CUTLASS 3.5.0 (#1411)
This commit is contained in:
Vijay Thakkar
@@ -54,7 +54,7 @@ namespace conv {
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namespace kernel {
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/////////////////////////////////////////////////////////////////////////////////////////////////
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/// Defines a kernel for Conv2dFprop
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/// Defines a kernel for Conv3dFprop
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template <
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typename ElementA,
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typename LayoutA,
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@@ -185,7 +185,7 @@ struct DefaultConv3dFprop <
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/////////////////////////////////////////////////////////////////////////////////////////////////
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/// Defines a kernel for Conv2dFprop specialization for Analytic IteratorAlgorithm and multistage
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/// Defines a kernel for Conv3dFprop specialization for Analytic IteratorAlgorithm and multistage
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// pipeline.
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template <
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typename ElementA,
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@@ -506,7 +506,437 @@ struct DefaultConv3dFprop <
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};
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/////////////////////////////////////////////////////////////////////////////////////////////////
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// OpClassSimt convolutions
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/////////////////////////////////////////////////////////////////////////////////////////////////
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/// Defines a kernel for Conv3dFprop specialization for Analytic IteratorAlgorithm,
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/// multi-stage pipeline, and FFMA-based mainloop for SM80
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template <
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typename ElementA,
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typename LayoutA,
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typename ElementB,
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typename LayoutB,
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typename ElementC,
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typename LayoutC,
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typename ElementAccumulator,
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typename ArchTag,
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typename ThreadblockShape,
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typename WarpShape,
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typename InstructionShape,
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typename EpilogueOutputOp,
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typename ThreadblockSwizzle,
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int Stages,
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typename MathOperatorTag
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>
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struct DefaultConv3dFprop <
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ElementA,
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LayoutA,
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ElementB,
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LayoutB,
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ElementC,
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LayoutC,
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ElementAccumulator,
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arch::OpClassSimt,
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ArchTag,
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ThreadblockShape,
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WarpShape,
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InstructionShape,
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EpilogueOutputOp,
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ThreadblockSwizzle,
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Stages,
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MathOperatorTag,
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IteratorAlgorithm::kAnalytic
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> {
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// Define the core components from GEMM
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor,
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ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassSimt,
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Stages, MathOperatorTag>;
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// Define iterators over tiles from the A operand
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using ThreadMapA = typename MmaCore::IteratorThreadMapA;
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using IteratorA =
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cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorAnalytic<
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cutlass::MatrixShape<ThreadblockShape::kM, ThreadblockShape::kK>,
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ElementA,
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ThreadMapA
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>;
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using SmemIteratorA = typename MmaCore::SmemIteratorA;
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// Define iterators over tiles from the B operand
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using ThreadMapB = typename MmaCore::IteratorThreadMapB;
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using IteratorB =
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cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorAnalytic<
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cutlass::MatrixShape<ThreadblockShape::kK, ThreadblockShape::kN>,
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ElementB,
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ThreadMapB
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>;
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using SmemIteratorB = typename MmaCore::SmemIteratorB;
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// Warp-level GEMM components
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using WarpMmaSimtOp = typename MmaCore::MmaWarpSimt;
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using MmaPolicy = typename MmaCore::MmaPolicy;
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// Define the Mma
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using Mma = threadblock::ImplicitGemmMultistage<
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ThreadblockShape,
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IteratorA,
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SmemIteratorA,
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arch::CacheOperation::Always,
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IteratorB,
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SmemIteratorB,
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arch::CacheOperation::Always,
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MmaPolicy,
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Stages
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>;
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// Define the epilogue
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using Epilogue = typename epilogue::threadblock::DefaultEpilogueSimt<
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ThreadblockShape,
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WarpMmaSimtOp,
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EpilogueOutputOp,
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EpilogueOutputOp::kCount
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>::Epilogue;
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// Define the kernel
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using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution<
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Mma,
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Epilogue,
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ThreadblockSwizzle,
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conv::Operator::kFprop,
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Conv3dProblemSize
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>;
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};
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/////////////////////////////////////////////////////////////////////////////////////////////////
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/// Defines a kernel for Conv3dFprop specialization for Optimized IteratorAlgorithm,
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/// multi-stage pipeline, and FFMA-based mainloop for SM80
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template <
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typename ElementA,
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typename LayoutA,
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typename ElementB,
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typename LayoutB,
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typename ElementC,
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typename LayoutC,
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typename ElementAccumulator,
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typename ArchTag,
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typename ThreadblockShape,
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typename WarpShape,
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typename InstructionShape,
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typename EpilogueOutputOp,
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typename ThreadblockSwizzle,
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int Stages,
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typename MathOperatorTag
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>
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struct DefaultConv3dFprop <
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ElementA,
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LayoutA,
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ElementB,
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LayoutB,
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ElementC,
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LayoutC,
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ElementAccumulator,
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arch::OpClassSimt,
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ArchTag,
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ThreadblockShape,
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WarpShape,
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InstructionShape,
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EpilogueOutputOp,
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ThreadblockSwizzle,
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Stages,
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MathOperatorTag,
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IteratorAlgorithm::kOptimized
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> {
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// Define the core components from GEMM
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor,
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ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassSimt,
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Stages, MathOperatorTag>;
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// Define iterators over tiles from the A operand
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using ThreadMapA = typename MmaCore::IteratorThreadMapA;
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using IteratorA =
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cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorOptimized<
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cutlass::MatrixShape<ThreadblockShape::kM, ThreadblockShape::kK>,
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ElementA,
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LayoutA,
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ThreadMapA
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>;
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using SmemIteratorA = typename MmaCore::SmemIteratorA;
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// Define iterators over tiles from the B operand
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using ThreadMapB = typename MmaCore::IteratorThreadMapB;
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using IteratorB =
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cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorOptimized<
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cutlass::MatrixShape<ThreadblockShape::kK, ThreadblockShape::kN>,
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ElementB,
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LayoutB,
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ThreadMapB
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>;
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using SmemIteratorB = typename MmaCore::SmemIteratorB;
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// Warp-level GEMM components
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using WarpMmaSimtOp = typename MmaCore::MmaWarpSimt;
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using MmaPolicy = typename MmaCore::MmaPolicy;
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// Define the Mma
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using Mma = threadblock::ImplicitGemmMultistage<
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ThreadblockShape,
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IteratorA,
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SmemIteratorA,
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arch::CacheOperation::Always,
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IteratorB,
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SmemIteratorB,
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arch::CacheOperation::Always,
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MmaPolicy,
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Stages
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>;
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// Define the epilogue
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using Epilogue = typename epilogue::threadblock::DefaultEpilogueSimt<
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ThreadblockShape,
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WarpMmaSimtOp,
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EpilogueOutputOp,
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EpilogueOutputOp::kCount
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>::Epilogue;
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// Define the kernel
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using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution<
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Mma,
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Epilogue,
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ThreadblockSwizzle,
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conv::Operator::kFprop,
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Conv3dProblemSize
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>;
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};
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/////////////////////////////////////////////////////////////////////////////////////////////////
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/// Defines a kernel for Conv3dFprop specialization for Analytic IteratorAlgorithm,
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/// 2 stage pipeline, and FFMA-based mainloop for SM50
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template <
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typename ElementA,
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typename LayoutA,
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typename ElementB,
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typename LayoutB,
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typename ElementC,
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typename LayoutC,
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typename ElementAccumulator,
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typename ArchTag,
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typename ThreadblockShape,
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typename WarpShape,
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typename InstructionShape,
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typename EpilogueOutputOp,
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typename ThreadblockSwizzle,
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typename MathOperatorTag
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>
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struct DefaultConv3dFprop <
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ElementA,
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LayoutA,
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ElementB,
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LayoutB,
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ElementC,
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LayoutC,
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ElementAccumulator,
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arch::OpClassSimt,
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ArchTag,
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ThreadblockShape,
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WarpShape,
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InstructionShape,
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EpilogueOutputOp,
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ThreadblockSwizzle,
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2,
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MathOperatorTag,
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IteratorAlgorithm::kAnalytic
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> {
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// Define the core components from GEMM
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor,
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ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassSimt,
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2, MathOperatorTag>;
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// Define iterators over tiles from the A operand
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using ThreadMapA = typename MmaCore::IteratorThreadMapA;
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using IteratorA =
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cutlass::conv::threadblock::TileIterator<
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cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorAnalytic<
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cutlass::MatrixShape<ThreadblockShape::kM, ThreadblockShape::kK>,
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ElementA,
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ThreadMapA
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>
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>;
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using SmemIteratorA = typename MmaCore::SmemIteratorA;
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// Define iterators over tiles from the B operand
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using ThreadMapB = typename MmaCore::IteratorThreadMapB;
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using IteratorB =
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cutlass::conv::threadblock::TileIterator<
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cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorAnalytic<
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cutlass::MatrixShape<ThreadblockShape::kK, ThreadblockShape::kN>,
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ElementB,
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ThreadMapB
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>
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>;
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using SmemIteratorB = typename MmaCore::SmemIteratorB;
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// Warp-level GEMM components
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using WarpMmaSimtOp = typename MmaCore::MmaWarpSimt;
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using MmaPolicy = typename MmaCore::MmaPolicy;
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// Define the Mma
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using Mma = threadblock::ImplicitGemmPipelined<
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ThreadblockShape,
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IteratorA,
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SmemIteratorA,
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IteratorB,
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SmemIteratorB,
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ElementC,
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LayoutC,
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MmaPolicy
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>;
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// Define the epilogue
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using Epilogue = typename epilogue::threadblock::DefaultEpilogueSimt<
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ThreadblockShape,
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WarpMmaSimtOp,
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EpilogueOutputOp,
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EpilogueOutputOp::kCount
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>::Epilogue;
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// Define the kernel
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using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution<
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Mma,
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Epilogue,
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ThreadblockSwizzle,
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conv::Operator::kFprop,
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Conv3dProblemSize
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>;
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};
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/////////////////////////////////////////////////////////////////////////////////////////////////
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/// Defines a kernel for Conv3dFprop specialization for Optimized IteratorAlgorithm,
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/// 2 stage pipeline, and FFMA-based mainloop for SM50
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template <
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typename ElementA,
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typename LayoutA,
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typename ElementB,
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typename LayoutB,
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typename ElementC,
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typename LayoutC,
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typename ElementAccumulator,
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typename ArchTag,
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typename ThreadblockShape,
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typename WarpShape,
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typename InstructionShape,
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typename EpilogueOutputOp,
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typename ThreadblockSwizzle,
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typename MathOperatorTag
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>
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struct DefaultConv3dFprop <
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ElementA,
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LayoutA,
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ElementB,
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LayoutB,
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ElementC,
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LayoutC,
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ElementAccumulator,
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arch::OpClassSimt,
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ArchTag,
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ThreadblockShape,
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WarpShape,
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InstructionShape,
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EpilogueOutputOp,
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ThreadblockSwizzle,
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2,
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MathOperatorTag,
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IteratorAlgorithm::kOptimized
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> {
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// Define the core components from GEMM
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using MmaCore = typename cutlass::gemm::threadblock::DefaultMmaCore<
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ThreadblockShape, WarpShape, InstructionShape, ElementA, layout::RowMajor,
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ElementB, layout::ColumnMajor, ElementAccumulator, layout::RowMajor, arch::OpClassSimt,
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2, MathOperatorTag>;
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// Define iterators over tiles from the A operand
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using ThreadMapA = typename MmaCore::IteratorThreadMapA;
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using IteratorA =
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cutlass::conv::threadblock::TileIterator<
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cutlass::conv::threadblock::Conv3dFpropActivationTileAccessIteratorOptimized<
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cutlass::MatrixShape<ThreadblockShape::kM, ThreadblockShape::kK>,
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ElementA,
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LayoutA,
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ThreadMapA
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>
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>;
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using SmemIteratorA = typename MmaCore::SmemIteratorA;
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// Define iterators over tiles from the B operand
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using ThreadMapB = typename MmaCore::IteratorThreadMapB;
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using IteratorB =
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cutlass::conv::threadblock::TileIterator<
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cutlass::conv::threadblock::Conv3dFpropFilterTileAccessIteratorOptimized<
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cutlass::MatrixShape<ThreadblockShape::kK, ThreadblockShape::kN>,
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ElementB,
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LayoutB,
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ThreadMapB
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>
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>;
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using SmemIteratorB = typename MmaCore::SmemIteratorB;
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// Warp-level GEMM components
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using WarpMmaSimtOp = typename MmaCore::MmaWarpSimt;
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using MmaPolicy = typename MmaCore::MmaPolicy;
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// Define the Mma
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using Mma = threadblock::ImplicitGemmPipelined<
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ThreadblockShape,
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IteratorA,
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SmemIteratorA,
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IteratorB,
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SmemIteratorB,
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ElementC,
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LayoutC,
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MmaPolicy
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>;
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// Define the epilogue
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using Epilogue = typename epilogue::threadblock::DefaultEpilogueSimt<
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ThreadblockShape,
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WarpMmaSimtOp,
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EpilogueOutputOp,
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EpilogueOutputOp::kCount
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>::Epilogue;
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// Define the kernel
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using Kernel = cutlass::conv::kernel::ImplicitGemmConvolution<
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Mma,
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Epilogue,
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ThreadblockSwizzle,
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conv::Operator::kFprop,
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Conv3dProblemSize
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>;
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};
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/////////////////////////////////////////////////////////////////////////////////////////////////
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} // namespace kernel
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} // namespace conv
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} // namespace cutlass
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