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IN NO EVENT SHALL NVIDIA CORPORATION 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 TOR (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 */ #pragma once #if defined(__CUDACC_RTC__) #include #else #include #endif #include "cutlass/layout/matrix.h" //////////////////////////////////////////////////////////////////////////////// namespace cutlass { namespace arch { //////////////////////////////////////////////////////////////////////////////// // // WMMA template structure defines nvcuda::wmma::fragments and static assert for // wmma native instruction sizes supported for cutlass::int4b_t (experimental::s4). // //////////////////////////////////////////////////////////////////////////////// template < typename Shape_, typename LayoutA_, typename LayoutB_, typename LayoutC_> struct Wmma< Shape_, ///< Size of the matrix product (concept: GemmShape) cutlass::int4b_t, ///< ElementA LayoutA_, ///< LayoutA cutlass::int4b_t, ///< ElementB LayoutB_, ///< LayoutB int32_t, ///< ElementC LayoutC_, ///< LayoutC cutlass::arch::OpMultiplyAdd ///< Operator (multiply-add, xor.popc) > { #if defined(CUTLASS_ARCH_WMMA_SM75_ENABLED) using Shape = Shape_; using ElementA = cutlass::int4b_t; using LayoutA = LayoutA_; using ElementB = cutlass::int4b_t; using LayoutB = LayoutB_; using ElementC = int32_t; using LayoutC = LayoutC_; using Operator = cutlass::arch::OpMultiplyAdd; using ArchTag = arch::Sm75; // check supported wmma shape for the given multiplicand data types static_assert( platform::is_same, Shape>::value, "Supported list of wmma operator shape for s8 multiplicands is: 8x8x32"); // Wmma Fragment using FragmentA = nvcuda::wmma::fragment< nvcuda::wmma::matrix_a, Shape::kM, Shape::kN, Shape::kK, typename CutlassToWmmaDataType::Type, typename CutlassToWmmaLayout::Layout>; using FragmentB = nvcuda::wmma::fragment< nvcuda::wmma::matrix_b, Shape::kM, Shape::kN, Shape::kK, typename CutlassToWmmaDataType::Type, typename CutlassToWmmaLayout::Layout>; using FragmentC = nvcuda::wmma::fragment< nvcuda::wmma::accumulator, Shape::kM, Shape::kN, Shape::kK, typename CutlassToWmmaDataType::Type>; /// Performs a nvcuda::wmma matrix multiply-accumulate operation CUTLASS_DEVICE void operator()( FragmentC &D, FragmentA const &A, FragmentB const &B, FragmentC const &C) const { nvcuda::wmma::mma_sync(D, A, B, C); } #else static_assert(false, "wmma.mma.sync interger type multiplicands is avialable only for SM75 and beyond"); #endif }; //////////////////////////////////////////////////////////////////////////////// // // WMMA template structure defines nvcuda::wmma::fragments and static assert for // wmma native instruction sizes supported for cutlass::uint1b_t (experimental::b1). // //////////////////////////////////////////////////////////////////////////////// template < typename Shape_, typename LayoutA_, typename LayoutB_, typename LayoutC_> struct Wmma< Shape_, ///< Size of the matrix product (concept: GemmShape) cutlass::uint1b_t, ///< ElementA LayoutA_, ///< LayoutA cutlass::uint1b_t, ///< ElementB LayoutB_, ///< LayoutB int32_t, ///< ElementC LayoutC_, ///< LayoutC cutlass::arch::OpXorPopc ///< Operator (multiply-add, xor.popc) > { #if defined(CUTLASS_ARCH_WMMA_SM75_ENABLED) using Shape = Shape_; using ElementA = cutlass::uint1b_t; using LayoutA = LayoutA_; using ElementB = cutlass::uint1b_t; using LayoutB = LayoutB_; using ElementC = int32_t; using LayoutC = LayoutC_; using Operator = cutlass::arch::OpXorPopc; using ArchTag = arch::Sm75; // check supported wmma shape for the given multiplicand data types static_assert( platform::is_same, Shape>::value, "Supported list of wmma operator shape for b1 multiplicands is: 8x8x128"); // Wmma Fragment using FragmentA = nvcuda::wmma::fragment< nvcuda::wmma::matrix_a, Shape::kM, Shape::kN, Shape::kK, typename CutlassToWmmaDataType::Type, typename CutlassToWmmaLayout::Layout>; using FragmentB = nvcuda::wmma::fragment< nvcuda::wmma::matrix_b, Shape::kM, Shape::kN, Shape::kK, typename CutlassToWmmaDataType::Type, typename CutlassToWmmaLayout::Layout>; using FragmentC = nvcuda::wmma::fragment< nvcuda::wmma::accumulator, Shape::kM, Shape::kN, Shape::kK, typename CutlassToWmmaDataType::Type>; /// Performs a nvcuda::wmma matrix multiply-accumulate operation CUTLASS_DEVICE void operator()( FragmentC &D, FragmentA const &A, FragmentB const &B, FragmentC const &C) const { nvcuda::wmma::bmma_sync(D, A, B, C, nvcuda::wmma::experimental::bmmaBitOpXOR, nvcuda::wmma::experimental::bmmaAccumulateOpPOPC); } #else static_assert(false, "wmma.mma.sync interger type multiplicands is avialable only for SM75 and beyond"); #endif }; } // namespace arch } // namespace cutlass