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IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. * **************************************************************************************************/ /*! \file \brief Matrix multiply-accumulate specialzied for SM89 */ #pragma once #include #include "cutlass/cutlass.h" #include "mma.h" #include "cutlass/layout/matrix.h" #include "cutlass/numeric_types.h" //////////////////////////////////////////////////////////////////////////////// #if (__CUDACC_VER_MAJOR__ > 12) || (__CUDACC_VER_MAJOR__ == 12 && __CUDACC_VER_MINOR__ >= 4) # define CUTLASS_ARCH_MMA_F32_SM89_SUPPORTED #endif #if (__CUDACC_VER_MAJOR__ > 12) || (__CUDACC_VER_MAJOR__ == 12 && __CUDACC_VER_MINOR__ >= 8) # define CUTLASS_ARCH_MMA_F16_SM89_SUPPORTED #endif #if defined(__CUDA_ARCH__) && (__CUDA_ARCH__ >= 890) # if defined(CUTLASS_ARCH_MMA_F32_SM89_SUPPORTED) # define CUTLASS_ARCH_MMA_F32_SM89_ENABLED # endif # if defined(CUTLASS_ARCH_MMA_F16_SM89_SUPPORTED) # define CUTLASS_ARCH_MMA_F16_SM89_ENABLED # endif #endif //////////////////////////////////////////////////////////////////////////////// namespace cutlass { namespace arch { //////////////////////////////////////////////////////////////////////////////// namespace detail { // Whether the Mma uses as SM89 staged accumulation policy template static constexpr bool is_sm89_staged_policy_v = ( // ElementA must be FP8 platform::is_same::value || platform::is_same::value ) && ( // ElementB must be FP8 platform::is_same::value || platform::is_same::value ) && ( // The instruction shape must be 16x8x32 Operator::ArchMmaOperator::Shape::kM == 16 && Operator::ArchMmaOperator::Shape::kN == 8 && Operator::ArchMmaOperator::Shape::kK == 32 ) && ( // The operator must be OpMultiplyAdd (default) platform::is_same::value ); } // namespace detail //////////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////////// // // Matrix Multiply 16832 - Float {E4M3, E5M2}, FP32 accumulation // //////////////////////////////////////////////////////////////////////////////// /// Matrix multiply-add operation - F32 = fe4m3 * fe4m3 + F32 template struct Mma< gemm::GemmShape<16, 8, 32>, 32, cutlass::float_e4m3_t, layout::RowMajor, cutlass::float_e4m3_t, layout::ColumnMajor, float, layout::RowMajor, Operator_> { static_assert(platform::is_same::value || platform::is_same::value, "Invalid operator for SM89 FP8 instruction"); using Shape = gemm::GemmShape<16, 8, 32>; using ElementA = cutlass::float_e4m3_t; using LayoutA = layout::RowMajor; using FragmentA = Array; using ElementB = cutlass::float_e4m3_t; using LayoutB = layout::ColumnMajor; using FragmentB = Array; using ElementC = float; using LayoutC = layout::RowMajor; using FragmentC = Array; using Operator = Operator_; using ArchTag = arch::Sm89; CUTLASS_HOST_DEVICE void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b, FragmentC const &c) const { #if defined(CUTLASS_ARCH_MMA_F32_SM89_ENABLED) uint32_t const *A = reinterpret_cast(&a); uint32_t const *B = reinterpret_cast(&b); float const *C = reinterpret_cast(&c); float *D = reinterpret_cast(&d); asm( "mma.sync.aligned.m16n8k32.row.col.f32.e4m3.e4m3.f32 " "{%0,%1,%2,%3}, {%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n" : "=f"(D[0]), "=f"(D[1]), "=f"(D[2]), "=f"(D[3]) : "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]), "f"(C[0]), "f"(C[1]), "f"(C[2]), "f"(C[3]) ); #else CUTLASS_UNUSED(d); CUTLASS_UNUSED(a); CUTLASS_UNUSED(b); CUTLASS_UNUSED(c); CUTLASS_NOT_IMPLEMENTED(); #endif } }; /// Matrix multiply-add operation - F32 = fe4m3 * fe5m2 + F32 template struct Mma< gemm::GemmShape<16, 8, 32>, 32, cutlass::float_e4m3_t, layout::RowMajor, cutlass::float_e5m2_t, layout::ColumnMajor, float, layout::RowMajor, Operator_> { static_assert(platform::is_same::value || platform::is_same::value, "Invalid operator for SM89 FP8 instruction"); using Shape = gemm::GemmShape<16, 8, 32>; using ElementA = cutlass::float_e4m3_t; using LayoutA = layout::RowMajor; using FragmentA = Array; using ElementB = cutlass::float_e5m2_t; using LayoutB = layout::ColumnMajor; using FragmentB = Array; using ElementC = float; using LayoutC = layout::RowMajor; using FragmentC = Array; using Operator = Operator_; using ArchTag = arch::Sm89; CUTLASS_HOST_DEVICE void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b, FragmentC const &c) const { #if defined(CUTLASS_ARCH_MMA_F32_SM89_ENABLED) uint32_t const *A = reinterpret_cast(&a); uint32_t const *B = reinterpret_cast(&b); float const *C = reinterpret_cast(&c); float *D = reinterpret_cast(&d); asm( "mma.sync.aligned.m16n8k32.row.col.f32.e4m3.e5m2.f32 " "{%0,%1,%2,%3}, {%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n" : "=f"(D[0]), "=f"(D[1]), "=f"(D[2]), "=f"(D[3]) : "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]), "f"(C[0]), "f"(C[1]), "f"(C[2]), "f"(C[3]) ); #else CUTLASS_UNUSED(d); CUTLASS_UNUSED(a); CUTLASS_UNUSED(b); CUTLASS_UNUSED(c); CUTLASS_NOT_IMPLEMENTED(); #endif } }; /// Matrix multiply-add operation - F32 = fe5m2 * fe4m3 + F32 template struct Mma< gemm::GemmShape<16, 8, 32>, 32, cutlass::float_e5m2_t, layout::RowMajor, cutlass::float_e4m3_t, layout::ColumnMajor, float, layout::RowMajor, Operator_> { static_assert(platform::is_same::value || platform::is_same::value, "Invalid operator for SM89 FP8 instruction"); using Shape = gemm::GemmShape<16, 8, 32>; using ElementA = cutlass::float_e5m2_t; using LayoutA = layout::RowMajor; using FragmentA = Array; using ElementB = cutlass::float_e4m3_t; using LayoutB = layout::ColumnMajor; using FragmentB = Array; using ElementC = float; using LayoutC = layout::RowMajor; using FragmentC = Array; using Operator = Operator_; using ArchTag = arch::Sm89; CUTLASS_HOST_DEVICE void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b, FragmentC const &c) const { #if defined(CUTLASS_ARCH_MMA_F32_SM89_ENABLED) uint32_t const *A = reinterpret_cast(&a); uint32_t const *B = reinterpret_cast(&b); float const *C = reinterpret_cast(&c); float *D = reinterpret_cast(&d); asm( "mma.sync.aligned.m16n8k32.row.col.f32.e5m2.e4m3.f32 " "{%0,%1,%2,%3}, {%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n" : "=f"(D[0]), "=f"(D[1]), "=f"(D[2]), "=f"(D[3]) : "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]), "f"(C[0]), "f"(C[1]), "f"(C[2]), "f"(C[3]) ); #else CUTLASS_UNUSED(d); CUTLASS_UNUSED(a); CUTLASS_UNUSED(b); CUTLASS_UNUSED(c); CUTLASS_NOT_IMPLEMENTED(); #endif } }; /// Matrix multiply-add operation - F32 = fe5m2 * fe5m2 + F32 template struct Mma< gemm::GemmShape<16, 8, 32>, 32, cutlass::float_e5m2_t, layout::RowMajor, cutlass::float_e5m2_t, layout::ColumnMajor, float, layout::RowMajor, Operator_> { static_assert(platform::is_same::value || platform::is_same::value, "Invalid operator for SM89 FP8 instruction"); using Shape = gemm::GemmShape<16, 8, 32>; using ElementA = cutlass::float_e5m2_t; using LayoutA = layout::RowMajor; using FragmentA = Array; using ElementB = cutlass::float_e5m2_t; using LayoutB = layout::ColumnMajor; using FragmentB = Array; using ElementC = float; using LayoutC = layout::RowMajor; using FragmentC = Array; using Operator = Operator_; using ArchTag = arch::Sm89; CUTLASS_HOST_DEVICE void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b, FragmentC const &c) const { #if defined(CUTLASS_ARCH_MMA_F32_SM89_ENABLED) uint32_t const *A = reinterpret_cast(&a); uint32_t const *B = reinterpret_cast(&b); float const *C = reinterpret_cast(&c); float *D = reinterpret_cast(&d); asm( "mma.sync.aligned.m16n8k32.row.col.f32.e5m2.e5m2.f32 " "{%0,%1,%2,%3}, {%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n" : "=f"(D[0]), "=f"(D[1]), "=f"(D[2]), "=f"(D[3]) : "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]), "f"(C[0]), "f"(C[1]), "f"(C[2]), "f"(C[3]) ); #else CUTLASS_UNUSED(d); CUTLASS_UNUSED(a); CUTLASS_UNUSED(b); CUTLASS_UNUSED(c); CUTLASS_NOT_IMPLEMENTED(); #endif } }; //////////////////////////////////////////////////////////////////////////////// // // Matrix Multiply 16832 - Float {E4M3, E5M2}, FP16 accumulation // //////////////////////////////////////////////////////////////////////////////// /// Matrix multiply-add operation - F16 = fe4m3 * fe4m3 + F16 template struct Mma< gemm::GemmShape<16, 8, 32>, 32, cutlass::float_e4m3_t, layout::RowMajor, cutlass::float_e4m3_t, layout::ColumnMajor, cutlass::half_t, layout::RowMajor, Operator_> { static_assert(platform::is_same::value || platform::is_same::value, "Invalid operator for SM89 FP8 instruction"); using Shape = gemm::GemmShape<16, 8, 32>; using ElementA = cutlass::float_e4m3_t; using LayoutA = layout::RowMajor; using FragmentA = Array; using ElementB = cutlass::float_e4m3_t; using LayoutB = layout::ColumnMajor; using FragmentB = Array; using ElementC = cutlass::half_t; using LayoutC = layout::RowMajor; using FragmentC = Array; using Operator = Operator_; using ArchTag = arch::Sm89; CUTLASS_HOST_DEVICE void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b, FragmentC const &c) const { #if defined(CUTLASS_ARCH_MMA_F16_SM89_ENABLED) uint32_t const *A = reinterpret_cast(&a); uint32_t const *B = reinterpret_cast(&b); uint32_t const *C = reinterpret_cast(&c); uint32_t *D = reinterpret_cast(&d); asm( "mma.sync.aligned.m16n8k32.row.col.f16.e4m3.e4m3.f16 " "{%0,%1}, {%2,%3,%4,%5}, {%6,%7}, {%8,%9};\n" : "=r"(D[0]), "=r"(D[1]) : "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]), "r"(C[0]), "r"(C[1]) ); #else CUTLASS_UNUSED(d); CUTLASS_UNUSED(a); CUTLASS_UNUSED(b); CUTLASS_UNUSED(c); CUTLASS_NOT_IMPLEMENTED(); #endif } }; /// Matrix multiply-add operation - F16 = fe4m3 * fe5m2 + F16 template struct Mma< gemm::GemmShape<16, 8, 32>, 32, cutlass::float_e4m3_t, layout::RowMajor, cutlass::float_e5m2_t, layout::ColumnMajor, cutlass::half_t, layout::RowMajor, Operator_> { static_assert(platform::is_same::value || platform::is_same::value, "Invalid operator for SM89 FP8 instruction"); using Shape = gemm::GemmShape<16, 8, 32>; using ElementA = cutlass::float_e4m3_t; using LayoutA = layout::RowMajor; using FragmentA = Array; using ElementB = cutlass::float_e5m2_t; using LayoutB = layout::ColumnMajor; using FragmentB = Array; using ElementC = cutlass::half_t; using LayoutC = layout::RowMajor; using FragmentC = Array; using Operator = Operator_; using ArchTag = arch::Sm89; CUTLASS_HOST_DEVICE void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b, FragmentC const &c) const { #if defined(CUTLASS_ARCH_MMA_F16_SM89_ENABLED) uint32_t const *A = reinterpret_cast(&a); uint32_t const *B = reinterpret_cast(&b); uint32_t const *C = reinterpret_cast(&c); uint32_t *D = reinterpret_cast(&d); asm( "mma.sync.aligned.m16n8k32.row.col.f16.e4m3.e5m2.f16 " "{%0,%1}, {%2,%3,%4,%5}, {%6,%7}, {%8,%9};\n" : "=r"(D[0]), "=r"(D[1]) : "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]), "r"(C[0]), "r"(C[1]) ); #else CUTLASS_UNUSED(d); CUTLASS_UNUSED(a); CUTLASS_UNUSED(b); CUTLASS_UNUSED(c); CUTLASS_NOT_IMPLEMENTED(); #endif } }; /// Matrix multiply-add operation - F16 = fe5m2 * fe4m3 + F16 template struct Mma< gemm::GemmShape<16, 8, 32>, 32, cutlass::float_e5m2_t, layout::RowMajor, cutlass::float_e4m3_t, layout::ColumnMajor, cutlass::half_t, layout::RowMajor, Operator_> { static_assert(platform::is_same::value || platform::is_same::value, "Invalid operator for SM89 FP8 instruction"); using Shape = gemm::GemmShape<16, 8, 32>; using ElementA = cutlass::float_e5m2_t; using LayoutA = layout::RowMajor; using FragmentA = Array; using ElementB = cutlass::float_e4m3_t; using LayoutB = layout::ColumnMajor; using FragmentB = Array; using ElementC = cutlass::half_t; using LayoutC = layout::RowMajor; using FragmentC = Array; using Operator = Operator_; using ArchTag = arch::Sm89; CUTLASS_HOST_DEVICE void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b, FragmentC const &c) const { #if defined(CUTLASS_ARCH_MMA_F16_SM89_ENABLED) uint32_t const *A = reinterpret_cast(&a); uint32_t const *B = reinterpret_cast(&b); uint32_t const *C = reinterpret_cast(&c); uint32_t *D = reinterpret_cast(&d); asm( "mma.sync.aligned.m16n8k32.row.col.f16.e5m2.e4m3.f16 " "{%0,%1}, {%2,%3,%4,%5}, {%6,%7}, {%8,%9};\n" : "=r"(D[0]), "=r"(D[1]) : "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]), "r"(C[0]), "r"(C[1]) ); #else CUTLASS_UNUSED(d); CUTLASS_UNUSED(a); CUTLASS_UNUSED(b); CUTLASS_UNUSED(c); CUTLASS_NOT_IMPLEMENTED(); #endif } }; /// Matrix multiply-add operation - F16 = fe5m2 * fe5m2 + F16 template struct Mma< gemm::GemmShape<16, 8, 32>, 32, cutlass::float_e5m2_t, layout::RowMajor, cutlass::float_e5m2_t, layout::ColumnMajor, cutlass::half_t, layout::RowMajor, Operator_> { static_assert(platform::is_same::value || platform::is_same::value, "Invalid operator for SM89 FP8 instruction"); using Shape = gemm::GemmShape<16, 8, 32>; using ElementA = cutlass::float_e5m2_t; using LayoutA = layout::RowMajor; using FragmentA = Array; using ElementB = cutlass::float_e5m2_t; using LayoutB = layout::ColumnMajor; using FragmentB = Array; using ElementC = cutlass::half_t; using LayoutC = layout::RowMajor; using FragmentC = Array; using Operator = Operator_; using ArchTag = arch::Sm89; CUTLASS_HOST_DEVICE void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b, FragmentC const &c) const { #if defined(CUTLASS_ARCH_MMA_F16_SM89_ENABLED) uint32_t const *A = reinterpret_cast(&a); uint32_t const *B = reinterpret_cast(&b); uint32_t const *C = reinterpret_cast(&c); uint32_t *D = reinterpret_cast(&d); asm( "mma.sync.aligned.m16n8k32.row.col.f16.e5m2.e5m2.f16 " "{%0,%1}, {%2,%3,%4,%5}, {%6,%7}, {%8,%9};\n" : "=r"(D[0]), "=r"(D[1]) : "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]), "r"(C[0]), "r"(C[1]) ); #else CUTLASS_UNUSED(d); CUTLASS_UNUSED(a); CUTLASS_UNUSED(b); CUTLASS_UNUSED(c); CUTLASS_NOT_IMPLEMENTED(); #endif } }; } // namespace arch } // namespace cutlass