[CK_TILE] add preshuffleB mode for ABQuant GEMM (#3495)

* [CK_TILE] add preshuffleB mode for ABQuant GEMM

* fix precommit error

* use template method call for cvt_scale_to_fp32

* fix precommit error

* add test code

* fix precommit error

* switch abquant  gemmconfig to default

* Add changelog.md

* fix precommit error

* fix conflict
This commit is contained in:
kensclin
2026-01-07 04:35:01 +08:00
committed by GitHub
parent 960ef551bf
commit 2309c86054
10 changed files with 1161 additions and 27 deletions

View File

@@ -69,4 +69,64 @@ void abquant_quantgrouped_instance_factory(
BQuantGroupSize,
ck_tile::QuantType::ABQuantGrouped>(arg_parser);
};
lut[hash_multiple_strings({"fp8",
"abquant",
"preshuffleb",
"non-preshufflequant",
"1x1x128"})] = [](const ck_tile::ArgParser& arg_parser) {
using AQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
using BQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
using TypeConfig =
decltype(GemmQuantTypeConfig<ck_tile::fp8_t, ck_tile::fp8_t, ck_tile::half_t, float>{});
return run_gemm_example_prec_type<GemmConfigPreshuffleB_BQuant_Prefill<ck_tile::fp8_t>,
TypeConfig,
AQuantGroupSize,
BQuantGroupSize,
ck_tile::QuantType::ABQuantGrouped>(arg_parser);
};
lut[hash_multiple_strings({"fp8",
"abquant",
"preshuffleb",
"non-preshufflequant",
"1x128x128"})] = [](const ck_tile::ArgParser& arg_parser) {
using AQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
using BQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 128, 128>>;
using TypeConfig =
decltype(GemmQuantTypeConfig<ck_tile::fp8_t, ck_tile::fp8_t, ck_tile::half_t, float>{});
return run_gemm_example_prec_type<GemmConfigPreshuffleB_BQuant_Prefill<ck_tile::fp8_t>,
TypeConfig,
AQuantGroupSize,
BQuantGroupSize,
ck_tile::QuantType::ABQuantGrouped>(arg_parser);
};
lut[hash_multiple_strings({"bf8",
"abquant",
"preshuffleb",
"non-preshufflequant",
"1x1x128"})] = [](const ck_tile::ArgParser& arg_parser) {
using AQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
using BQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
using TypeConfig =
decltype(GemmQuantTypeConfig<ck_tile::bf8_t, ck_tile::bf8_t, ck_tile::half_t, float>{});
return run_gemm_example_prec_type<GemmConfigPreshuffleB_BQuant_Prefill<ck_tile::bf8_t>,
TypeConfig,
AQuantGroupSize,
BQuantGroupSize,
ck_tile::QuantType::ABQuantGrouped>(arg_parser);
};
lut[hash_multiple_strings({"bf8",
"abquant",
"preshuffleb",
"non-preshufflequant",
"1x128x128"})] = [](const ck_tile::ArgParser& arg_parser) {
using AQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
using BQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 128, 128>>;
using TypeConfig =
decltype(GemmQuantTypeConfig<ck_tile::bf8_t, ck_tile::bf8_t, ck_tile::half_t, float>{});
return run_gemm_example_prec_type<GemmConfigPreshuffleB_BQuant_Prefill<ck_tile::bf8_t>,
TypeConfig,
AQuantGroupSize,
BQuantGroupSize,
ck_tile::QuantType::ABQuantGrouped>(arg_parser);
};
}

View File

@@ -74,9 +74,10 @@ float gemm_calc_quant(const ck_tile::QuantGemmHostArgs& args, const ck_tile::str
std::conditional_t<
QuantMode == ck_tile::QuantType::AQuantGrouped && GemmConfig::PreshuffleQuant == true,
ck_tile::BaseGemmPipelineAgBgCrCompV3<GemmPipelineProblem>,
std::conditional_t<QuantMode == ck_tile::QuantType::AQuantGrouped,
ck_tile::BaseGemmPipelineAgBgCrMem<GemmPipelineProblem>,
ck_tile::BaseGemmPipelineAgBgCrCompV3<GemmPipelineProblem>>>>;
std::conditional_t<
QuantMode == ck_tile::QuantType::AQuantGrouped,
ck_tile::BaseGemmPipelineAgBgCrMem<GemmPipelineProblem>,
ck_tile::BaseWeightPreshufflePipelineAGmemBGmemCRegV2<GemmPipelineProblem>>>>;
const ck_tile::index_t K_split =
(args.K + GemmConfig::K_Tile - 1) / GemmConfig::K_Tile * GemmConfig::K_Tile;
@@ -145,26 +146,33 @@ float gemm_calc_quant(const ck_tile::QuantGemmHostArgs& args, const ck_tile::str
GemmConfig::Scheduler,
has_hot_loop_v,
tail_number_v>>>>;
using AQuantPipeline =
std::conditional_t<GemmConfig::PreshuffleQuant,
ck_tile::AQuantGemmPipelineAgBgCrCompV3<PipelineProblem>,
ck_tile::AQuantGemmPipelineAgBgCrMem<PipelineProblem>>;
using BQuantPipeline = std::conditional_t<
GemmConfig::PreshuffleB,
ck_tile::WPQuantBPipelineAgBgCrV2<PipelineProblem>,
std::conditional_t<
std::is_same_v<typename TypeConfig::BDataType, ck_tile::pk_fp4_raw_t>,
ck_tile::MxFp4GemmPipelineAgBgCrCompV3<PipelineProblem>,
ck_tile::BQuantGemmPipelineAgBgCrCompV3<PipelineProblem>>>;
using ABQuantPipeline =
std::conditional_t<GemmConfig::DoubleSmemBuffer && GemmConfig::PreshuffleB,
ck_tile::WPABQuantBPipelineAgBgCrV2<PipelineProblem>,
ck_tile::ABQuantGemmPipelineAgBgCrCompV3<PipelineProblem>>;
using GemmPipeline = std::conditional_t<
QuantMode == ck_tile::QuantType::RowColQuant ||
QuantMode == ck_tile::QuantType::TensorQuant,
ck_tile::GemmPipelineAgBgCrCompV3<PipelineProblem>,
std::conditional_t<
QuantMode == ck_tile::QuantType::AQuantGrouped,
std::conditional_t<GemmConfig::PreshuffleQuant == true,
ck_tile::AQuantGemmPipelineAgBgCrCompV3<PipelineProblem>,
ck_tile::AQuantGemmPipelineAgBgCrMem<PipelineProblem>>,
std::conditional_t<
QuantMode == ck_tile::QuantType::ABQuantGrouped,
ck_tile::ABQuantGemmPipelineAgBgCrCompV3<PipelineProblem>,
std::conditional_t<
GemmConfig::PreshuffleB == true,
ck_tile::WPQuantBPipelineAgBgCrV2<PipelineProblem>,
std::conditional_t<
std::is_same_v<typename TypeConfig::BDataType, ck_tile::pk_fp4_raw_t>,
ck_tile::MxFp4GemmPipelineAgBgCrCompV3<PipelineProblem>,
ck_tile::BQuantGemmPipelineAgBgCrCompV3<PipelineProblem>>>>>>;
std::conditional_t<QuantMode == ck_tile::QuantType::AQuantGrouped,
AQuantPipeline,
std::conditional_t<QuantMode == ck_tile::QuantType::ABQuantGrouped,
ABQuantPipeline,
BQuantPipeline>>>;
constexpr bool TiledPermuteN =
(BQuantGroupSize::kN > 1) ? false : GemmConfig::TiledMMAPermuteN;
@@ -908,8 +916,7 @@ int run_gemm_example_prec_type(const ck_tile::ArgParser& arg_parser)
using Row = ck_tile::tensor_layout::gemm::RowMajor;
using Col = ck_tile::tensor_layout::gemm::ColumnMajor;
if((QuantMode == ck_tile::QuantType::ABQuantGrouped ||
QuantMode == ck_tile::QuantType::AQuantGrouped ||
if((QuantMode == ck_tile::QuantType::AQuantGrouped ||
QuantMode == ck_tile::QuantType::RowColQuant ||
std::is_same_v<typename TypeConfig::BDataType, ck_tile::pk_fp4_raw_t>) &&
GemmConfig::PreshuffleB)
@@ -938,7 +945,7 @@ int run_gemm_example_prec_type(const ck_tile::ArgParser& arg_parser)
if constexpr((QuantMode == ck_tile::QuantType::AQuantGrouped ||
QuantMode == ck_tile::QuantType::ABQuantGrouped) &&
!GemmConfig::PreshuffleQuant)
!GemmConfig::PreshuffleQuant && !GemmConfig::PreshuffleB)
{
if(a_layout == "R" && b_layout == "R")
{