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Optimizing fp8_fp16 mixedprec gemm (#1150)

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* add delayed cvt

* extend fp16 gemm_splitk instances for fp8_fp16 gemm

* add f8 example

* add 128 kperblk instances for fp8

* add kpb128 instance

* added more instances into kpb128

* clean code

* clean code

* fix

* fix

* fixed

* Update example/35_splitK_gemm/splitK_gemm_xdl_fp16_fp8.cpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update include/ck/tensor_operation/gpu/thread/threadwise_tensor_slice_transfer.hpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

* Update library/src/tensor_operation_instance/gpu/gemm_splitk/device_gemm_xdl_splitk_f16_fp8_f16_mk_nk_mn_kpb128_instance.cpp

Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>

---------

Co-authored-by: Jing Zhang <jizha@amd.com>
Co-authored-by: Bartłomiej Kocot <barkocot@amd.com>
This commit is contained in:
zjing14
2024-02-12 11:45:42 -06:00
committed by GitHub
parent 94fbaac002
commit 602c4cc0d9
10 changed files with 370 additions and 131 deletions
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79
library/src/tensor_operation_instance/gpu/gemm_splitk/CMakeLists.txt
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@@ -1,42 +1,45 @@
set(GEMM_SPLITK_INSTANCES)
list(APPEND GEMM_SPLITK_INSTANCES device_gemm_xdl_splitk_f32_f32_f32_mk_kn_mn_instance.cpp
device_gemm_xdl_splitk_f32_f32_f32_mk_nk_mn_instance.cpp
device_gemm_xdl_splitk_f32_f32_f32_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_f32_f32_f32_km_nk_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v1_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v1_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v1_interwave_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v2_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v2_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v1_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v1_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v1_interwave_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v2_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v2_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_km_nk_mn_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_mk_kn_mn_v1_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_mk_kn_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_mk_kn_mn_v2_instance.cpp
device_gemm_xdl_splitk_lds_direct_load_f16_f16_f16_mk_nk_mn_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_mk_nk_mn_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_km_nk_mn_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_kn_mn_v1_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_kn_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_kn_mn_v2_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_kn_mn_irregular_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_nk_mn_v1_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_nk_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_nk_mn_v2_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_km_nk_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_comp_fp8_mk_kn_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_comp_fp8_mk_nk_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_comp_fp8_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_comp_fp8_km_nk_mn_instance.cpp)
list(APPEND GEMM_SPLITK_INSTANCES
device_gemm_xdl_splitk_f32_f32_f32_mk_kn_mn_instance.cpp
device_gemm_xdl_splitk_f32_f32_f32_mk_nk_mn_instance.cpp
device_gemm_xdl_splitk_f32_f32_f32_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_f32_f32_f32_km_nk_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v1_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v1_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v1_interwave_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v2_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_kn_mn_v2_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v1_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v1_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v1_interwave_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v2_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_mk_nk_mn_v2_irregular_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_km_nk_mn_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_mk_kn_mn_v1_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_mk_kn_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_mk_kn_mn_v2_instance.cpp
device_gemm_xdl_splitk_lds_direct_load_f16_f16_f16_mk_nk_mn_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_mk_nk_mn_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_fp8_f16_f16_km_nk_mn_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_kn_mn_v1_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_kn_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_kn_mn_v2_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_kn_mn_irregular_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_nk_mn_kpb128_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_nk_mn_v1_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_nk_mn_v1_interwave_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_mk_nk_mn_v2_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_f16_fp8_f16_km_nk_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_comp_fp8_mk_kn_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_comp_fp8_mk_nk_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_comp_fp8_km_kn_mn_instance.cpp
device_gemm_xdl_splitk_f16_f16_f16_comp_fp8_km_nk_mn_instance.cpp
)
add_instance_library(device_gemm_splitk_instance ${GEMM_SPLITK_INSTANCES})

147
library/src/tensor_operation_instance/gpu/gemm_splitk/device_gemm_xdl_splitk_f16_fp8_f16_mk_nk_mn_kpb128_instance.cpp Normal file
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@@ -0,0 +1,147 @@
// SPDX-License-Identifier: MIT
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_gemm_xdl_splitk_c_shuffle.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace ck {
namespace tensor_operation {
namespace device {
namespace instance {
using F8 = ck::f8_t;
using F16 = ck::half_t;
using F32 = float;
using Row = ck::tensor_layout::gemm::RowMajor;
using Col = ck::tensor_layout::gemm::ColumnMajor;
template <ck::index_t... Is>
using S = ck::Sequence<Is...>;
using PassThrough = ck::tensor_operation::element_wise::PassThrough;
static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecialization::Default;
static constexpr auto GemmMNPadding = ck::tensor_operation::device::GemmSpecialization::MNPadding;
static constexpr auto GemmKPadding = ck::tensor_operation::device::GemmSpecialization::KPadding;
static constexpr auto GemmMNKPadding = ck::tensor_operation::device::GemmSpecialization::MNKPadding;
template <ck::tensor_operation::device::GemmSpecialization GemmSpec,
ck::PipelineVersion PipVer,
ck::LoopScheduler LoopSche>
using device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances = std::tuple<
// clang-format off
//#########################|AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| GEMM| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//#########################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector|
//#########################| | | | | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl|
//#########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmXdlSplitKCShuffle< F16, F8, F16, F32, Row, Col, Row, PassThrough, PassThrough, PassThrough, GemmSpec, 128, 16, 32, 8, 16, 16, 16, 1, 1, S<1, 8, 8, 2>, S<0, 2, 1, 3>, S<0, 2, 1, 3>, 3, 8, 8, true, S<1, 8, 16, 1>, S<0, 2, 1, 3>, S<0, 2, 1, 3>, 3, 16, 16, true, 1, 1, S<1, 16, 1, 8>, 4, F16, PipVer, LoopSche, F16, F8>,
DeviceGemmXdlSplitKCShuffle< F16, F8, F16, F32, Row, Col, Row, PassThrough, PassThrough, PassThrough, GemmSpec, 128, 16, 64, 8, 16, 16, 16, 1, 2, S<1, 8, 8, 2>, S<0, 2, 1, 3>, S<0, 2, 1, 3>, 3, 8, 8, true, S<1, 8, 16, 1>, S<0, 2, 1, 3>, S<0, 2, 1, 3>, 3, 16, 16, true, 1, 1, S<1, 16, 1, 8>, 4, F16, PipVer, LoopSche, F16, F8>,
DeviceGemmXdlSplitKCShuffle< F16, F8, F16, F32, Row, Col, Row, PassThrough, PassThrough, PassThrough, GemmSpec, 128, 16, 128, 8, 16, 16, 16, 1, 4, S<1, 8, 8, 2>, S<0, 2, 1, 3>, S<0, 2, 1, 3>, 3, 8, 8, true, S<1, 8, 16, 1>, S<0, 2, 1, 3>, S<0, 2, 1, 3>, 3, 16, 16, true, 1, 1, S<1, 16, 1, 8>, 4, F16, PipVer, LoopSche, F16, F8>
// clang-format on
>;
void add_device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_kpb128_instances(
std::vector<std::unique_ptr<
DeviceGemmSplitK<Row, Col, Row, F16, F8, F16, PassThrough, PassThrough, PassThrough>>>&
instances)
{
// default
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmDefault,
ck::PipelineVersion::v2,
ck::LoopScheduler::Default>{});
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmDefault,
ck::PipelineVersion::v1,
ck::LoopScheduler::Interwave>{});
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmDefault,
ck::PipelineVersion::v1,
ck::LoopScheduler::Default>{});
// MNKPadding
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmMNKPadding,
ck::PipelineVersion::v2,
ck::LoopScheduler::Default>{});
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmMNKPadding,
ck::PipelineVersion::v1,
ck::LoopScheduler::Interwave>{});
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmMNKPadding,
ck::PipelineVersion::v1,
ck::LoopScheduler::Default>{});
// KPadding
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmKPadding,
ck::PipelineVersion::v2,
ck::LoopScheduler::Default>{});
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmKPadding,
ck::PipelineVersion::v1,
ck::LoopScheduler::Interwave>{});
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmKPadding,
ck::PipelineVersion::v1,
ck::LoopScheduler::Default>{});
// MNPadding
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmMNPadding,
ck::PipelineVersion::v2,
ck::LoopScheduler::Default>{});
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmMNPadding,
ck::PipelineVersion::v1,
ck::LoopScheduler::Interwave>{});
add_device_operation_instances(
instances,
device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_irregular_kpb128_instances<
GemmMNPadding,
ck::PipelineVersion::v1,
ck::LoopScheduler::Default>{});
}
} // namespace instance
} // namespace device
} // namespace tensor_operation
} // namespace ck