/** * \file dnn/src/aarch64/matrix_mul/fp32/strategy.cpp * MegEngine is Licensed under the Apache License, Version 2.0 (the "License") * * Copyright (c) 2014-2020 Megvii Inc. All rights reserved. * * Unless required by applicable law or agreed to in writing, * software distributed under the License is distributed on an * "AS IS" BASIS, WITHOUT ARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. */ #include "src/aarch64/matrix_mul/fp32/strategy.h" #include "src/aarch64/matrix_mul/fp32/kernel_general_4x16.h" #include "src/aarch64/matrix_mul/fp32/kernel_general_8x12.h" #include "src/common/utils.h" using namespace megdnn; using namespace aarch64; using namespace aarch64::matmul; MEGDNN_REG_GEMM_STRATEGY_IMPL(sgemm_4x16); void sgemm_4x16::pack_A(float* out, const float* in, int ldin, int y0, int ymax, int k0, int kmax, bool transpose_A) const { if (transpose_A) { matmul_general_4x16::sgemm_4x16_pack_A_t(out, in, ldin, y0, ymax, k0, kmax); } else { matmul_general_4x16::sgemm_4x16_pack_A_n(out, in, ldin, y0, ymax, k0, kmax); } } void sgemm_4x16::pack_B(float* out, const float* in, int ldin, int x0, int xmax, int k0, int kmax, bool transpose_B) const { if (transpose_B) { matmul_general_4x16::sgemm_4x16_pack_B_t(out, in, ldin, x0, xmax, k0, kmax); } else { matmul_general_4x16::sgemm_4x16_pack_B_n(out, in, ldin, x0, xmax, k0, kmax); } } void sgemm_4x16::kern(const float* packA, const float* packB, size_t M, size_t N, size_t K, float* C, size_t LDC, bool is_first_k, const float*, float*) const { megdnn_assert(A_dtype.enumv() == B_dtype.enumv() && A_dtype.enumv() == C_dtype.enumv() && A_dtype.enumv() == DTypeEnum::Float32); MEGDNN_MARK_USED_VAR(A_dtype); MEGDNN_MARK_USED_VAR(B_dtype); MEGDNN_MARK_USED_VAR(C_dtype); constexpr size_t A_INTERLEAVE = 4; constexpr size_t B_INTERLEAVE = 16; const int K16 = K * 16; const int K4 = K * 4; size_t m = 0; for (; m < M; m += A_INTERLEAVE) { float* output = C + (m * LDC); size_t n = 0; const float* cur_packB = packB; for (; n + B_INTERLEAVE - 1 < N; n += B_INTERLEAVE) { matmul_general_4x16::kern_4x16(packA, cur_packB, K, output, LDC, is_first_k, std::min(M - m, 4)); output += B_INTERLEAVE; cur_packB += K16; } for (; n < N; n += 4) { matmul_general_4x16::kern_4x4(packA, cur_packB, K, output, LDC, is_first_k, std::min(M - m, 4), std::min(N - n, 4)); output += 4; cur_packB += K4; } packA += K4; } } MEGDNN_REG_GEMM_STRATEGY_IMPL(sgemm_8x12); void sgemm_8x12::pack_A(float* out, const float* in, int ldin, int y0, int ymax, int k0, int kmax, bool transpose_A) const { if (transpose_A) { matmul_general_8x12::sgemm_8x12_pack_A_t(out, in, ldin, y0, ymax, k0, kmax); } else { matmul_general_8x12::sgemm_8x12_pack_A_n(out, in, ldin, y0, ymax, k0, kmax); } } void sgemm_8x12::pack_B(float* out, const float* in, int ldin, int x0, int xmax, int k0, int kmax, bool transpose_B) const { if (transpose_B) { matmul_general_8x12::sgemm_8x12_pack_B_t(out, in, ldin, x0, xmax, k0, kmax); } else { matmul_general_8x12::sgemm_8x12_pack_B_n(out, in, ldin, x0, xmax, k0, kmax); } } void sgemm_8x12::kern(const float* packA, const float* packB, size_t M, size_t N, size_t K, float* C, size_t LDC, bool is_first_k, const float*, float*) const { megdnn_assert(A_dtype.enumv() == B_dtype.enumv() && A_dtype.enumv() == C_dtype.enumv() && A_dtype.enumv() == DTypeEnum::Float32); MEGDNN_MARK_USED_VAR(A_dtype); MEGDNN_MARK_USED_VAR(B_dtype); MEGDNN_MARK_USED_VAR(C_dtype); constexpr size_t A_INTERLEAVE = 8; constexpr size_t A_INTERLEAVE4 = 4; constexpr size_t B_INTERLEAVE = 12; const int K12 = K * 12; const int K8 = K * 8; const int K4 = K * 4; size_t m = 0; for (; m + A_INTERLEAVE <= M; m += A_INTERLEAVE) { float* output = C + (m * LDC); size_t n = 0; const float* cur_packB = packB; for (; n + B_INTERLEAVE <= N; n += B_INTERLEAVE) { matmul_general_8x12::kern_8x12(packA, cur_packB, K, output, LDC, is_first_k); output += B_INTERLEAVE; cur_packB += K12; } for (; n < N; n += 4) { matmul_general_8x12::kern_8x4(packA, cur_packB, K, output, LDC, is_first_k, std::min(N - n, 4)); output += 4; cur_packB += K4; } packA += K8; } for (; m < M; m += A_INTERLEAVE4) { float* output = C + (m * LDC); size_t n = 0; const float* cur_packB = packB; for (; n + B_INTERLEAVE - 1 < N; n += B_INTERLEAVE) { matmul_general_8x12::kern_4x12(packA, cur_packB, K, output, LDC, is_first_k, std::min(M - m, 4)); output += B_INTERLEAVE; cur_packB += K12; } for (; n < N; n += 4) { matmul_general_8x12::kern_4x4( packA, cur_packB, K, output, LDC, is_first_k, std::min(M - m, 4), std::min(N - n, 4)); output += 4; cur_packB += K4; } packA += K4; } } // vim: syntax=cpp.doxygen