/* * Copyright (c) 2022-2024, NVIDIA CORPORATION. All rights reserved. * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ #pragma once #include #include extern "C" __device__ unsigned __nvvm_get_smem_pointer(void* ptr); template __device__ inline int swizzle(int x_) { return x_ ^ x_ / line_ % (mode_ / 16) * (16 / sizeof(T_)); } template __device__ inline int swizzle(int x_, int y_) { return x_ ^ y_ * (16 / sizeof(T_)); } template __device__ inline void cp_shared_global(unsigned s_ptr, void const* g_ptr) { static_assert(size_ == 4 || size_ == 8 || size_ == 16); #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 800 if constexpr (size_ == 16) asm volatile("cp.async.cg.shared.global [%0], [%1], %2;\n" ::"r"(s_ptr), "l"(g_ptr), "n"(size_)); else if constexpr (size_ == 8) asm volatile("cp.async.ca.shared.global [%0], [%1], %2;\n" ::"r"(s_ptr), "l"(g_ptr), "n"(size_)); else if constexpr (size_ == 4) asm volatile("cp.async.ca.shared.global [%0], [%1], %2;\n" ::"r"(s_ptr), "l"(g_ptr), "n"(size_)); #elif defined(__CUDA_ARCH__) unsigned tmp[size_ / 4]; if constexpr (size_ == 16) { asm volatile("ld.global.v4.b32 {%0, %1, %2, %3}, [%4];\n" : "=r"(tmp[0]), "=r"(tmp[1]), "=r"(tmp[2]), "=r"(tmp[3]) : "l"(g_ptr)); asm volatile("st.shared.v4.b32 [%0], {%1, %2, %3, %4};\n" ::"r"(s_ptr), "r"(tmp[0]), "r"(tmp[1]), "r"(tmp[2]), "r"(tmp[3])); } else if constexpr (size_ == 8) { asm volatile("ld.global.v2.b32 {%0, %1}, [%2];\n" : "=r"(tmp[0]), "=r"(tmp[1]) : "l"(g_ptr)); asm volatile("st.shared.v2.b32 [%0], {%1, %2};\n" ::"r"(s_ptr), "r"(tmp[0]), "r"(tmp[1])); } else if constexpr (size_ == 4) { asm volatile("ld.global.b32 %0, [%1];\n" : "=r"(tmp[0]) : "l"(g_ptr)); asm volatile("st.shared.b32 [%0], %1;\n" ::"r"(s_ptr), "r"(tmp[0])); } #endif } template __device__ inline void cp_shared_global(unsigned s_ptr, void const* g_ptr, bool valid_) { static_assert(size_ == 4 || size_ == 8 || size_ == 16); #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 800 if constexpr (size_ == 16) asm volatile("cp.async.cg.shared.global [%0], [%1], %2, %3;\n" ::"r"(s_ptr), "l"(g_ptr), "n"(size_), "r"(valid_ ? size_ : 0)); else if constexpr (size_ == 8) asm volatile("cp.async.ca.shared.global [%0], [%1], %2, %3;\n" ::"r"(s_ptr), "l"(g_ptr), "n"(size_), "r"(valid_ ? size_ : 0)); else if constexpr (size_ == 4) asm volatile("cp.async.ca.shared.global [%0], [%1], %2, %3;\n" ::"r"(s_ptr), "l"(g_ptr), "n"(size_), "r"(valid_ ? size_ : 0)); #elif defined(__CUDA_ARCH__) unsigned tmp[size_ / 4]; if constexpr (size_ == 16) { if (valid_) { asm volatile("ld.global.v4.b32 {%0, %1, %2, %3}, [%4];\n" : "=r"(tmp[0]), "=r"(tmp[1]), "=r"(tmp[2]), "=r"(tmp[3]) : "l"(g_ptr)); asm volatile("st.shared.v4.b32 [%0], {%1, %2, %3, %4};\n" ::"r"(s_ptr), "r"(tmp[0]), "r"(tmp[1]), "r"(tmp[2]), "r"(tmp[3])); } else { asm volatile("st.shared.v4.b32 [%0], {%1, %2, %3, %4};\n" ::"r"(s_ptr), "n"(0), "n"(0), "n"(0), "n"(0)); } } else if constexpr (size_ == 8) { if (valid_) { asm volatile("ld.global.v2.b32 {%0, %1}, [%2];\n" : "=r"(tmp[0]), "=r"(tmp[1]) : "l"(g_ptr)); asm volatile("st.shared.v2.b32 [%0], {%1, %2};\n" ::"r"(s_ptr), "r"(tmp[0]), "r"(tmp[1])); } else { asm volatile("st.shared.v2.b32 [%0], {%1, %2};\n" ::"r"(s_ptr), "n"(0), "n"(0)); } } else if constexpr (size_ == 4) { if (valid_) { asm volatile("ld.global.b32 %0, [%1];\n" : "=r"(tmp[0]) : "l"(g_ptr)); asm volatile("st.shared.b32 [%0], %1;\n" ::"r"(s_ptr), "r"(tmp[0])); } else { asm volatile("st.shared.b32 [%0], %1;\n" ::"r"(s_ptr), "n"(0)); } } #endif } __device__ inline void cp_commit_group() { #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 800 asm volatile("cp.async.commit_group;\n"); #endif } template __device__ inline void cp_wait_group() { #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 800 asm volatile("cp.async.wait_group %0;\n" ::"n"(remain_)); #endif } template __device__ inline void ldmatrix_x4(unsigned& r0_, unsigned& r1_, unsigned& r2_, unsigned& r3_, unsigned addr_) { #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 750 if (trans_) asm volatile("ldmatrix.sync.aligned.m8n8.x4.trans.shared.b16 {%0, %1, %2, %3}, [%4];\n" : "=r"(r0_), "=r"(r1_), "=r"(r2_), "=r"(r3_) : "r"(addr_)); else asm volatile("ldmatrix.sync.aligned.m8n8.x4.shared.b16 {%0, %1, %2, %3}, [%4];\n" : "=r"(r0_), "=r"(r1_), "=r"(r2_), "=r"(r3_) : "r"(addr_)); #endif } template __device__ inline void mma(std::array& acc_, std::array a_, std::array b_) { #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 800 if (std::is_same_v) asm volatile( "mma.sync.aligned.m16n8k16.row.col.f32.f16.f16.f32 \n" "{%0, %1, %2, %3},\n" "{%4, %5, %6, %7},\n" "{%8, %9},\n" "{%0, %1, %2, %3};\n" : "+f"(acc_[0]), "+f"(acc_[1]), "+f"(acc_[2]), "+f"(acc_[3]) : "r"(a_[0]), "r"(a_[1]), "r"(a_[2]), "r"(a_[3]), "r"(b_[0]), "r"(b_[1])); else asm volatile( "mma.sync.aligned.m16n8k16.row.col.f32.bf16.bf16.f32 \n" "{%0, %1, %2, %3},\n" "{%4, %5, %6, %7},\n" "{%8, %9},\n" "{%0, %1, %2, %3};\n" : "+f"(acc_[0]), "+f"(acc_[1]), "+f"(acc_[2]), "+f"(acc_[3]) : "r"(a_[0]), "r"(a_[1]), "r"(a_[2]), "r"(a_[3]), "r"(b_[0]), "r"(b_[1])); #endif } template __device__ inline void wgmma(std::array, 2>& acc_, uint64_t aDesc_, uint64_t bDesc_) { #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 900 && defined(__CUDA_ARCH_FEAT_SM90_ALL) if (std::is_same_v) asm volatile( "wgmma.mma_async.sync.aligned.m64n16k16.f32.f16.f16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7},\n" " %8, %9, 1,1,1, %10,%11;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); else asm volatile( "wgmma.mma_async.sync.aligned.m64n16k16.f32.bf16.bf16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7},\n" " %8, %9, 1,1,1, %10,%11;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); #endif } template __device__ inline void wgmma(std::array, 4>& acc_, uint64_t aDesc_, uint64_t bDesc_) { #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 900 && defined(__CUDA_ARCH_FEAT_SM90_ALL) if (std::is_same_v) asm volatile( "wgmma.mma_async.sync.aligned.m64n32k16.f32.f16.f16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7, \n" " %8, %9, %10, %11, %12, %13, %14, %15},\n" " %16, %17, 1,1,1, %18,%19;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]), "+f"(acc_[2][0]), "+f"(acc_[2][1]), "+f"(acc_[2][2]), "+f"(acc_[2][3]), "+f"(acc_[3][0]), "+f"(acc_[3][1]), "+f"(acc_[3][2]), "+f"(acc_[3][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); else asm volatile( "wgmma.mma_async.sync.aligned.m64n32k16.f32.bf16.bf16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7, \n" " %8, %9, %10, %11, %12, %13, %14, %15},\n" " %16, %17, 1,1,1, %18,%19;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]), "+f"(acc_[2][0]), "+f"(acc_[2][1]), "+f"(acc_[2][2]), "+f"(acc_[2][3]), "+f"(acc_[3][0]), "+f"(acc_[3][1]), "+f"(acc_[3][2]), "+f"(acc_[3][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); #endif } template __device__ inline void wgmma(std::array, 8>& acc_, uint64_t aDesc_, uint64_t bDesc_) { #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 900 && defined(__CUDA_ARCH_FEAT_SM90_ALL) if (std::is_same_v) asm volatile( "wgmma.mma_async.sync.aligned.m64n64k16.f32.f16.f16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7, \n" " %8, %9, %10, %11, %12, %13, %14, %15, \n" " %16, %17, %18, %19, %20, %21, %22, %23, \n" " %24, %25, %26, %27, %28, %29, %30, %31},\n" " %32, %33, 1,1,1, %34,%35;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]), "+f"(acc_[2][0]), "+f"(acc_[2][1]), "+f"(acc_[2][2]), "+f"(acc_[2][3]), "+f"(acc_[3][0]), "+f"(acc_[3][1]), "+f"(acc_[3][2]), "+f"(acc_[3][3]), "+f"(acc_[4][0]), "+f"(acc_[4][1]), "+f"(acc_[4][2]), "+f"(acc_[4][3]), "+f"(acc_[5][0]), "+f"(acc_[5][1]), "+f"(acc_[5][2]), "+f"(acc_[5][3]), "+f"(acc_[6][0]), "+f"(acc_[6][1]), "+f"(acc_[6][2]), "+f"(acc_[6][3]), "+f"(acc_[7][0]), "+f"(acc_[7][1]), "+f"(acc_[7][2]), "+f"(acc_[7][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); else asm volatile( "wgmma.mma_async.sync.aligned.m64n64k16.f32.bf16.bf16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7, \n" " %8, %9, %10, %11, %12, %13, %14, %15, \n" " %16, %17, %18, %19, %20, %21, %22, %23, \n" " %24, %25, %26, %27, %28, %29, %30, %31},\n" " %32, %33, 1,1,1, %34,%35;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]), "+f"(acc_[2][0]), "+f"(acc_[2][1]), "+f"(acc_[2][2]), "+f"(acc_[2][3]), "+f"(acc_[3][0]), "+f"(acc_[3][1]), "+f"(acc_[3][2]), "+f"(acc_[3][3]), "+f"(acc_[4][0]), "+f"(acc_[4][1]), "+f"(acc_[4][2]), "+f"(acc_[4][3]), "+f"(acc_[5][0]), "+f"(acc_[5][1]), "+f"(acc_[5][2]), "+f"(acc_[5][3]), "+f"(acc_[6][0]), "+f"(acc_[6][1]), "+f"(acc_[6][2]), "+f"(acc_[6][3]), "+f"(acc_[7][0]), "+f"(acc_[7][1]), "+f"(acc_[7][2]), "+f"(acc_[7][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); #endif } template __device__ inline void wgmma(std::array, 16>& acc_, uint64_t aDesc_, uint64_t bDesc_) { #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 900 && defined(__CUDA_ARCH_FEAT_SM90_ALL) if (std::is_same_v) asm volatile( "wgmma.mma_async.sync.aligned.m64n128k16.f32.f16.f16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7, \n" " %8, %9, %10, %11, %12, %13, %14, %15, \n" " %16, %17, %18, %19, %20, %21, %22, %23, \n" " %24, %25, %26, %27, %28, %29, %30, %31, \n" " %32, %33, %34, %35, %36, %37, %38, %39, \n" " %40, %41, %42, %43, %44, %45, %46, %47, \n" " %48, %49, %50, %51, %52, %53, %54, %55, \n" " %56, %57, %58, %59, %60, %61, %62, %63},\n" " %64, %65, 1,1,1, %66,%67;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]), "+f"(acc_[2][0]), "+f"(acc_[2][1]), "+f"(acc_[2][2]), "+f"(acc_[2][3]), "+f"(acc_[3][0]), "+f"(acc_[3][1]), "+f"(acc_[3][2]), "+f"(acc_[3][3]), "+f"(acc_[4][0]), "+f"(acc_[4][1]), "+f"(acc_[4][2]), "+f"(acc_[4][3]), "+f"(acc_[5][0]), "+f"(acc_[5][1]), "+f"(acc_[5][2]), "+f"(acc_[5][3]), "+f"(acc_[6][0]), "+f"(acc_[6][1]), "+f"(acc_[6][2]), "+f"(acc_[6][3]), "+f"(acc_[7][0]), "+f"(acc_[7][1]), "+f"(acc_[7][2]), "+f"(acc_[7][3]), "+f"(acc_[8][0]), "+f"(acc_[8][1]), "+f"(acc_[8][2]), "+f"(acc_[8][3]), "+f"(acc_[9][0]), "+f"(acc_[9][1]), "+f"(acc_[9][2]), "+f"(acc_[9][3]), "+f"(acc_[10][0]), "+f"(acc_[10][1]), "+f"(acc_[10][2]), "+f"(acc_[10][3]), "+f"(acc_[11][0]), "+f"(acc_[11][1]), "+f"(acc_[11][2]), "+f"(acc_[11][3]), "+f"(acc_[12][0]), "+f"(acc_[12][1]), "+f"(acc_[12][2]), "+f"(acc_[12][3]), "+f"(acc_[13][0]), "+f"(acc_[13][1]), "+f"(acc_[13][2]), "+f"(acc_[13][3]), "+f"(acc_[14][0]), "+f"(acc_[14][1]), "+f"(acc_[14][2]), "+f"(acc_[14][3]), "+f"(acc_[15][0]), "+f"(acc_[15][1]), "+f"(acc_[15][2]), "+f"(acc_[15][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); else asm volatile( "wgmma.mma_async.sync.aligned.m64n128k16.f32.bf16.bf16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7, \n" " %8, %9, %10, %11, %12, %13, %14, %15, \n" " %16, %17, %18, %19, %20, %21, %22, %23, \n" " %24, %25, %26, %27, %28, %29, %30, %31, \n" " %32, %33, %34, %35, %36, %37, %38, %39, \n" " %40, %41, %42, %43, %44, %45, %46, %47, \n" " %48, %49, %50, %51, %52, %53, %54, %55, \n" " %56, %57, %58, %59, %60, %61, %62, %63},\n" " %64, %65, 1,1,1, %66,%67;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]), "+f"(acc_[2][0]), "+f"(acc_[2][1]), "+f"(acc_[2][2]), "+f"(acc_[2][3]), "+f"(acc_[3][0]), "+f"(acc_[3][1]), "+f"(acc_[3][2]), "+f"(acc_[3][3]), "+f"(acc_[4][0]), "+f"(acc_[4][1]), "+f"(acc_[4][2]), "+f"(acc_[4][3]), "+f"(acc_[5][0]), "+f"(acc_[5][1]), "+f"(acc_[5][2]), "+f"(acc_[5][3]), "+f"(acc_[6][0]), "+f"(acc_[6][1]), "+f"(acc_[6][2]), "+f"(acc_[6][3]), "+f"(acc_[7][0]), "+f"(acc_[7][1]), "+f"(acc_[7][2]), "+f"(acc_[7][3]), "+f"(acc_[8][0]), "+f"(acc_[8][1]), "+f"(acc_[8][2]), "+f"(acc_[8][3]), "+f"(acc_[9][0]), "+f"(acc_[9][1]), "+f"(acc_[9][2]), "+f"(acc_[9][3]), "+f"(acc_[10][0]), "+f"(acc_[10][1]), "+f"(acc_[10][2]), "+f"(acc_[10][3]), "+f"(acc_[11][0]), "+f"(acc_[11][1]), "+f"(acc_[11][2]), "+f"(acc_[11][3]), "+f"(acc_[12][0]), "+f"(acc_[12][1]), "+f"(acc_[12][2]), "+f"(acc_[12][3]), "+f"(acc_[13][0]), "+f"(acc_[13][1]), "+f"(acc_[13][2]), "+f"(acc_[13][3]), "+f"(acc_[14][0]), "+f"(acc_[14][1]), "+f"(acc_[14][2]), "+f"(acc_[14][3]), "+f"(acc_[15][0]), "+f"(acc_[15][1]), "+f"(acc_[15][2]), "+f"(acc_[15][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); #endif } template __device__ inline void wgmma(std::array, 32>& acc_, uint64_t aDesc_, uint64_t bDesc_) { #if defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 900 && defined(__CUDA_ARCH_FEAT_SM90_ALL) if (std::is_same_v) asm volatile( "wgmma.mma_async.sync.aligned.m64n256k16.f32.f16.f16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7, \n" " %8, %9, %10, %11, %12, %13, %14, %15, \n" " %16, %17, %18, %19, %20, %21, %22, %23, \n" " %24, %25, %26, %27, %28, %29, %30, %31, \n" " %32, %33, %34, %35, %36, %37, %38, %39, \n" " %40, %41, %42, %43, %44, %45, %46, %47, \n" " %48, %49, %50, %51, %52, %53, %54, %55, \n" " %56, %57, %58, %59, %60, %61, %62, %63, \n" " %64, %65, %66, %67, %68, %69, %70, %71, \n" " %72, %73, %74, %75, %76, %77, %78, %79, \n" " %80, %81, %82, %83, %84, %85, %86, %87, \n" " %88, %89, %90, %91, %92, %93, %94, %95, \n" " %96, %97, %98, %99, %100, %101, %102, %103, \n" " %104, %105, %106, %107, %108, %109, %110, %111, \n" " %112, %113, %114, %115, %116, %117, %118, %119, \n" " %120, %121, %122, %123, %124, %125, %126, %127},\n" " %128, %129, 1,1,1, %130,%131;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]), "+f"(acc_[2][0]), "+f"(acc_[2][1]), "+f"(acc_[2][2]), "+f"(acc_[2][3]), "+f"(acc_[3][0]), "+f"(acc_[3][1]), "+f"(acc_[3][2]), "+f"(acc_[3][3]), "+f"(acc_[4][0]), "+f"(acc_[4][1]), "+f"(acc_[4][2]), "+f"(acc_[4][3]), "+f"(acc_[5][0]), "+f"(acc_[5][1]), "+f"(acc_[5][2]), "+f"(acc_[5][3]), "+f"(acc_[6][0]), "+f"(acc_[6][1]), "+f"(acc_[6][2]), "+f"(acc_[6][3]), "+f"(acc_[7][0]), "+f"(acc_[7][1]), "+f"(acc_[7][2]), "+f"(acc_[7][3]), "+f"(acc_[8][0]), "+f"(acc_[8][1]), "+f"(acc_[8][2]), "+f"(acc_[8][3]), "+f"(acc_[9][0]), "+f"(acc_[9][1]), "+f"(acc_[9][2]), "+f"(acc_[9][3]), "+f"(acc_[10][0]), "+f"(acc_[10][1]), "+f"(acc_[10][2]), "+f"(acc_[10][3]), "+f"(acc_[11][0]), "+f"(acc_[11][1]), "+f"(acc_[11][2]), "+f"(acc_[11][3]), "+f"(acc_[12][0]), "+f"(acc_[12][1]), "+f"(acc_[12][2]), "+f"(acc_[12][3]), "+f"(acc_[13][0]), "+f"(acc_[13][1]), "+f"(acc_[13][2]), "+f"(acc_[13][3]), "+f"(acc_[14][0]), "+f"(acc_[14][1]), "+f"(acc_[14][2]), "+f"(acc_[14][3]), "+f"(acc_[15][0]), "+f"(acc_[15][1]), "+f"(acc_[15][2]), "+f"(acc_[15][3]), "+f"(acc_[16][0]), "+f"(acc_[16][1]), "+f"(acc_[16][2]), "+f"(acc_[16][3]), "+f"(acc_[17][0]), "+f"(acc_[17][1]), "+f"(acc_[17][2]), "+f"(acc_[17][3]), "+f"(acc_[18][0]), "+f"(acc_[18][1]), "+f"(acc_[18][2]), "+f"(acc_[18][3]), "+f"(acc_[19][0]), "+f"(acc_[19][1]), "+f"(acc_[19][2]), "+f"(acc_[19][3]), "+f"(acc_[20][0]), "+f"(acc_[20][1]), "+f"(acc_[20][2]), "+f"(acc_[20][3]), "+f"(acc_[21][0]), "+f"(acc_[21][1]), "+f"(acc_[21][2]), "+f"(acc_[21][3]), "+f"(acc_[22][0]), "+f"(acc_[22][1]), "+f"(acc_[22][2]), "+f"(acc_[22][3]), "+f"(acc_[23][0]), "+f"(acc_[23][1]), "+f"(acc_[23][2]), "+f"(acc_[23][3]), "+f"(acc_[24][0]), "+f"(acc_[24][1]), "+f"(acc_[24][2]), "+f"(acc_[24][3]), "+f"(acc_[25][0]), "+f"(acc_[25][1]), "+f"(acc_[25][2]), "+f"(acc_[25][3]), "+f"(acc_[26][0]), "+f"(acc_[26][1]), "+f"(acc_[26][2]), "+f"(acc_[26][3]), "+f"(acc_[27][0]), "+f"(acc_[27][1]), "+f"(acc_[27][2]), "+f"(acc_[27][3]), "+f"(acc_[28][0]), "+f"(acc_[28][1]), "+f"(acc_[28][2]), "+f"(acc_[28][3]), "+f"(acc_[29][0]), "+f"(acc_[29][1]), "+f"(acc_[29][2]), "+f"(acc_[29][3]), "+f"(acc_[30][0]), "+f"(acc_[30][1]), "+f"(acc_[30][2]), "+f"(acc_[30][3]), "+f"(acc_[31][0]), "+f"(acc_[31][1]), "+f"(acc_[31][2]), "+f"(acc_[31][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); else asm volatile( "wgmma.mma_async.sync.aligned.m64n256k16.f32.bf16.bf16 \n" "{ %0, %1, %2, %3, %4, %5, %6, %7, \n" " %8, %9, %10, %11, %12, %13, %14, %15, \n" " %16, %17, %18, %19, %20, %21, %22, %23, \n" " %24, %25, %26, %27, %28, %29, %30, %31, \n" " %32, %33, %34, %35, %36, %37, %38, %39, \n" " %40, %41, %42, %43, %44, %45, %46, %47, \n" " %48, %49, %50, %51, %52, %53, %54, %55, \n" " %56, %57, %58, %59, %60, %61, %62, %63, \n" " %64, %65, %66, %67, %68, %69, %70, %71, \n" " %72, %73, %74, %75, %76, %77, %78, %79, \n" " %80, %81, %82, %83, %84, %85, %86, %87, \n" " %88, %89, %90, %91, %92, %93, %94, %95, \n" " %96, %97, %98, %99, %100, %101, %102, %103, \n" " %104, %105, %106, %107, %108, %109, %110, %111, \n" " %112, %113, %114, %115, %116, %117, %118, %119, \n" " %120, %121, %122, %123, %124, %125, %126, %127},\n" " %128, %129, 1,1,1, %130,%131;\n" : "+f"(acc_[0][0]), "+f"(acc_[0][1]), "+f"(acc_[0][2]), "+f"(acc_[0][3]), "+f"(acc_[1][0]), "+f"(acc_[1][1]), "+f"(acc_[1][2]), "+f"(acc_[1][3]), "+f"(acc_[2][0]), "+f"(acc_[2][1]), "+f"(acc_[2][2]), "+f"(acc_[2][3]), "+f"(acc_[3][0]), "+f"(acc_[3][1]), "+f"(acc_[3][2]), "+f"(acc_[3][3]), "+f"(acc_[4][0]), "+f"(acc_[4][1]), "+f"(acc_[4][2]), "+f"(acc_[4][3]), "+f"(acc_[5][0]), "+f"(acc_[5][1]), "+f"(acc_[5][2]), "+f"(acc_[5][3]), "+f"(acc_[6][0]), "+f"(acc_[6][1]), "+f"(acc_[6][2]), "+f"(acc_[6][3]), "+f"(acc_[7][0]), "+f"(acc_[7][1]), "+f"(acc_[7][2]), "+f"(acc_[7][3]), "+f"(acc_[8][0]), "+f"(acc_[8][1]), "+f"(acc_[8][2]), "+f"(acc_[8][3]), "+f"(acc_[9][0]), "+f"(acc_[9][1]), "+f"(acc_[9][2]), "+f"(acc_[9][3]), "+f"(acc_[10][0]), "+f"(acc_[10][1]), "+f"(acc_[10][2]), "+f"(acc_[10][3]), "+f"(acc_[11][0]), "+f"(acc_[11][1]), "+f"(acc_[11][2]), "+f"(acc_[11][3]), "+f"(acc_[12][0]), "+f"(acc_[12][1]), "+f"(acc_[12][2]), "+f"(acc_[12][3]), "+f"(acc_[13][0]), "+f"(acc_[13][1]), "+f"(acc_[13][2]), "+f"(acc_[13][3]), "+f"(acc_[14][0]), "+f"(acc_[14][1]), "+f"(acc_[14][2]), "+f"(acc_[14][3]), "+f"(acc_[15][0]), "+f"(acc_[15][1]), "+f"(acc_[15][2]), "+f"(acc_[15][3]), "+f"(acc_[16][0]), "+f"(acc_[16][1]), "+f"(acc_[16][2]), "+f"(acc_[16][3]), "+f"(acc_[17][0]), "+f"(acc_[17][1]), "+f"(acc_[17][2]), "+f"(acc_[17][3]), "+f"(acc_[18][0]), "+f"(acc_[18][1]), "+f"(acc_[18][2]), "+f"(acc_[18][3]), "+f"(acc_[19][0]), "+f"(acc_[19][1]), "+f"(acc_[19][2]), "+f"(acc_[19][3]), "+f"(acc_[20][0]), "+f"(acc_[20][1]), "+f"(acc_[20][2]), "+f"(acc_[20][3]), "+f"(acc_[21][0]), "+f"(acc_[21][1]), "+f"(acc_[21][2]), "+f"(acc_[21][3]), "+f"(acc_[22][0]), "+f"(acc_[22][1]), "+f"(acc_[22][2]), "+f"(acc_[22][3]), "+f"(acc_[23][0]), "+f"(acc_[23][1]), "+f"(acc_[23][2]), "+f"(acc_[23][3]), "+f"(acc_[24][0]), "+f"(acc_[24][1]), "+f"(acc_[24][2]), "+f"(acc_[24][3]), "+f"(acc_[25][0]), "+f"(acc_[25][1]), "+f"(acc_[25][2]), "+f"(acc_[25][3]), "+f"(acc_[26][0]), "+f"(acc_[26][1]), "+f"(acc_[26][2]), "+f"(acc_[26][3]), "+f"(acc_[27][0]), "+f"(acc_[27][1]), "+f"(acc_[27][2]), "+f"(acc_[27][3]), "+f"(acc_[28][0]), "+f"(acc_[28][1]), "+f"(acc_[28][2]), "+f"(acc_[28][3]), "+f"(acc_[29][0]), "+f"(acc_[29][1]), "+f"(acc_[29][2]), "+f"(acc_[29][3]), "+f"(acc_[30][0]), "+f"(acc_[30][1]), "+f"(acc_[30][2]), "+f"(acc_[30][3]), "+f"(acc_[31][0]), "+f"(acc_[31][1]), "+f"(acc_[31][2]), "+f"(acc_[31][3]) : "l"(aDesc_), "l"(bDesc_), "n"(aTrans_ ? 1 : 0), "n"(bTrans_ ? 1 : 0)); #endif } typedef __nv_bfloat16 bf16; typedef __nv_bfloat162 bf162; template __device__ int swz(int x_) { return x_ ^ x_ / line_ % (mode_ / 16) * 8; } // vim: ts=2 sw=2 sts=2 et sta