* CUTLASS 3.7 * clean up changelog --------- Co-authored-by: yuzhai <yuzhai@nvidia.com> Co-authored-by: Haicheng Wu <haichengw@nvidia.com>
364 lines
11 KiB
C++
364 lines
11 KiB
C++
/***************************************************************************************************
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* Copyright (c) 2024 - 2025 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-accumulate specialzied for SM89
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*/
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#pragma once
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#include <cuda/std/cassert>
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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__ > 12) || (__CUDACC_VER_MAJOR__ == 12 && __CUDACC_VER_MINOR__ >= 4)
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# define CUTLASS_ARCH_MMA_SM89_SUPPORTED 1
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#endif
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#if defined(CUTLASS_ARCH_MMA_SM89_SUPPORTED) && defined(__CUDA_ARCH__) && (__CUDA_ARCH__ == 890)
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# define CUTLASS_ARCH_MMA_SM89_ENABLED
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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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namespace detail {
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// Whether the Mma uses as SM89 staged accumulation policy
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template <class Operator>
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static constexpr bool is_sm89_staged_policy_v =
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(
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// ElementA must be FP8
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platform::is_same<typename Operator::ElementA, cutlass::float_e4m3_t>::value ||
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platform::is_same<typename Operator::ElementA, cutlass::float_e5m2_t>::value
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) &&
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(
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// ElementB must be FP8
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platform::is_same<typename Operator::ElementB, cutlass::float_e4m3_t>::value ||
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platform::is_same<typename Operator::ElementB, cutlass::float_e5m2_t>::value
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) &&
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(
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// The instruction shape must be 16x8x32
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Operator::ArchMmaOperator::Shape::kM == 16 &&
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Operator::ArchMmaOperator::Shape::kN == 8 &&
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Operator::ArchMmaOperator::Shape::kK == 32
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) &&
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(
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// The operator must be OpMultiplyAdd (default)
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platform::is_same<typename Operator::MathOperator, OpMultiplyAdd>::value
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);
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} // namespace detail
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////////////////////////////////////////////////////////////////////////////////
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////////////////////////////////////////////////////////////////////////////////
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//
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// Matrix Multiply 16832 - Float {E4M3, E5M2}, FP32 accumulation
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//
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////////////////////////////////////////////////////////////////////////////////
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/// Matrix multiply-add operation - F32 = fe4m3 * fe4m3 + F32
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template <typename Operator_>
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struct Mma<
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gemm::GemmShape<16, 8, 32>,
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32,
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cutlass::float_e4m3_t,
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layout::RowMajor,
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cutlass::float_e4m3_t,
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layout::ColumnMajor,
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float,
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layout::RowMajor,
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Operator_> {
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static_assert(platform::is_same<Operator_, OpMultiplyAdd>::value ||
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platform::is_same<Operator_, OpMultiplyAddFastAccum>::value,
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"Invalid operator for SM89 FP8 instruction");
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using Shape = gemm::GemmShape<16, 8, 32>;
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using ElementA = cutlass::float_e4m3_t;
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using LayoutA = layout::RowMajor;
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using FragmentA = Array<ElementA, 16>;
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using ElementB = cutlass::float_e4m3_t;
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using LayoutB = layout::ColumnMajor;
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using FragmentB = Array<ElementB, 8>;
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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 = Operator_;
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using ArchTag = arch::Sm89;
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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_SM89_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.m16n8k32.row.col.f32.e4m3.e4m3.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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:
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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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"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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/// Matrix multiply-add operation - F32 = fe4m3 * fe5m2 + F32
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template <typename Operator_>
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struct Mma<
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gemm::GemmShape<16, 8, 32>,
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32,
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cutlass::float_e4m3_t,
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layout::RowMajor,
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cutlass::float_e5m2_t,
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layout::ColumnMajor,
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float,
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layout::RowMajor,
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Operator_> {
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static_assert(platform::is_same<Operator_, OpMultiplyAdd>::value ||
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platform::is_same<Operator_, OpMultiplyAddFastAccum>::value,
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"Invalid operator for SM89 FP8 instruction");
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using Shape = gemm::GemmShape<16, 8, 32>;
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using ElementA = cutlass::float_e4m3_t;
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using LayoutA = layout::RowMajor;
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using FragmentA = Array<ElementA, 16>;
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using ElementB = cutlass::float_e5m2_t;
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using LayoutB = layout::ColumnMajor;
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using FragmentB = Array<ElementB, 8>;
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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 = Operator_;
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using ArchTag = arch::Sm89;
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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_SM89_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.m16n8k32.row.col.f32.e4m3.e5m2.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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:
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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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"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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/// Matrix multiply-add operation - F32 = fe5m2 * fe4m3 + F32
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template <typename Operator_>
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struct Mma<
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gemm::GemmShape<16, 8, 32>,
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32,
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cutlass::float_e5m2_t,
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layout::RowMajor,
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cutlass::float_e4m3_t,
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layout::ColumnMajor,
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float,
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layout::RowMajor,
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Operator_> {
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static_assert(platform::is_same<Operator_, OpMultiplyAdd>::value ||
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platform::is_same<Operator_, OpMultiplyAddFastAccum>::value,
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"Invalid operator for SM89 FP8 instruction");
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using Shape = gemm::GemmShape<16, 8, 32>;
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using ElementA = cutlass::float_e5m2_t;
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using LayoutA = layout::RowMajor;
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using FragmentA = Array<ElementA, 16>;
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using ElementB = cutlass::float_e4m3_t;
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using LayoutB = layout::ColumnMajor;
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using FragmentB = Array<ElementB, 8>;
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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 = Operator_;
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using ArchTag = arch::Sm89;
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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_SM89_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.m16n8k32.row.col.f32.e5m2.e4m3.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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:
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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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"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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/// Matrix multiply-add operation - F32 = fe5m2 * fe5m2 + F32
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template <typename Operator_>
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struct Mma<
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gemm::GemmShape<16, 8, 32>,
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32,
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cutlass::float_e5m2_t,
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layout::RowMajor,
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cutlass::float_e5m2_t,
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layout::ColumnMajor,
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float,
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layout::RowMajor,
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Operator_> {
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static_assert(platform::is_same<Operator_, OpMultiplyAdd>::value ||
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platform::is_same<Operator_, OpMultiplyAddFastAccum>::value,
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"Invalid operator for SM89 FP8 instruction");
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using Shape = gemm::GemmShape<16, 8, 32>;
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using ElementA = cutlass::float_e5m2_t;
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using LayoutA = layout::RowMajor;
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using FragmentA = Array<ElementA, 16>;
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using ElementB = cutlass::float_e5m2_t;
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using LayoutB = layout::ColumnMajor;
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using FragmentB = Array<ElementB, 8>;
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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 = Operator_;
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using ArchTag = arch::Sm89;
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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_SM89_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.m16n8k32.row.col.f32.e5m2.e5m2.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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:
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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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"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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} // namespace arch
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} // namespace cutlass
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