2257 lines
56 KiB
C++
2257 lines
56 KiB
C++
/***************************************************************************************************
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* Copyright (c) 2017 - 2023 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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* SPDX-License-Identifier: BSD-3-Clause
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions are met:
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*
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* 1. Redistributions of source code must retain the above copyright notice, this
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* list of conditions and the following disclaimer.
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*
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* 2. Redistributions in binary form must reproduce the above copyright notice,
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* this list of conditions and the following disclaimer in the documentation
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* and/or other materials provided with the distribution.
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*
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* 3. Neither the name of the copyright holder nor the names of its
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* contributors may be used to endorse or promote products derived from
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* this software without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
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* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
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* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
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* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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*
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**************************************************************************************************/
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/*! \file
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\brief Matrix multiply
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*/
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#pragma once
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#if defined(__CUDACC_RTC__)
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#include <cuda/std/cassert>
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#else
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#include <assert.h>
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#endif
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#include "cutlass/cutlass.h"
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#include "mma.h"
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#include "cutlass/layout/matrix.h"
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#include "cutlass/numeric_types.h"
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////////////////////////////////////////////////////////////////////////////////
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#if ((__CUDACC_VER_MAJOR__ > 11) || (__CUDACC_VER_MAJOR__ == 11 && __CUDACC_VER_MINOR__ >= 0))
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#define CUTLASS_ARCH_MMA_SM80_SUPPORTED 1
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#if (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ >= 800))
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#define CUTLASS_ARCH_MMA_SM80_ENABLED
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#endif
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#endif
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////////////////////////////////////////////////////////////////////////////////
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namespace cutlass {
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namespace arch {
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////////////////////////////////////////////////////////////////////////////////
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//
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// Matrix Multiply 1688 - Float BF16, FP32 accumulation
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//
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////////////////////////////////////////////////////////////////////////////////
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/// Matrix multiply-add operation - F32 = bf16 * bf16 + F32
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template <>
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struct Mma<
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gemm::GemmShape<16, 8, 8>,
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32,
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bfloat16_t,
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layout::RowMajor,
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bfloat16_t,
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layout::ColumnMajor,
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float,
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layout::RowMajor,
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OpMultiplyAdd> {
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using Shape = gemm::GemmShape<16, 8, 8>;
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using ElementA = bfloat16_t;
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using LayoutA = layout::RowMajor;
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using FragmentA = Array<bfloat16_t, 4>;
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using ElementB = bfloat16_t;
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using LayoutB = layout::ColumnMajor;
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using FragmentB = Array<bfloat16_t, 2>;
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using ElementC = float;
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using LayoutC = layout::RowMajor;
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using FragmentC = Array<float, 4>;
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using Operator = OpMultiplyAdd;
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using ArchTag = arch::Sm80;
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CUTLASS_HOST_DEVICE
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void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b,
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FragmentC const &c) const {
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#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
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uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
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uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
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float const *C = reinterpret_cast<float const *>(&c);
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float *D = reinterpret_cast<float *>(&d);
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asm(
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"mma.sync.aligned.m16n8k8.row.col.f32.bf16.bf16.f32 "
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"{%0,%1,%2,%3}, {%4,%5}, {%6}, {%7,%8,%9,%10};\n"
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: "=f"(D[0]), "=f"(D[1]), "=f"(D[2]), "=f"(D[3])
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:
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"r"(A[0]), "r"(A[1]),
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"r"(B[0]),
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"f"(C[0]), "f"(C[1]), "f"(C[2]), "f"(C[3])
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);
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#else
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CUTLASS_UNUSED(d);
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CUTLASS_UNUSED(a);
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CUTLASS_UNUSED(b);
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CUTLASS_UNUSED(c);
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CUTLASS_NOT_IMPLEMENTED();
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#endif
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}
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};
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////////////////////////////////////////////////////////////////////////////////
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//
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// Matrix Multiply 1684 - Float TF32
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//
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////////////////////////////////////////////////////////////////////////////////
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/// Matrix multiply-add operation: F32 = tf32 * tf32 + F32
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template <>
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struct Mma<
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gemm::GemmShape<16, 8, 4>,
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32,
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tfloat32_t,
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layout::RowMajor,
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tfloat32_t,
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layout::ColumnMajor,
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float,
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layout::RowMajor,
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OpMultiplyAdd> {
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using Shape = gemm::GemmShape<16, 8, 4>;
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using ElementA = tfloat32_t;
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using LayoutA = layout::RowMajor;
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using FragmentA = Array<tfloat32_t, 2>;
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using ElementB = tfloat32_t;
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using LayoutB = layout::ColumnMajor;
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using FragmentB = Array<tfloat32_t, 1>;
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using ElementC = float;
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using LayoutC = layout::RowMajor;
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using FragmentC = Array<float, 4>;
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using Operator = OpMultiplyAdd;
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using ArchTag = arch::Sm80;
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CUTLASS_HOST_DEVICE
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void operator()(
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FragmentC &d,
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FragmentA const &a,
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FragmentB const &b,
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FragmentC const &c
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) const {
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#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
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uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
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uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
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float const *C = reinterpret_cast<float const *>(&c);
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float *D = reinterpret_cast<float *>(&d);
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asm volatile(
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"mma.sync.aligned.m16n8k4.row.col.f32.tf32.tf32.f32 {%0,%1,%2,%3}, {%4,%5}, {%6}, {%7,%8,%9,%10};\n"
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: "=f"(D[0]), "=f"(D[1]), "=f"(D[2]), "=f"(D[3])
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:
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"r"(A[0]), "r"(A[1]),
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"r"(B[0]),
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"f"(C[0]), "f"(C[1]), "f"(C[2]), "f"(C[3])
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);
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#else
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CUTLASS_UNUSED(d);
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CUTLASS_UNUSED(a);
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CUTLASS_UNUSED(b);
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CUTLASS_UNUSED(c);
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CUTLASS_NOT_IMPLEMENTED();
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#endif
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}
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};
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////////////////////////////////////////////////////////////////////////////////
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//
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// Matrix Multiply 1688 - Float TF32
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//
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////////////////////////////////////////////////////////////////////////////////
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/// Matrix multiply-add operation: F32 = tf32 * tf32 + F32
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template <>
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struct Mma<gemm::GemmShape<16, 8, 8>, 32, tfloat32_t, layout::RowMajor,
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tfloat32_t, layout::ColumnMajor, float, layout::RowMajor,
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OpMultiplyAdd> {
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using Shape = gemm::GemmShape<16, 8, 8>;
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using ElementA = tfloat32_t;
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using LayoutA = layout::RowMajor;
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using FragmentA = Array<tfloat32_t, 4>;
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using ElementB = tfloat32_t;
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using LayoutB = layout::ColumnMajor;
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using FragmentB = Array<tfloat32_t, 2>;
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using ElementC = float;
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using LayoutC = layout::RowMajor;
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using FragmentC = Array<float, 4>;
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using Operator = OpMultiplyAdd;
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using ArchTag = arch::Sm80;
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CUTLASS_HOST_DEVICE
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void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b,
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FragmentC const &c) const {
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#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
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uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
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uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
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float const *C = reinterpret_cast<float const *>(&c);
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float *D = reinterpret_cast<float *>(&d);
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asm volatile(
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"mma.sync.aligned.m16n8k8.row.col.f32.tf32.tf32.f32 "
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"{%0,%1,%2,%3}, {%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
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: "=f"(D[0]), "=f"(D[1]), "=f"(D[2]), "=f"(D[3])
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: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
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"f"(C[0]), "f"(C[1]), "f"(C[2]), "f"(C[3]));
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#else
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CUTLASS_UNUSED(d);
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CUTLASS_UNUSED(a);
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CUTLASS_UNUSED(b);
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CUTLASS_UNUSED(c);
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CUTLASS_NOT_IMPLEMENTED();
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#endif
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}
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};
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////////////////////////////////////////////////////////////////////////////////
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//
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// Matrix Multiply 16816
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//
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////////////////////////////////////////////////////////////////////////////////
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/// Matrix multiply-add operation: F16 = F16 * F16 + F16
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template <>
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struct Mma<
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gemm::GemmShape<16, 8, 16>,
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32,
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half_t,
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layout::RowMajor,
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half_t,
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layout::ColumnMajor,
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half_t,
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layout::RowMajor,
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OpMultiplyAdd> {
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using Shape = gemm::GemmShape<16, 8, 16>;
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using ElementA = half_t;
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using LayoutA = layout::RowMajor;
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using FragmentA = Array<half_t, 8>;
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using ElementB = half_t;
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using LayoutB = layout::ColumnMajor;
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using FragmentB = Array<half_t, 4>;
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using ElementC = half_t;
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using LayoutC = layout::RowMajor;
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using FragmentC = Array<half_t, 4>;
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using Operator = OpMultiplyAdd;
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using ArchTag = arch::Sm80;
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/// Computes multiply-add
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CUTLASS_HOST_DEVICE
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void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b,
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FragmentC const &c) const {
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#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
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uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
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uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
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uint32_t const *C = reinterpret_cast<uint32_t const *>(&c);
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uint32_t *D = reinterpret_cast<uint32_t *>(&d);
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asm volatile("mma.sync.aligned.m16n8k16.row.col.f16.f16.f16.f16 {%0,%1}, {%2,%3,%4,%5}, {%6,%7}, {%8,%9};\n"
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: "=r"(D[0]), "=r"(D[1])
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: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]),
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"r"(B[0]), "r"(B[1]),
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"r"(C[0]), "r"(C[1])
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);
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#else
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CUTLASS_UNUSED(d);
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CUTLASS_UNUSED(a);
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CUTLASS_UNUSED(b);
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CUTLASS_UNUSED(c);
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CUTLASS_NOT_IMPLEMENTED();
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#endif
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}
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};
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////////////////////////////////////////////////////////////////////////////////
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/// Matrix multiply-add operation: F32 = bf16 * bf16 + F32
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template <>
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struct Mma<
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gemm::GemmShape<16, 8, 16>,
|
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32,
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bfloat16_t,
|
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layout::RowMajor,
|
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bfloat16_t,
|
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layout::ColumnMajor,
|
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float,
|
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layout::RowMajor,
|
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OpMultiplyAdd> {
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|
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using Shape = gemm::GemmShape<16, 8, 16>;
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|
|
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using ElementA = bfloat16_t;
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using LayoutA = layout::RowMajor;
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using FragmentA = Array<bfloat16_t, 8>;
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|
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using ElementB = bfloat16_t;
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using LayoutB = layout::ColumnMajor;
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using FragmentB = Array<bfloat16_t, 4>;
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using ElementC = float;
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using LayoutC = layout::RowMajor;
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using FragmentC = Array<float, 4>;
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using Operator = OpMultiplyAdd;
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using ArchTag = arch::Sm80;
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/// Computes multiply-add
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CUTLASS_HOST_DEVICE
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void operator()(
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FragmentC &d,
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FragmentA const &a,
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FragmentB const &b,
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FragmentC const &c
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) const {
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|
|
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#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
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|
|
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uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
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uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
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float const *C = reinterpret_cast<float const *>(&c);
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float *D = reinterpret_cast<float *>(&d);
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asm volatile(
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"mma.sync.aligned.m16n8k16.row.col.f32.bf16.bf16.f32 "
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"{%0,%1,%2,%3}, {%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
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: "=f"(D[0]), "=f"(D[1]), "=f"(D[2]), "=f"(D[3])
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: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
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"f"(C[0]), "f"(C[1]), "f"(C[2]), "f"(C[3]));
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#else
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|
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CUTLASS_UNUSED(d);
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CUTLASS_UNUSED(a);
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CUTLASS_UNUSED(b);
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CUTLASS_UNUSED(c);
|
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CUTLASS_NOT_IMPLEMENTED();
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#endif
|
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}
|
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};
|
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|
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////////////////////////////////////////////////////////////////////////////////
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|
|
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/// Matrix multiply-add operation: F32 = F16 * F16 + F32
|
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template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16, 8, 16>,
|
|
32,
|
|
half_t,
|
|
layout::RowMajor,
|
|
half_t,
|
|
layout::ColumnMajor,
|
|
float,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16, 8, 16>;
|
|
|
|
using ElementA = half_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<half_t, 8>;
|
|
|
|
using ElementB = half_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<half_t, 4>;
|
|
|
|
using ElementC = float;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<float, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
float const *C = reinterpret_cast<float const *>(&c);
|
|
float *D = reinterpret_cast<float *>(&d);
|
|
|
|
asm volatile(
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|
"mma.sync.aligned.m16n8k16.row.col.f32.f16.f16.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 884 - F64
|
|
//
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Matrix multiply-add operation: F64 = F64 * F64 + F64
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<8,8,4>,
|
|
32,
|
|
double,
|
|
layout::RowMajor,
|
|
double,
|
|
layout::ColumnMajor,
|
|
double,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<8,8,4>;
|
|
|
|
using ElementA = double;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<double, 1>;
|
|
|
|
using ElementB = double;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<double, 1>;
|
|
|
|
using ElementC = double;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<double, 2>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
|
|
using ArchTag = arch::Sm80;
|
|
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(FragmentC &d, FragmentA const &a, FragmentB const &b,
|
|
FragmentC const &c) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
double const & A = reinterpret_cast<double const &>(a);
|
|
double const & B = reinterpret_cast<double const &>(b);
|
|
|
|
double const *C = reinterpret_cast<double const *>(&c);
|
|
double *D = reinterpret_cast<double *>(&d);
|
|
|
|
asm volatile("mma.sync.aligned.m8n8k4.row.col.f64.f64.f64.f64 {%0,%1}, {%2}, {%3}, {%4,%5};\n"
|
|
: "=d"(D[0]), "=d"(D[1])
|
|
: "d"(A), "d"(B), "d"(C[0]), "d"(C[1]));
|
|
|
|
#else
|
|
|
|
CUTLASS_UNUSED(d);
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_NOT_IMPLEMENTED();
|
|
|
|
#endif
|
|
}
|
|
};
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
//
|
|
// Matrix Multiply 16816 - S8 input, S32 accumulation
|
|
//
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Matrix multiply-add operation: S32 = S8 * S8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,16>,
|
|
32,
|
|
int8_t,
|
|
layout::RowMajor,
|
|
int8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,16>;
|
|
|
|
using ElementA = int8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<int8_t, 8>;
|
|
|
|
using ElementB = int8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<int8_t, 4>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const &B = reinterpret_cast<uint32_t const &>(b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k16.row.col.s32.s8.s8.s32 {%0,%1,%2,%3}, {%4,%5}, {%6}, "
|
|
"{%7,%8,%9,%10};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(B), "r"(C[0]), "r"(C[1]), "r"(C[2]),
|
|
"r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U8 * S8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,16>,
|
|
32,
|
|
uint8_t,
|
|
layout::RowMajor,
|
|
int8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,16>;
|
|
|
|
using ElementA = uint8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<uint8_t, 8>;
|
|
|
|
using ElementB = int8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<int8_t, 4>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const &B = reinterpret_cast<uint32_t const &>(b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k16.row.col.s32.u8.s8.s32 {%0,%1,%2,%3}, {%4,%5}, {%6}, "
|
|
"{%7,%8,%9,%10};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(B), "r"(C[0]), "r"(C[1]), "r"(C[2]),
|
|
"r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = S8 * U8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,16>,
|
|
32,
|
|
int8_t,
|
|
layout::RowMajor,
|
|
uint8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,16>;
|
|
|
|
using ElementA = int8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<int8_t, 8>;
|
|
|
|
using ElementB = uint8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<uint8_t, 4>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const &B = reinterpret_cast<uint32_t const &>(b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k16.row.col.s32.s8.u8.s32 {%0,%1,%2,%3}, {%4,%5}, {%6}, "
|
|
"{%7,%8,%9,%10};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(B), "r"(C[0]), "r"(C[1]), "r"(C[2]),
|
|
"r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U8 * U8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,16>,
|
|
32,
|
|
uint8_t,
|
|
layout::RowMajor,
|
|
uint8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,16>;
|
|
|
|
using ElementA = uint8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<uint8_t, 8>;
|
|
|
|
using ElementB = uint8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<uint8_t, 4>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const &B = reinterpret_cast<uint32_t const &>(b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k16.row.col.s32.u8.u8.s32 {%0,%1,%2,%3}, {%4,%5}, {%6}, "
|
|
"{%7,%8,%9,%10};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(B), "r"(C[0]), "r"(C[1]), "r"(C[2]),
|
|
"r"(C[3]));
|
|
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
//
|
|
// Matrix Multiply 16816 - S8 input, S32 accumulation - SATURATE
|
|
//
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Matrix multiply-add operation: S32 = S8 * S8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,16>,
|
|
32,
|
|
int8_t,
|
|
layout::RowMajor,
|
|
int8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,16>;
|
|
|
|
using ElementA = int8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<int8_t, 8>;
|
|
|
|
using ElementB = int8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<int8_t, 4>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAddSaturate;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const &B = reinterpret_cast<uint32_t const &>(b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k16.row.col.s32.s8.s8.s32.satfinite {%0,%1,%2,%3}, {%4,%5}, "
|
|
"{%6}, {%7,%8,%9,%10};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(B), "r"(C[0]), "r"(C[1]), "r"(C[2]),
|
|
"r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U8 * S8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,16>,
|
|
32,
|
|
uint8_t,
|
|
layout::RowMajor,
|
|
int8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,16>;
|
|
|
|
using ElementA = uint8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<uint8_t, 8>;
|
|
|
|
using ElementB = int8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<int8_t, 4>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAddSaturate;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const &B = reinterpret_cast<uint32_t const &>(b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k16.row.col.s32.u8.s8.s32.satfinite {%0,%1,%2,%3}, {%4,%5}, "
|
|
"{%6}, {%7,%8,%9,%10};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(B), "r"(C[0]), "r"(C[1]), "r"(C[2]),
|
|
"r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = S8 * U8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,16>,
|
|
32,
|
|
int8_t,
|
|
layout::RowMajor,
|
|
uint8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,16>;
|
|
|
|
using ElementA = int8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<int8_t, 8>;
|
|
|
|
using ElementB = uint8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<uint8_t, 4>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAddSaturate;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const &B = reinterpret_cast<uint32_t const &>(b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k16.row.col.s32.s8.u8.s32.satfinite {%0,%1,%2,%3}, {%4,%5}, "
|
|
"{%6}, {%7,%8,%9,%10};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(B), "r"(C[0]), "r"(C[1]), "r"(C[2]),
|
|
"r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U8 * U8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,16>,
|
|
32,
|
|
uint8_t,
|
|
layout::RowMajor,
|
|
uint8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,16>;
|
|
|
|
using ElementA = uint8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<uint8_t, 8>;
|
|
|
|
using ElementB = uint8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<uint8_t, 4>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAddSaturate;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const &B = reinterpret_cast<uint32_t const &>(b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k16.row.col.s32.u8.u8.s32.satfinite {%0,%1,%2,%3}, {%4,%5}, "
|
|
"{%6}, {%7,%8,%9,%10};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(B), "r"(C[0]), "r"(C[1]), "r"(C[2]),
|
|
"r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
//
|
|
// Matrix Multiply 16832 - S8 input, S32 accumulation
|
|
//
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Matrix multiply-add operation: S32 = S8 * S8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,32>,
|
|
32,
|
|
int8_t,
|
|
layout::RowMajor,
|
|
int8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,32>;
|
|
|
|
using ElementA = int8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<int8_t, 16>;
|
|
|
|
using ElementB = int8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<int8_t, 8>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k32.row.col.s32.s8.s8.s32 {%0,%1,%2,%3}, {%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U8 * S8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,32>,
|
|
32,
|
|
uint8_t,
|
|
layout::RowMajor,
|
|
int8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,32>;
|
|
|
|
using ElementA = uint8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<uint8_t, 16>;
|
|
|
|
using ElementB = int8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<int8_t, 8>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k32.row.col.s32.u8.s8.s32 {%0,%1,%2,%3}, {%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = S8 * U8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,32>,
|
|
32,
|
|
int8_t,
|
|
layout::RowMajor,
|
|
uint8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,32>;
|
|
|
|
using ElementA = int8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<int8_t, 16>;
|
|
|
|
using ElementB = uint8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<uint8_t, 8>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k32.row.col.s32.s8.u8.s32 {%0,%1,%2,%3}, {%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U8 * U8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,32>,
|
|
32,
|
|
uint8_t,
|
|
layout::RowMajor,
|
|
uint8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,32>;
|
|
|
|
using ElementA = uint8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<uint8_t, 16>;
|
|
|
|
using ElementB = uint8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<uint8_t, 8>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k32.row.col.s32.u8.u8.s32 {%0,%1,%2,%3}, {%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
//
|
|
// Matrix Multiply 16832 - S8 input, S32 accumulation - SATURATE
|
|
//
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Matrix multiply-add operation: S32 = S8 * S8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,32>,
|
|
32,
|
|
int8_t,
|
|
layout::RowMajor,
|
|
int8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,32>;
|
|
|
|
using ElementA = int8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<int8_t, 16>;
|
|
|
|
using ElementB = int8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<int8_t, 8>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const * A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const * B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k32.row.col.s32.s8.s8.s32.satfinite {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U8 * S8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,32>,
|
|
32,
|
|
uint8_t,
|
|
layout::RowMajor,
|
|
int8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,32>;
|
|
|
|
using ElementA = uint8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<uint8_t, 16>;
|
|
|
|
using ElementB = int8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<int8_t, 8>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAddSaturate;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k32.row.col.s32.u8.s8.s32.satfinite {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = S8 * U8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,32>,
|
|
32,
|
|
int8_t,
|
|
layout::RowMajor,
|
|
uint8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,32>;
|
|
|
|
using ElementA = int8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<int8_t, 16>;
|
|
|
|
using ElementB = uint8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<uint8_t, 8>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k32.row.col.s32.s8.u8.s32.satfinite {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U8 * U8 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,32>,
|
|
32,
|
|
uint8_t,
|
|
layout::RowMajor,
|
|
uint8_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,32>;
|
|
|
|
using ElementA = uint8_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<uint8_t, 16>;
|
|
|
|
using ElementB = uint8_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<uint8_t, 8>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAddSaturate;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k32.row.col.s32.u8.u8.s32.satfinite {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
//
|
|
// Matrix Multiply 16864 - S4 input, S32 accumulation
|
|
//
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Matrix multiply-add operation: S32 = S4 * S4 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16, 8, 64>,
|
|
32,
|
|
cutlass::int4b_t,
|
|
layout::RowMajor,
|
|
cutlass::int4b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16, 8, 64>;
|
|
|
|
using ElementA = cutlass::int4b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::int4b_t, 32>;
|
|
|
|
using ElementB = cutlass::int4b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::int4b_t, 16>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k64.row.col.s32.s4.s4.s32 {%0,%1,%2,%3}, {%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U4 * S4 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16, 8, 64>,
|
|
32,
|
|
cutlass::uint4b_t,
|
|
layout::RowMajor,
|
|
cutlass::int4b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16, 8, 64>;
|
|
|
|
using ElementA = cutlass::uint4b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::uint4b_t, 32>;
|
|
|
|
using ElementB = cutlass::int4b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::int4b_t, 16>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k64.row.col.s32.u4.s4.s32 {%0,%1,%2,%3}, {%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = S4 * U4 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16, 8, 64>,
|
|
32,
|
|
cutlass::int4b_t,
|
|
layout::RowMajor,
|
|
cutlass::uint4b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16, 8, 64>;
|
|
|
|
using ElementA = cutlass::int4b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::int4b_t, 32>;
|
|
|
|
using ElementB = cutlass::uint4b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::uint4b_t, 16>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k64.row.col.s32.s4.u4.s32 {%0,%1,%2,%3}, {%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U4 * U4 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16, 8, 64>,
|
|
32,
|
|
cutlass::uint4b_t,
|
|
layout::RowMajor,
|
|
cutlass::uint4b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16, 8, 64>;
|
|
|
|
using ElementA = cutlass::uint4b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::uint4b_t, 32>;
|
|
|
|
using ElementB = cutlass::uint4b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::uint4b_t, 16>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k64.row.col.s32.u4.u4.s32 {%0,%1,%2,%3}, {%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
//
|
|
// Matrix Multiply 16864 - S4 input, S32 accumulation - SATURATE
|
|
//
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Matrix multiply-add operation: S32 = S4 * S4 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16, 8, 64>,
|
|
32,
|
|
cutlass::int4b_t,
|
|
layout::RowMajor,
|
|
cutlass::int4b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16, 8, 64>;
|
|
|
|
using ElementA = cutlass::int4b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::int4b_t, 32>;
|
|
|
|
using ElementB = cutlass::int4b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::int4b_t, 16>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const * A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const * B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k64.row.col.s32.s4.s4.s32.satfinite {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U4 * S4 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16, 8, 64>,
|
|
32,
|
|
cutlass::uint4b_t,
|
|
layout::RowMajor,
|
|
cutlass::int4b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16, 8, 64>;
|
|
|
|
using ElementA = cutlass::uint4b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::uint4b_t, 32>;
|
|
|
|
using ElementB = cutlass::int4b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::int4b_t, 16>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAddSaturate;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k64.row.col.s32.u4.s4.s32.satfinite {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = S4 * U4 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16, 8, 64>,
|
|
32,
|
|
cutlass::int4b_t,
|
|
layout::RowMajor,
|
|
cutlass::uint4b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16, 8, 64>;
|
|
|
|
using ElementA = cutlass::int4b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::int4b_t, 32>;
|
|
|
|
using ElementB = cutlass::uint4b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::uint4b_t, 16>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k64.row.col.s32.s4.u4.s32.satfinite {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = U4 * U4 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16, 8, 64>,
|
|
32,
|
|
cutlass::uint4b_t,
|
|
layout::RowMajor,
|
|
cutlass::uint4b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAddSaturate> {
|
|
|
|
using Shape = gemm::GemmShape<16, 8, 64>;
|
|
|
|
using ElementA = cutlass::uint4b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::uint4b_t, 32>;
|
|
|
|
using ElementB = cutlass::uint4b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::uint4b_t, 16>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpMultiplyAddSaturate;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k64.row.col.s32.u4.u4.s32.satfinite {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, {%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
//
|
|
// Matrix Multiply 168256 - B1 input, S32 accumulation - AND,POPC
|
|
//
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Matrix multiply-add operation: S32 = B1 & B1 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,256>,
|
|
32,
|
|
cutlass::uint1b_t,
|
|
layout::RowMajor,
|
|
cutlass::uint1b_t,
|
|
layout::ColumnMajor,
|
|
int32_t,
|
|
layout::RowMajor,
|
|
OpAndPopc> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,256>;
|
|
|
|
using ElementA = cutlass::uint1b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::uint1b_t, 128>;
|
|
|
|
using ElementB = cutlass::uint1b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::uint1b_t, 64>;
|
|
|
|
using ElementC = int32_t;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int32_t, 4>;
|
|
|
|
using Operator = OpAndPopc;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k256.row.col.s32.b1.b1.s32.and.popc {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
/// Matrix multiply-add operation: S32 = B1 & B1 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,256>,
|
|
32,
|
|
cutlass::uint1b_t,
|
|
layout::RowMajor,
|
|
cutlass::uint1b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpMultiplyAdd> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,256>;
|
|
|
|
using ElementA = cutlass::uint1b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::uint1b_t, 128>;
|
|
|
|
using ElementB = cutlass::uint1b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::uint1b_t, 64>;
|
|
|
|
using ElementC = int32_t;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int32_t, 4>;
|
|
|
|
using Operator = OpMultiplyAdd;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k256.row.col.s32.b1.b1.s32.and.popc {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
#endif
|
|
}
|
|
};
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
//
|
|
// Matrix Multiply 168256 - B1 input, S32 accumulation - XOR,POPC
|
|
//
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
/// Matrix multiply-add operation: S32 = B1 & B1 + S32
|
|
template <>
|
|
struct Mma<
|
|
gemm::GemmShape<16,8,256>,
|
|
32,
|
|
cutlass::uint1b_t,
|
|
layout::RowMajor,
|
|
cutlass::uint1b_t,
|
|
layout::ColumnMajor,
|
|
int,
|
|
layout::RowMajor,
|
|
OpXorPopc> {
|
|
|
|
using Shape = gemm::GemmShape<16,8,256>;
|
|
|
|
using ElementA = cutlass::uint1b_t;
|
|
using LayoutA = layout::RowMajor;
|
|
using FragmentA = Array<cutlass::uint1b_t, 128>;
|
|
|
|
using ElementB = cutlass::uint1b_t;
|
|
using LayoutB = layout::ColumnMajor;
|
|
using FragmentB = Array<cutlass::uint1b_t, 64>;
|
|
|
|
using ElementC = int;
|
|
using LayoutC = layout::RowMajor;
|
|
using FragmentC = Array<int, 4>;
|
|
|
|
using Operator = OpXorPopc;
|
|
using ArchTag = arch::Sm80;
|
|
|
|
/// Computes multiply-add
|
|
CUTLASS_HOST_DEVICE
|
|
void operator()(
|
|
FragmentC &d,
|
|
FragmentA const &a,
|
|
FragmentB const &b,
|
|
FragmentC const &c
|
|
) const {
|
|
|
|
#if defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
|
|
uint32_t const *A = reinterpret_cast<uint32_t const *>(&a);
|
|
uint32_t const *B = reinterpret_cast<uint32_t const *>(&b);
|
|
|
|
int const *C = reinterpret_cast<int const *>(&c);
|
|
int *D = reinterpret_cast<int *>(&d);
|
|
|
|
asm volatile(
|
|
"mma.sync.aligned.m16n8k256.row.col.s32.b1.b1.s32.xor.popc {%0,%1,%2,%3}, "
|
|
"{%4,%5,%6,%7}, "
|
|
"{%8,%9}, {%10,%11,%12,%13};\n"
|
|
: "=r"(D[0]), "=r"(D[1]), "=r"(D[2]), "=r"(D[3])
|
|
: "r"(A[0]), "r"(A[1]), "r"(A[2]), "r"(A[3]), "r"(B[0]), "r"(B[1]),
|
|
"r"(C[0]), "r"(C[1]), "r"(C[2]), "r"(C[3]));
|
|
|
|
#else
|
|
|
|
CUTLASS_UNUSED(a);
|
|
CUTLASS_UNUSED(b);
|
|
CUTLASS_UNUSED(c);
|
|
CUTLASS_UNUSED(d);
|
|
assert(0);
|
|
|
|
#endif // defined(CUTLASS_ARCH_MMA_SM80_ENABLED)
|
|
}
|
|
};
|
|
|
|
////////////////////////////////////////////////////////////////////////////////
|
|
|
|
} // namespace arch
|
|
} // namespace cutlass
|
|
|
|
/////////////////////////////////////////////////////////////////////////////////////////////////
|