<>& args, const ck_tile::stream_c
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constexpr auto memory_operation = memory_operation_.value;
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using CodegenPipelineProblem = ck_tile::FlatmmPipelineProblem<ADataType,
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BDataType,
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AccDataType,
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CodegenFlatmmShape,
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CodegenGemmTraits,
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scheduler,
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has_hot_loop_v,
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tail_number_v>;
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BDataType,
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AccDataType,
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CodegenFlatmmShape,
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CodegenGemmTraits,
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scheduler,
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has_hot_loop_v,
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tail_number_v>;
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using CodegenFlatmmPipeline =
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ck_tile::FlatmmPipelineAGmemBGmemCRegV1<CodegenPipelineProblem>;
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@@ -217,6 +220,7 @@ int run_flatmm_example(int argc, char* argv[])
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std::string data_type = arg_parser.get_str("prec");
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std::string a_layout = arg_parser.get_str("a_layout");
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std::string b_layout = arg_parser.get_str("b_layout");
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int scale_opt = arg_parser.get_int("scale");
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if(a_layout == "R" && b_layout == "C")
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{
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if(data_type == "fp16")
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@@ -231,13 +235,29 @@ int run_flatmm_example(int argc, char* argv[])
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}
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else if(data_type == "fp8")
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{
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run_flatmm_example_with_layouts<ck_tile::fp8_t, FlatmmConfig<ck_tile::fp8_t>>(
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argc, argv, Row{}, Col{}, Row{});
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if(scale_opt == 0)
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{
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run_flatmm_example_with_layouts<ck_tile::fp8_t, FlatmmConfig<ck_tile::fp8_t>>(
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argc, argv, Row{}, Col{}, Row{});
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}
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else
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{
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run_flatmm_example_with_layouts<ck_tile::fp8_t, FlatmmConfig<ck_tile::fp8_t>, 1, 1>(
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argc, argv, Row{}, Col{}, Row{});
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}
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}
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else if(data_type == "bf8")
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{
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run_flatmm_example_with_layouts<ck_tile::bf8_t, FlatmmConfig<ck_tile::bf8_t>>(
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argc, argv, Row{}, Col{}, Row{});
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if(scale_opt == 0)
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{
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run_flatmm_example_with_layouts<ck_tile::bf8_t, FlatmmConfig<ck_tile::bf8_t>>(
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argc, argv, Row{}, Col{}, Row{});
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}
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else
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{
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run_flatmm_example_with_layouts<ck_tile::bf8_t, FlatmmConfig<ck_tile::bf8_t>, 1, 1>(
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argc, argv, Row{}, Col{}, Row{});
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}
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}
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else
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{
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@@ -83,10 +83,10 @@ struct FlatmmConfig16
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template <typename DataType>
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struct FlatmmConfig16_950 : public FlatmmConfig16<DataType>
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{
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 256 / sizeof(DataType);
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 256 / sizeof(DataType);
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static constexpr ck_tile::index_t K_Warp_Tile = sizeof(DataType) == 2 ? 32 : 128;
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static constexpr int kBlockPerCu = 1;
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static constexpr int kBlockPerCu = 1;
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};
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template <typename ADataType>
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@@ -167,120 +167,6 @@ struct is_8bit_type
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{
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};
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template <typename DataType>
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struct GemmConfig
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{
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#if defined(USING_MFMA_16x16x128_F8) //MI350 FP8 16X16
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 256;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 4;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 16;
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static constexpr ck_tile::index_t N_Warp_Tile = 16;
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static constexpr ck_tile::index_t K_Warp_Tile = 128;
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#elif defined(USING_MFMA_32x32x64_F8) //MI350 FP8 32X32 (need tune)
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 128;
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static constexpr ck_tile::index_t K_Tile = 128;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 4;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = 64;
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#elif defined(USING_MFMA_16x16x32_F16) //MI350 FP16 16X16 (need tune)
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 128;
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static constexpr ck_tile::index_t K_Tile = 128;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 4;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 16;
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static constexpr ck_tile::index_t N_Warp_Tile = 16;
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static constexpr ck_tile::index_t K_Warp_Tile = 32;
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#elif defined(USING_MFMA_32x32x16_F16) //MI350 FP16 32X32 (need tune)
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 128;
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static constexpr ck_tile::index_t K_Tile = 128;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 4;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = 16;
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#elif defined(USING_MFMA_16x16x32_F8) //MI300 FP8 16X16
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static constexpr ck_tile::index_t M_Tile = 16;
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static constexpr ck_tile::index_t N_Tile = 64;
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static constexpr ck_tile::index_t K_Tile = 256;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 4;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 16;
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static constexpr ck_tile::index_t N_Warp_Tile = 16;
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static constexpr ck_tile::index_t K_Warp_Tile = 64;
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#elif defined(USING_MFMA_32x32x16_F8) //MI300 FP8 32X32 (need tune)
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 128;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 8;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = 32;
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#elif defined(USING_MFMA_16x16x16_F16) //MI300 FP16 16X16 (need tune)
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 128;
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static constexpr ck_tile::index_t K_Tile = 128;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 4;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 16;
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static constexpr ck_tile::index_t N_Warp_Tile = 16;
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static constexpr ck_tile::index_t K_Warp_Tile = 32;
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#elif defined(USING_MFMA_32x32x8_F16) //MI300 FP16 32X32 (need tune)
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 128;
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static constexpr ck_tile::index_t K_Tile = 128;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 4;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = 16;
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#else
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 256;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 4;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 16;
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static constexpr ck_tile::index_t N_Warp_Tile = 16;
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static constexpr ck_tile::index_t K_Warp_Tile = 128;
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#endif
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};
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auto create_args(int argc, char* argv[])
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{
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ck_tile::ArgParser arg_parser;
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@@ -301,6 +187,7 @@ auto create_args(int argc, char* argv[])
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.insert("timer", "gpu", "gpu:gpu timer, cpu:cpu timer")
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.insert("split_k", "1", "splitK value")
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.insert("init", "0", "0:random, 1:linear, 2:constant(1)")
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.insert("scale", "0", "0:without scale, 1:per-token/channel scale, only for fp8/bf8")
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.insert("warp_tile",
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"0",
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"0: 16x16, 1: 32x32, 2: 16x16x128 (950 only), 3: 32x32x64 (950 only)");
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@@ -18,7 +18,7 @@ constexpr const char* DataTypeToString()
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{
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return "bf8";
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}
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else if constexpr(std::is_same_v<T, ck_tile::bf16_t>)
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else if constexpr(std::is_same_v<T, ck_tile::bf16_t>)
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{
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return "bf16";
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}
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@@ -83,9 +83,12 @@ template <typename FlatmmConfig,
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typename BLayout,
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typename DsLayout,
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typename ELayout,
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typename ScaleM,
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typename ScaleN,
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bool persistent,
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typename CDEElementWise>
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float flatmm_calc(const ck_tile::FlatmmHostArgs<>& args, const ck_tile::stream_config& s);
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float flatmm_calc(const ck_tile::ScaleFlatmmHostArgs<ScaleM, ScaleN>& args,
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const ck_tile::stream_config& s);
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template <typename FlatmmConfig,
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typename ADataType,
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@@ -97,6 +100,8 @@ template <typename FlatmmConfig,
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typename BLayout,
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typename DsLayout,
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typename CLayout,
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typename ScaleM,
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typename ScaleN,
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typename CDEElementWise = ck_tile::element_wise::PassThrough>
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float invoke_flatmm(ck_tile::DeviceMem& a_dev_buf,
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ck_tile::DeviceMem& b_shuffle_dev_buf,
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@@ -108,21 +113,25 @@ float invoke_flatmm(ck_tile::DeviceMem& a_dev_buf,
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ck_tile::index_t stride_B,
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ck_tile::index_t stride_C,
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ck_tile::index_t kbatch,
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ScaleM scale_m,
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ScaleN scale_n,
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int n_warmup,
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int n_repeat)
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{
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ck_tile::FlatmmHostArgs<> args = {a_dev_buf.GetDeviceBuffer(),
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b_shuffle_dev_buf.GetDeviceBuffer(),
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{},
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c_dev_buf.GetDeviceBuffer(),
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kbatch,
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M,
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N,
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K,
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stride_A,
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stride_B,
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{},
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stride_C};
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ck_tile::ScaleFlatmmHostArgs<ScaleM, ScaleN> args = {a_dev_buf.GetDeviceBuffer(),
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b_shuffle_dev_buf.GetDeviceBuffer(),
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{},
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c_dev_buf.GetDeviceBuffer(),
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kbatch,
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M,
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N,
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K,
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stride_A,
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stride_B,
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{},
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stride_C,
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scale_m,
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scale_n};
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float ave_time = flatmm_calc<FlatmmConfig,
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ADataType,
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@@ -134,6 +143,8 @@ float invoke_flatmm(ck_tile::DeviceMem& a_dev_buf,
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BLayout,
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DsLayout,
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CLayout,
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ScaleM,
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ScaleN,
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false,
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CDEElementWise>(
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args, ck_tile::stream_config{nullptr, true, 1, n_warmup, n_repeat, true, true, 50});
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@@ -154,6 +165,8 @@ float invoke_flatmm(ck_tile::DeviceMem& a_dev_buf,
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template <typename PrecType,
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typename FlatmmConfig,
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int ScaleGranularityM = -1,
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int ScaleGranularityN = -1,
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typename ALayout,
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typename BLayout,
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typename CLayout>
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@@ -197,21 +210,30 @@ int run_flatmm_example_with_layouts(int argc,
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ck_tile::HostTensor<CDataType> c_rslt_host(
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ck_tile::host_tensor_descriptor(M, N, stride_C, is_row_major(CLayout{})));
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ck_tile::HostTensor<AccDataType> per_token_scale(ck_tile::HostTensorDescriptor({M}, {1}));
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ck_tile::HostTensor<AccDataType> per_channel_scale(ck_tile::HostTensorDescriptor({N}, {1}));
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// TODO: add different init types
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if(init_method == 0)
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{
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ck_tile::FillUniformDistribution<ADataType>{-.5f, .5f}(a_host);
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ck_tile::FillUniformDistribution<BDataType>{-.5f, .5f}(b_origin_host);
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ck_tile::FillUniformDistribution<AccDataType>{-1.f, 1.f}(per_token_scale);
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ck_tile::FillUniformDistribution<AccDataType>{-1.f, 1.f}(per_channel_scale);
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}
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else if(init_method == 1)
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{
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ck_tile::FillMonotonicSeq<ADataType>{}(a_host);
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ck_tile::FillMonotonicSeq<BDataType>{}(b_origin_host);
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ck_tile::FillUniformDistribution<AccDataType>{1.f, 1.f}(per_token_scale);
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ck_tile::FillUniformDistribution<AccDataType>{1.f, 1.f}(per_channel_scale);
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}
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else if(init_method == 2)
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{
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ck_tile::FillUniformDistribution<ADataType>{1.f, 1.f}(a_host);
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ck_tile::FillUniformDistribution<BDataType>{1.f, 1.f}(b_origin_host);
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ck_tile::FillUniformDistribution<AccDataType>{1.f, 1.f}(per_token_scale);
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ck_tile::FillUniformDistribution<AccDataType>{1.f, 1.f}(per_channel_scale);
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}
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else
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{
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@@ -222,14 +244,25 @@ int run_flatmm_example_with_layouts(int argc,
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ck_tile::DeviceMem a_dev_buf(a_host.get_element_space_size_in_bytes());
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ck_tile::DeviceMem c_dev_buf(c_rslt_host.get_element_space_size_in_bytes());
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ck_tile::DeviceMem per_token_scale_dev_buf(per_token_scale.get_element_space_size_in_bytes());
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ck_tile::DeviceMem per_channel_scale_dev_buf(
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per_channel_scale.get_element_space_size_in_bytes());
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a_dev_buf.ToDevice(a_host.data());
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c_rslt_host.SetZero();
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per_token_scale_dev_buf.ToDevice(per_token_scale.data());
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per_channel_scale_dev_buf.ToDevice(per_channel_scale.data());
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// do pre-shuffle
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ck_tile::HostTensor<BDataType> b_shuffle_host = shuffle_b<FlatmmConfig>(b_origin_host);
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ck_tile::DeviceMem b_shuffle_dev_buf(b_shuffle_host.get_element_space_size_in_bytes());
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b_shuffle_dev_buf.ToDevice(b_shuffle_host.data());
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auto per_token_scale_dev_ptr = ck_tile::FlatmmScalePointer<ScaleGranularityM>{
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static_cast<float*>(per_token_scale_dev_buf.GetDeviceBuffer())};
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auto per_channel_scale_dev_ptr = ck_tile::FlatmmScalePointer<ScaleGranularityN>{
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static_cast<float*>(per_channel_scale_dev_buf.GetDeviceBuffer())};
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invoke_flatmm<FlatmmConfig,
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ADataType,
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BDataType,
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@@ -239,18 +272,22 @@ int run_flatmm_example_with_layouts(int argc,
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ALayout,
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BLayout,
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ck_tile::tuple<>,
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CLayout>(a_dev_buf,
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b_shuffle_dev_buf,
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c_dev_buf,
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M,
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N,
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K,
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stride_A,
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stride_B,
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stride_C,
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kbatch,
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n_warmup,
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n_repeat);
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CLayout,
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decltype(per_token_scale_dev_ptr),
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decltype(per_channel_scale_dev_ptr)>(a_dev_buf,
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b_shuffle_dev_buf,
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c_dev_buf,
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M,
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N,
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K,
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stride_A,
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stride_B,
|
||||
stride_C,
|
||||
kbatch,
|
||||
per_token_scale_dev_ptr,
|
||||
per_channel_scale_dev_ptr,
|
||||
n_warmup,
|
||||
n_repeat);
|
||||
|
||||
c_dev_buf.FromDevice(c_rslt_host.data());
|
||||
bool pass = true;
|
||||
@@ -263,6 +300,8 @@ int run_flatmm_example_with_layouts(int argc,
|
||||
|
||||
if(arg_parser.get_int("v") == 1)
|
||||
{
|
||||
assert(ScaleGranularityM == -1 && ScaleGranularityN == -1 &&
|
||||
"ScaleAB is not supported for CPU verification!");
|
||||
ck_tile::HostTensor<CDataType> c_ref_host(
|
||||
ck_tile::host_tensor_descriptor(M, N, stride_C, is_row_major(CLayout{})));
|
||||
c_ref_host.SetZero();
|
||||
@@ -310,13 +349,41 @@ int run_flatmm_example_with_layouts(int argc,
|
||||
N * K * sizeof(BDataType),
|
||||
hipMemcpyHostToDevice));
|
||||
|
||||
ck_tile::reference_gemm_gpu<ADataType,
|
||||
BDataType,
|
||||
AccDataType,
|
||||
CDataType,
|
||||
ALayout,
|
||||
BLayout,
|
||||
CLayout>(d_A, d_B, d_C, M, N, K, stride_A, stride_B, stride_C);
|
||||
if constexpr(ScaleGranularityM == -1 && ScaleGranularityN == -1)
|
||||
{
|
||||
ck_tile::reference_gemm_gpu<ADataType,
|
||||
BDataType,
|
||||
AccDataType,
|
||||
CDataType,
|
||||
ALayout,
|
||||
BLayout,
|
||||
CLayout>(
|
||||
d_A, d_B, d_C, M, N, K, stride_A, stride_B, stride_C);
|
||||
}
|
||||
else
|
||||
{
|
||||
ck_tile::reference_blockwise_gemm_gpu<ADataType,
|
||||
BDataType,
|
||||
AccDataType,
|
||||
CDataType,
|
||||
ALayout,
|
||||
BLayout,
|
||||
CLayout>(
|
||||
d_A,
|
||||
d_B,
|
||||
d_C,
|
||||
M,
|
||||
N,
|
||||
K,
|
||||
stride_A,
|
||||
stride_B,
|
||||
stride_C,
|
||||
ScaleGranularityM,
|
||||
ScaleGranularityN,
|
||||
K,
|
||||
static_cast<float*>(per_token_scale_dev_buf.GetDeviceBuffer()),
|
||||
static_cast<float*>(per_channel_scale_dev_buf.GetDeviceBuffer()));
|
||||
}
|
||||
|
||||
ck_tile::hip_check_error(hipMemcpy(c_gpu_ref_dev_buf.GetDeviceBuffer(),
|
||||
d_C,
|
||||
|
||||
Reference in New Issue
Block a user