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Optimized GEMMs for MX FP4/8 (#2294)
Adds V3 GEMM pipeline for MX FP4 and MX FP8 Adds V3 GEMM pipeline for MX FP4 with preshuffling Adds MXFP4 GEMM tests (#2275) Adds MXFP4 GEMM examples Adds MXFP4 GEMMs to ckProfiler Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com> Co-authored-by: Andriy Roshchenko <andriy.roshchenko@amd.com> Co-authored-by: aska-0096 <haocwang@amd.com> Co-authored-by: lalala-sh <Jiaxing.Wen@amd.com> Co-authored-by: OscarXu <huaiguxu@amd.com> Co-authored-by: mtgu0705 <mtgu@amd.com> Co-authored-by: Ding, Yi <yi.ding@amd.com> Co-authored-by: feifei14119 <feiw@amd.com> Co-authored-by: Lin, Qun <qlin@amd.com> Co-authored-by: joye <joye@amd.com> Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
This commit is contained in:
Andriy Roshchenko
committed by
GitHub
GitHub
parent
233e274077
commit
00247e3c29
@@ -15,6 +15,7 @@
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#include "ck/tensor_operation/gpu/device/device_gemm_mx.hpp"
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#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
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#include "ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v3_mx.hpp"
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#include "ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v3_mx_bpreshuffle.hpp"
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#include "ck/host_utility/device_prop.hpp"
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#include "ck/host_utility/kernel_launch.hpp"
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@@ -162,56 +163,108 @@ struct DeviceGemmMX_Xdl_CShuffleV3 : public DeviceGemmMX<ALayout,
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CElementwiseOperation>
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{
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// GridwiseGemm
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using GridwiseGemm = GridwiseGemmMX_xdl_cshuffle_v3<
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ALayout,
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BLayout,
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CLayout,
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ADataType,
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AScaleDataType,
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BDataType,
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BScaleDataType,
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GemmAccDataType,
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CShuffleDataType,
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CDataType,
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AElementwiseOperation,
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BElementwiseOperation,
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CElementwiseOperation,
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GemmSpec,
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ScaleBlockSize,
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BlockSize,
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MPerBlock,
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NPerBlock,
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KPerBlock,
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AK1,
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BK1,
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MPerXDL,
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NPerXDL,
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MXdlPerWave,
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NXdlPerWave,
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ABlockTransferThreadClusterLengths_AK0_M_AK1,
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ABlockTransferThreadClusterArrangeOrder,
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ABlockTransferSrcAccessOrder,
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ABlockTransferSrcVectorDim,
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ABlockTransferSrcScalarPerVector,
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ABlockTransferDstScalarPerVector_AK1,
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false,
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ABlockLdsExtraM,
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BBlockTransferThreadClusterLengths_BK0_N_BK1,
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BBlockTransferThreadClusterArrangeOrder,
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BBlockTransferSrcAccessOrder,
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BBlockTransferSrcVectorDim,
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BBlockTransferSrcScalarPerVector,
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BBlockTransferDstScalarPerVector_BK1,
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false,
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BBlockLdsExtraN,
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CShuffleMXdlPerWavePerShuffle,
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CShuffleNXdlPerWavePerShuffle,
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CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
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CShuffleBlockTransferScalarPerVector_NPerBlock,
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BlkGemmPipeSched,
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BlkGemmPipelineVer,
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ComputeTypeA,
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ComputeTypeB>;
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using GridwiseGemm = conditional_t< //
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!is_same_v<BLayout, tensor_layout::gemm::MFMA>,
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GridwiseGemmMX_xdl_cshuffle_v3<
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ALayout,
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BLayout,
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CLayout,
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ADataType,
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AScaleDataType,
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BDataType,
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BScaleDataType,
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GemmAccDataType,
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CShuffleDataType,
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CDataType,
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AElementwiseOperation,
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BElementwiseOperation,
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CElementwiseOperation,
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GemmSpec,
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ScaleBlockSize,
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BlockSize,
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MPerBlock,
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NPerBlock,
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KPerBlock,
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AK1,
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BK1,
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MPerXDL,
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NPerXDL,
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MXdlPerWave,
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NXdlPerWave,
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ABlockTransferThreadClusterLengths_AK0_M_AK1,
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ABlockTransferThreadClusterArrangeOrder,
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ABlockTransferSrcAccessOrder,
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ABlockTransferSrcVectorDim,
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ABlockTransferSrcScalarPerVector,
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ABlockTransferDstScalarPerVector_AK1,
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false,
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ABlockLdsExtraM,
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BBlockTransferThreadClusterLengths_BK0_N_BK1,
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BBlockTransferThreadClusterArrangeOrder,
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BBlockTransferSrcAccessOrder,
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BBlockTransferSrcVectorDim,
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BBlockTransferSrcScalarPerVector,
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BBlockTransferDstScalarPerVector_BK1,
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false,
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BBlockLdsExtraN,
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CShuffleMXdlPerWavePerShuffle,
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CShuffleNXdlPerWavePerShuffle,
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CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
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CShuffleBlockTransferScalarPerVector_NPerBlock,
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BlkGemmPipeSched,
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BlkGemmPipelineVer,
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ComputeTypeA,
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ComputeTypeB>,
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GridwiseGemmMX_xdl_cshuffle_v3_bpreshuffle<
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ALayout,
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BLayout,
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CLayout,
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ADataType,
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AScaleDataType,
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BDataType,
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BScaleDataType,
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GemmAccDataType,
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CShuffleDataType,
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CDataType,
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AElementwiseOperation,
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BElementwiseOperation,
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CElementwiseOperation,
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GemmSpec,
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ScaleBlockSize,
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BlockSize,
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MPerBlock,
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NPerBlock,
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KPerBlock,
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AK1,
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BK1,
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MPerXDL,
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NPerXDL,
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MXdlPerWave,
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NXdlPerWave,
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ABlockTransferThreadClusterLengths_AK0_M_AK1,
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ABlockTransferThreadClusterArrangeOrder,
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ABlockTransferSrcAccessOrder,
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ABlockTransferSrcVectorDim,
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ABlockTransferSrcScalarPerVector,
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ABlockTransferDstScalarPerVector_AK1,
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false,
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ABlockLdsExtraM,
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BBlockTransferThreadClusterLengths_BK0_N_BK1,
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BBlockTransferThreadClusterArrangeOrder,
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BBlockTransferSrcAccessOrder,
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BBlockTransferSrcVectorDim,
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BBlockTransferSrcScalarPerVector,
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BBlockTransferDstScalarPerVector_BK1,
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false,
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BBlockLdsExtraN,
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CShuffleMXdlPerWavePerShuffle,
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CShuffleNXdlPerWavePerShuffle,
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CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock,
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CShuffleBlockTransferScalarPerVector_NPerBlock,
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BlkGemmPipeSched,
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BlkGemmPipelineVer,
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ComputeTypeA,
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ComputeTypeB>>;
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using Argument = typename GridwiseGemm::Argument;
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@@ -304,385 +357,45 @@ struct DeviceGemmMX_Xdl_CShuffleV3 : public DeviceGemmMX<ALayout,
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: 1
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: 2;
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if(has_main_k_block_loop)
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{
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// Tail number always full
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if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v1 ||
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BlkGemmPipelineVer == BlockGemmPipelineVersion::v3)
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{
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if(arg.KBatch > 1)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
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minimum_occupancy>;
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Run(kernel);
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}
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else
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::Set,
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minimum_occupancy>;
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Run(kernel);
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}
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}
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// Tail number could be One to Seven
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else if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v2)
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{
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if(arg.KBatch > 1)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::One)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
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minimum_occupancy,
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TailNumber::One>;
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Run(kernel);
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}
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else if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
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TailNumber::Full)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
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minimum_occupancy,
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TailNumber::Full>;
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Run(kernel);
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 2)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Two)
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{
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const auto kernel = kernel_gemm_xdl_cshuffle_v3<
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GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
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minimum_occupancy,
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TailNumber::Two>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 3)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
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TailNumber::Three)
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{
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const auto kernel = kernel_gemm_xdl_cshuffle_v3<
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GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
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minimum_occupancy,
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TailNumber::Three>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 4)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
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TailNumber::Four)
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{
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const auto kernel = kernel_gemm_xdl_cshuffle_v3<
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GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
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minimum_occupancy,
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TailNumber::Four>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 5)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
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TailNumber::Five)
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{
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const auto kernel = kernel_gemm_xdl_cshuffle_v3<
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GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
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minimum_occupancy,
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TailNumber::Five>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 6)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Six)
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{
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const auto kernel = kernel_gemm_xdl_cshuffle_v3<
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GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
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minimum_occupancy,
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TailNumber::Six>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 7)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
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TailNumber::Seven)
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{
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const auto kernel = kernel_gemm_xdl_cshuffle_v3<
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GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
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minimum_occupancy,
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TailNumber::Seven>;
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Run(kernel);
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}
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}
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}
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else
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::One)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::Set,
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minimum_occupancy,
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TailNumber::One>;
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Run(kernel);
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}
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else if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
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TailNumber::Full)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::Set,
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minimum_occupancy,
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TailNumber::Full>;
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Run(kernel);
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 2)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Two)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::Set,
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minimum_occupancy,
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TailNumber::Two>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 3)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
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TailNumber::Three)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::Set,
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minimum_occupancy,
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TailNumber::Three>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 4)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
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TailNumber::Four)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::Set,
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minimum_occupancy,
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TailNumber::Four>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 5)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
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TailNumber::Five)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
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true,
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InMemoryDataOperationEnum::Set,
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minimum_occupancy,
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TailNumber::Five>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 6)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Six)
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
|
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true,
|
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InMemoryDataOperationEnum::Set,
|
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minimum_occupancy,
|
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TailNumber::Six>;
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Run(kernel);
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}
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}
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if constexpr(GridwiseGemm::BlockwiseGemmPipe::PrefetchStages > 7)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) ==
|
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TailNumber::Seven)
|
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
|
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true,
|
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InMemoryDataOperationEnum::Set,
|
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minimum_occupancy,
|
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TailNumber::Seven>;
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Run(kernel);
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}
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}
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}
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}
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// Tail number could be Odd or Even
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else if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v4)
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{
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if(arg.KBatch > 1)
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Odd)
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{
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const auto kernel = kernel_gemm_xdl_cshuffle_v3_2lds<
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GridwiseGemm,
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true,
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InMemoryDataOperationEnum::AtomicAdd,
|
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minimum_occupancy,
|
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TailNumber::Odd>;
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Run(kernel);
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}
|
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else
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{
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const auto kernel = kernel_gemm_xdl_cshuffle_v3_2lds<
|
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GridwiseGemm,
|
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true,
|
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InMemoryDataOperationEnum::AtomicAdd,
|
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minimum_occupancy,
|
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TailNumber::Even>;
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Run(kernel);
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}
|
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}
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else
|
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{
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if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Odd)
|
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3_2lds<GridwiseGemm,
|
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true,
|
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InMemoryDataOperationEnum::Set,
|
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minimum_occupancy,
|
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TailNumber::Odd>;
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Run(kernel);
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}
|
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else
|
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{
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const auto kernel =
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kernel_gemm_xdl_cshuffle_v3_2lds<GridwiseGemm,
|
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true,
|
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InMemoryDataOperationEnum::Set,
|
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minimum_occupancy,
|
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TailNumber::Even>;
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Run(kernel);
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}
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}
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}
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else
|
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{
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||||
if(arg.KBatch > 1)
|
||||
{
|
||||
if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Odd)
|
||||
{
|
||||
const auto kernel =
|
||||
kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
|
||||
true,
|
||||
InMemoryDataOperationEnum::AtomicAdd,
|
||||
minimum_occupancy,
|
||||
TailNumber::Odd>;
|
||||
Run(kernel);
|
||||
}
|
||||
else
|
||||
{
|
||||
const auto kernel =
|
||||
kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
|
||||
true,
|
||||
InMemoryDataOperationEnum::AtomicAdd,
|
||||
minimum_occupancy,
|
||||
TailNumber::Even>;
|
||||
Run(kernel);
|
||||
}
|
||||
}
|
||||
else
|
||||
{
|
||||
if(GridwiseGemm::CalculateKBlockLoopTailNum(K_split) == TailNumber::Odd)
|
||||
{
|
||||
const auto kernel =
|
||||
kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
|
||||
true,
|
||||
InMemoryDataOperationEnum::Set,
|
||||
minimum_occupancy,
|
||||
TailNumber::Odd>;
|
||||
Run(kernel);
|
||||
}
|
||||
else
|
||||
{
|
||||
const auto kernel =
|
||||
kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
|
||||
true,
|
||||
InMemoryDataOperationEnum::Set,
|
||||
minimum_occupancy,
|
||||
TailNumber::Even>;
|
||||
Run(kernel);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
else
|
||||
{
|
||||
// Tail number always 1
|
||||
constexpr auto TailNumChoices = []() {
|
||||
if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v1)
|
||||
{
|
||||
if(arg.KBatch > 1)
|
||||
return Tuple<constant<TailNumber::Full>>{};
|
||||
else if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v3)
|
||||
return Tuple<constant<TailNumber::Even>, constant<TailNumber::Odd>>{};
|
||||
else
|
||||
static_assert(false, "Unexpected BlkGemmPipelineVer!");
|
||||
}();
|
||||
constexpr bool Use2LDS = []() {
|
||||
if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v1)
|
||||
return false;
|
||||
else if constexpr(BlkGemmPipelineVer == BlockGemmPipelineVersion::v3)
|
||||
return true;
|
||||
else
|
||||
static_assert(false, "Unexpected BlkGemmPipelineVer!");
|
||||
}();
|
||||
const TailNumber tail_num = GridwiseGemm::CalculateKBlockLoopTailNum(K_split);
|
||||
using BoolChoices = Tuple<ck::true_type, ck::false_type>;
|
||||
static_for_product<BoolChoices,
|
||||
BoolChoices,
|
||||
remove_cvref_t<decltype(TailNumChoices)>>{}(
|
||||
[&](auto mainloop_choice, auto KBatch_cond_choice, auto tail_num_choice) {
|
||||
constexpr auto CGlobalMemoryDataOperation =
|
||||
KBatch_cond_choice.value ? InMemoryDataOperationEnum::AtomicAdd
|
||||
: InMemoryDataOperationEnum::Set;
|
||||
if(mainloop_choice.value == has_main_k_block_loop &&
|
||||
KBatch_cond_choice.value == (arg.KBatch > 1) &&
|
||||
tail_num_choice.value == tail_num)
|
||||
{
|
||||
const auto kernel =
|
||||
kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
|
||||
false,
|
||||
InMemoryDataOperationEnum::AtomicAdd,
|
||||
minimum_occupancy>;
|
||||
const auto kernel = kernel_gemm_xdl_cshuffle_v3_mx< //
|
||||
Use2LDS,
|
||||
GridwiseGemm,
|
||||
mainloop_choice.value,
|
||||
CGlobalMemoryDataOperation,
|
||||
minimum_occupancy,
|
||||
tail_num_choice.value>;
|
||||
Run(kernel);
|
||||
}
|
||||
else
|
||||
{
|
||||
const auto kernel =
|
||||
kernel_gemm_xdl_cshuffle_v3<GridwiseGemm,
|
||||
false,
|
||||
InMemoryDataOperationEnum::Set,
|
||||
minimum_occupancy>;
|
||||
Run(kernel);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
});
|
||||
return ave_time;
|
||||
}
|
||||
|
||||
|
||||
@@ -98,10 +98,12 @@ struct DeviceGemmXdlSplitKCShuffle_LdsDirectLoad : public DeviceGemmSplitK<ALayo
|
||||
MXdlPerWave,
|
||||
NXdlPerWave,
|
||||
ABlockTransferThreadClusterLengths_K0_M_K1,
|
||||
ABlockTransferSrcAccessOrder,
|
||||
ABlockTransferSrcVectorDim,
|
||||
ABlockTransferScalarPerVector,
|
||||
ABlockLdsAddExtraM,
|
||||
BBlockTransferThreadClusterLengths_K0_N_K1,
|
||||
BBlockTransferSrcAccessOrder,
|
||||
BBlockTransferSrcVectorDim,
|
||||
BBlockTransferScalarPerVector,
|
||||
BBlockLdsAddExtraN,
|
||||
|
||||
Reference in New Issue
Block a user