megenginelite-sys 1.8.2

A safe megenginelite wrapper in Rust
Documentation
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/**
 * \file dnn/src/x86/matrix_mul/f32/strategy_6x16.cpp
 * MegEngine is Licensed under the Apache License, Version 2.0 (the "License")
 *
 * Copyright (c) 2014-2021 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.
 */

/**
 * \file dnn/src/x86/matrix_mul/f32/strategy_6x16.cpp
 *
 * This file is part of MegDNN, a deep neural network run-time library
 * developed by Megvii.
 *
 * \copyright copyright (c) 2014-2019 megvii inc. all rights reserved.
 */
#include <immintrin.h>

#include "src/common/unroll_macro.h"
#include "src/common/utils.h"
#include "src/x86/avx_helper.h"
#include "src/x86/matrix_mul/common/common.h"
#include "src/x86/matrix_mul/f32/strategy.h"

using namespace megdnn;
using namespace x86;

#define DNN_AVX2_TARGET
#if !defined(__clang__)
//! bypass gcc bug https://bugs.launchpad.net/ubuntu/+source/gcc-5/+bug/1642109
#pragma GCC target("avx2", "fma")
#else
#undef DNN_AVX2_TARGET
#define DNN_AVX2_TARGET MEGDNN_ATTRIBUTE_TARGET("avx2,fma")
#endif

#define UNROLL_CODE(cb, i, a...) UNROLL_CALL1(i, cb, ##a)
namespace {

DNN_AVX2_TARGET
void transpose_16x8_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5,
        const float* inptr6, const float* inptr7, const float* inptr8,
        const float* inptr9, const float* inptr10, const float* inptr11,
        const float* inptr12, const float* inptr13, const float* inptr14,
        const float* inptr15, float* outptr) {
    auto ymm0 = _mm256_loadu_ps(inptr0);  // A0A1A2A3A4A5A6A7
    auto ymm1 = _mm256_loadu_ps(inptr1);  // B0B1B2B3B4B5B6B7
    auto ymm2 = _mm256_loadu_ps(inptr2);  // C0C1C2C3C4C5C6C7
    auto ymm3 = _mm256_loadu_ps(inptr3);  // D0D1D2D3D4D5D6D7
    auto ymm4 = _mm256_loadu_ps(inptr4);  // E0E1E2E3E4E5E6E7
    auto ymm5 = _mm256_loadu_ps(inptr5);  // F0F1F2F3F4F5F6F7
    auto ymm6 = _mm256_loadu_ps(inptr6);  // G0G1G2G3G4G5G6G7
    auto ymm7 = _mm256_loadu_ps(inptr7);  // H0H1H2H3H4H5H6H7

    auto ymm8 = _mm256_unpacklo_ps(ymm0, ymm2);   // A0C0A1C1A4C4A5C5
    auto ymm9 = _mm256_unpackhi_ps(ymm0, ymm2);   // A2C2A3C3A6C6A7C7
    auto ymm10 = _mm256_unpacklo_ps(ymm1, ymm3);  // B0D0B1D1B4D4B5D5
    auto ymm11 = _mm256_unpackhi_ps(ymm1, ymm3);  // B2D2B3D3B6D6B7D7
    auto ymm12 = _mm256_unpacklo_ps(ymm4, ymm6);  // E0G0E1G1E4G4E5G5
    auto ymm13 = _mm256_unpackhi_ps(ymm4, ymm6);  // E2G2E3G3E6G6E7G7
    auto ymm14 = _mm256_unpacklo_ps(ymm5, ymm7);  // F0H0F1H1F4H4F5H5
    auto ymm15 = _mm256_unpackhi_ps(ymm5, ymm7);  // F2H2F3H3F6H6F7H7

    ymm0 = _mm256_unpacklo_ps(ymm8, ymm10);   // A0B0C0D0A4B4C4D4
    ymm1 = _mm256_unpackhi_ps(ymm8, ymm10);   // A1B1C1D1A5B5C5D5
    ymm2 = _mm256_unpacklo_ps(ymm9, ymm11);   // A2B2C2D2A6B6C6D6
    ymm3 = _mm256_unpackhi_ps(ymm9, ymm11);   // A3B3C3D3A7B7C7D7
    ymm4 = _mm256_unpacklo_ps(ymm12, ymm14);  // E0F0G0H0E4F4G4H4
    ymm5 = _mm256_unpackhi_ps(ymm12, ymm14);  // E1F1G1H1E5F5G5H5
    ymm6 = _mm256_unpacklo_ps(ymm13, ymm15);  // E2F2G2H2E6F6G6H6
    ymm7 = _mm256_unpackhi_ps(ymm13, ymm15);  // E3F3G3H3E7F7G7H7

    ymm8 = _mm256_permute2f128_ps(ymm0, ymm4, 0x20);   // A0B0C0D0E0F0G0H0
    ymm9 = _mm256_permute2f128_ps(ymm1, ymm5, 0x20);   // A1B1C1D1E1F1G1H1
    ymm10 = _mm256_permute2f128_ps(ymm2, ymm6, 0x20);  // A2B2C2D2E2F2G2H2
    ymm11 = _mm256_permute2f128_ps(ymm3, ymm7, 0x20);  // A3B3C3D3E3F3G3H3
    ymm12 = _mm256_permute2f128_ps(ymm0, ymm4, 0x31);  // A4B4C4D4E4F4G4H4
    ymm13 = _mm256_permute2f128_ps(ymm1, ymm5, 0x31);  // A5B5C5D5E5F5G5H5
    ymm14 = _mm256_permute2f128_ps(ymm2, ymm6, 0x31);  // A6B6C6D6E6F6G6H6
    ymm15 = _mm256_permute2f128_ps(ymm3, ymm7, 0x31);  // A7B7C7D7E7F7G7H7

    _mm256_storeu_ps(outptr + 16 * 0, ymm8);
    _mm256_storeu_ps(outptr + 16 * 1, ymm9);
    _mm256_storeu_ps(outptr + 16 * 2, ymm10);
    _mm256_storeu_ps(outptr + 16 * 3, ymm11);
    _mm256_storeu_ps(outptr + 16 * 4, ymm12);
    _mm256_storeu_ps(outptr + 16 * 5, ymm13);
    _mm256_storeu_ps(outptr + 16 * 6, ymm14);
    _mm256_storeu_ps(outptr + 16 * 7, ymm15);
    ymm0 = _mm256_loadu_ps(inptr8);   // A0A1A2A3A4A5A6A7
    ymm1 = _mm256_loadu_ps(inptr9);   // B0B1B2B3B4B5B6B7
    ymm2 = _mm256_loadu_ps(inptr10);  // C0C1C2C3C4C5C6C7
    ymm3 = _mm256_loadu_ps(inptr11);  // D0D1D2D3D4D5D6D7
    ymm4 = _mm256_loadu_ps(inptr12);  // E0E1E2E3E4E5E6E7
    ymm5 = _mm256_loadu_ps(inptr13);  // F0F1F2F3F4F5F6F7
    ymm6 = _mm256_loadu_ps(inptr14);  // G0G1G2G3G4G5G6G7
    ymm7 = _mm256_loadu_ps(inptr15);  // H0H1H2H3H4H5H6H7

    ymm8 = _mm256_unpacklo_ps(ymm0, ymm2);   // A0C0A1C1A4C4A5C5
    ymm9 = _mm256_unpackhi_ps(ymm0, ymm2);   // A2C2A3C3A6C6A7C7
    ymm10 = _mm256_unpacklo_ps(ymm1, ymm3);  // B0D0B1D1B4D4B5D5
    ymm11 = _mm256_unpackhi_ps(ymm1, ymm3);  // B2D2B3D3B6D6B7D7
    ymm12 = _mm256_unpacklo_ps(ymm4, ymm6);  // E0G0E1G1E4G4E5G5
    ymm13 = _mm256_unpackhi_ps(ymm4, ymm6);  // E2G2E3G3E6G6E7G7
    ymm14 = _mm256_unpacklo_ps(ymm5, ymm7);  // F0H0F1H1F4H4F5H5
    ymm15 = _mm256_unpackhi_ps(ymm5, ymm7);  // F2H2F3H3F6H6F7H7

    ymm0 = _mm256_unpacklo_ps(ymm8, ymm10);   // A0B0C0D0A4B4C4D4
    ymm1 = _mm256_unpackhi_ps(ymm8, ymm10);   // A1B1C1D1A5B5C5D5
    ymm2 = _mm256_unpacklo_ps(ymm9, ymm11);   // A2B2C2D2A6B6C6D6
    ymm3 = _mm256_unpackhi_ps(ymm9, ymm11);   // A3B3C3D3A7B7C7D7
    ymm4 = _mm256_unpacklo_ps(ymm12, ymm14);  // E0F0G0H0E4F4G4H4
    ymm5 = _mm256_unpackhi_ps(ymm12, ymm14);  // E1F1G1H1E5F5G5H5
    ymm6 = _mm256_unpacklo_ps(ymm13, ymm15);  // E2F2G2H2E6F6G6H6
    ymm7 = _mm256_unpackhi_ps(ymm13, ymm15);  // E3F3G3H3E7F7G7H7

    ymm8 = _mm256_permute2f128_ps(ymm0, ymm4, 0x20);   // A0B0C0D0E0F0G0H0
    ymm9 = _mm256_permute2f128_ps(ymm1, ymm5, 0x20);   // A1B1C1D1E1F1G1H1
    ymm10 = _mm256_permute2f128_ps(ymm2, ymm6, 0x20);  // A2B2C2D2E2F2G2H2
    ymm11 = _mm256_permute2f128_ps(ymm3, ymm7, 0x20);  // A3B3C3D3E3F3G3H3
    ymm12 = _mm256_permute2f128_ps(ymm0, ymm4, 0x31);  // A4B4C4D4E4F4G4H4
    ymm13 = _mm256_permute2f128_ps(ymm1, ymm5, 0x31);  // A5B5C5D5E5F5G5H5
    ymm14 = _mm256_permute2f128_ps(ymm2, ymm6, 0x31);  // A6B6C6D6E6F6G6H6
    ymm15 = _mm256_permute2f128_ps(ymm3, ymm7, 0x31);  // A7B7C7D7E7F7G7H7

    _mm256_storeu_ps(outptr + 16 * 0 + 8, ymm8);
    _mm256_storeu_ps(outptr + 16 * 1 + 8, ymm9);
    _mm256_storeu_ps(outptr + 16 * 2 + 8, ymm10);
    _mm256_storeu_ps(outptr + 16 * 3 + 8, ymm11);
    _mm256_storeu_ps(outptr + 16 * 4 + 8, ymm12);
    _mm256_storeu_ps(outptr + 16 * 5 + 8, ymm13);
    _mm256_storeu_ps(outptr + 16 * 6 + 8, ymm14);
    _mm256_storeu_ps(outptr + 16 * 7 + 8, ymm15);
}

DNN_AVX2_TARGET
void transpose_16x4_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5,
        const float* inptr6, const float* inptr7, const float* inptr8,
        const float* inptr9, const float* inptr10, const float* inptr11,
        const float* inptr12, const float* inptr13, const float* inptr14,
        const float* inptr15, float* outptr) {
    const std::uint32_t arr[8] = {0, 1, 4, 5, 2, 3, 6, 7};
    __m256i order = _mm256_loadu_si256((const __m256i*)arr);
    auto ymm0 = _mm256_loadu2_m128_emulate(inptr2, inptr0);  // A0A1A2A3C0C1C2C3
    auto ymm1 = _mm256_loadu2_m128_emulate(inptr3, inptr1);  // B0B1B2B3D0D1D2D3
    auto ymm2 = _mm256_loadu2_m128_emulate(inptr6, inptr4);  // E0E1E2E3G0G1G2G3
    auto ymm3 = _mm256_loadu2_m128_emulate(inptr7, inptr5);  // F0F1F2F3H0H1H2H3

    auto ymm4 = _mm256_unpacklo_ps(ymm0, ymm1);  // A0B0A1B1C0D0C1D1
    auto ymm5 = _mm256_unpackhi_ps(ymm0, ymm1);  // A2B2A3B3C2D2C3D3
    auto ymm6 = _mm256_unpacklo_ps(ymm2, ymm3);  // E0F0E1F1G0H0G1H1
    auto ymm7 = _mm256_unpackhi_ps(ymm2, ymm3);  // E2F2E3F3G2H2G3H3

    auto ymm8 = _mm256_permutevar8x32_ps(ymm4, order);   // A0B0C0D0A1B1C1D1
    auto ymm9 = _mm256_permutevar8x32_ps(ymm5, order);   // A2B2C2D2A3B3C3D3
    auto ymm10 = _mm256_permutevar8x32_ps(ymm6, order);  // E0F0G0H0E1F1G1H1
    auto ymm11 = _mm256_permutevar8x32_ps(ymm7, order);  // E2F2G2H2E3F3G3H3

    ymm0 = _mm256_permute2f128_ps(ymm8, ymm10, 0x20);  // A0B0C0D0E0F0G0H0
    ymm1 = _mm256_permute2f128_ps(ymm8, ymm10, 0x31);  // A1B1C1D1E1F1G1H1
    ymm2 = _mm256_permute2f128_ps(ymm9, ymm11, 0x20);  // A2B2C2D2E2F2G2H2
    ymm3 = _mm256_permute2f128_ps(ymm9, ymm11, 0x31);  // A3B3C3D3E3F3G3H3

    _mm256_storeu_ps(outptr + 16 * 0, ymm0);
    _mm256_storeu_ps(outptr + 16 * 1, ymm1);
    _mm256_storeu_ps(outptr + 16 * 2, ymm2);
    _mm256_storeu_ps(outptr + 16 * 3, ymm3);
    ymm0 = _mm256_loadu2_m128_emulate(inptr10, inptr8);   // A0A1A2A3C0C1C2C3
    ymm1 = _mm256_loadu2_m128_emulate(inptr11, inptr9);   // B0B1B2B3D0D1D2D3
    ymm2 = _mm256_loadu2_m128_emulate(inptr14, inptr12);  // E0E1E2E3G0G1G2G3
    ymm3 = _mm256_loadu2_m128_emulate(inptr15, inptr13);  // F0F1F2F3H0H1H2H3

    ymm4 = _mm256_unpacklo_ps(ymm0, ymm1);  // A0B0A1B1C0D0C1D1
    ymm5 = _mm256_unpackhi_ps(ymm0, ymm1);  // A2B2A3B3C2D2C3D3
    ymm6 = _mm256_unpacklo_ps(ymm2, ymm3);  // E0F0E1F1G0H0G1H1
    ymm7 = _mm256_unpackhi_ps(ymm2, ymm3);  // E2F2E3F3G2H2G3H3

    ymm8 = _mm256_permutevar8x32_ps(ymm4, order);   // A0B0C0D0A1B1C1D1
    ymm9 = _mm256_permutevar8x32_ps(ymm5, order);   // A2B2C2D2A3B3C3D3
    ymm10 = _mm256_permutevar8x32_ps(ymm6, order);  // E0F0G0H0E1F1G1H1
    ymm11 = _mm256_permutevar8x32_ps(ymm7, order);  // E2F2G2H2E3F3G3H3

    ymm0 = _mm256_permute2f128_ps(ymm8, ymm10, 0x20);  // A0B0C0D0E0F0G0H0
    ymm1 = _mm256_permute2f128_ps(ymm8, ymm10, 0x31);  // A1B1C1D1E1F1G1H1
    ymm2 = _mm256_permute2f128_ps(ymm9, ymm11, 0x20);  // A2B2C2D2E2F2G2H2
    ymm3 = _mm256_permute2f128_ps(ymm9, ymm11, 0x31);  // A3B3C3D3E3F3G3H3

    _mm256_storeu_ps(outptr + 16 * 0 + 8, ymm0);
    _mm256_storeu_ps(outptr + 16 * 1 + 8, ymm1);
    _mm256_storeu_ps(outptr + 16 * 2 + 8, ymm2);
    _mm256_storeu_ps(outptr + 16 * 3 + 8, ymm3);
}

static size_t min(size_t a, size_t b) {
    return a > b ? b : a;
}

DNN_AVX2_TARGET
void transpose_6x16_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5, float* outptr) {
    auto ymm0 = _mm256_loadu_ps(inptr0 + 0);  // A0A1A2A3A4A5A6A7
    auto ymm1 = _mm256_loadu_ps(inptr0 + 8);  // a0a1a2a3a4a5a6a7
    auto ymm2 = _mm256_loadu_ps(inptr1 + 0);  // B0B1B2B3B4B5B6B7
    auto ymm3 = _mm256_loadu_ps(inptr1 + 8);  // b0b1b2b3b4b5b6b7
    auto ymm4 = _mm256_loadu_ps(inptr2 + 0);  // C0C1C2C3C4C5C6C7
    auto ymm5 = _mm256_loadu_ps(inptr2 + 8);  // c0c1c2c3c4c5c6c7
    auto ymm6 = _mm256_loadu_ps(inptr3 + 0);  // D0D1D2D3D4D5D6D7
    auto ymm7 = _mm256_loadu_ps(inptr3 + 8);  // d0d1d2d3d4d5d6d7

    auto ymm8 = _mm256_unpacklo_ps(ymm0, ymm4);   // A0C0A1C1A4C4A5C5
    auto ymm9 = _mm256_unpackhi_ps(ymm0, ymm4);   // A2C2A3C3A6C6A7C7
    auto ymm10 = _mm256_unpacklo_ps(ymm2, ymm6);  // B0D0B1D1B4D4B5D5
    auto ymm11 = _mm256_unpackhi_ps(ymm2, ymm6);  // B2D2B3D3B6D6B7D7

    auto ymm12 = _mm256_unpacklo_ps(ymm1, ymm5);  // a0c0a1c1a4c4a5c5
    auto ymm13 = _mm256_unpackhi_ps(ymm1, ymm5);  // a2c2a3c3a6c6a7c7
    auto ymm14 = _mm256_unpacklo_ps(ymm3, ymm7);  // b0d0b1d1b4d4b5d5
    auto ymm15 = _mm256_unpackhi_ps(ymm3, ymm7);  // b2d2b3d3b6d6b7d7

    ymm0 = _mm256_unpacklo_ps(ymm8, ymm10);  // A0B0C0D0A4B4C4D4
    ymm1 = _mm256_unpackhi_ps(ymm8, ymm10);  // A1B1C1D1A5B5C5D5
    ymm2 = _mm256_unpacklo_ps(ymm9, ymm11);  // A2B2C2D2A6B6C6D6
    ymm3 = _mm256_unpackhi_ps(ymm9, ymm11);  // A3B3C3D3A7B7C7D7

    ymm4 = _mm256_unpacklo_ps(ymm12, ymm14);  // a0b0c0d0a4b4c4d4
    ymm5 = _mm256_unpackhi_ps(ymm12, ymm14);  // a1b1c1d1a5b5c5d5
    ymm6 = _mm256_unpacklo_ps(ymm13, ymm15);  // a2b2c2d2a6b6c6d6
    ymm7 = _mm256_unpackhi_ps(ymm13, ymm15);  // a3b3c3d3a7b7c7d7

    _mm256_storeu2_m128_emulate(outptr + 6 * 4, outptr + 6 * 0, ymm0);
    _mm256_storeu2_m128_emulate(outptr + 6 * 5, outptr + 6 * 1, ymm1);
    _mm256_storeu2_m128_emulate(outptr + 6 * 6, outptr + 6 * 2, ymm2);
    _mm256_storeu2_m128_emulate(outptr + 6 * 7, outptr + 6 * 3, ymm3);
    _mm256_storeu2_m128_emulate(outptr + 6 * 12, outptr + 6 * 8, ymm4);
    _mm256_storeu2_m128_emulate(outptr + 6 * 13, outptr + 6 * 9, ymm5);
    _mm256_storeu2_m128_emulate(outptr + 6 * 14, outptr + 6 * 10, ymm6);
    _mm256_storeu2_m128_emulate(outptr + 6 * 15, outptr + 6 * 11, ymm7);

    float other[4 * 8];
    ymm8 = _mm256_loadu_ps(inptr4 + 0);   // E0E1E2E3E4E5E6E7
    ymm9 = _mm256_loadu_ps(inptr4 + 8);   // e0e1e2e3e4e5e6e7
    ymm10 = _mm256_loadu_ps(inptr5 + 0);  // F0F1F2F3F4F5F6F7
    ymm11 = _mm256_loadu_ps(inptr5 + 8);  // f0f1f2f3f4f5f6f7
    _mm256_storeu_ps(other, ymm8);
    _mm256_storeu_ps(other + 8, ymm9);
    _mm256_storeu_ps(other + 16, ymm10);
    _mm256_storeu_ps(other + 24, ymm11);

    for (size_t i = 0; i < 16; i++) {
        outptr[6 * i + 4] = other[i];
        outptr[6 * i + 5] = other[i + 16];
    }
}

DNN_AVX2_TARGET
void transpose_6x8_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5, float* outptr) {
    auto ymm0 = _mm256_loadu_ps(inptr0);  // A0A1A2A3A4A5A6A7
    auto ymm1 = _mm256_loadu_ps(inptr1);  // B0B1B2B3B4B5B6B7
    auto ymm2 = _mm256_loadu_ps(inptr2);  // C0C1C2C3C4C5C6C7
    auto ymm3 = _mm256_loadu_ps(inptr3);  // D0D1D2D3D4D5D6D7

    auto ymm4 = _mm256_unpacklo_ps(ymm0, ymm2);  // A0C0A1C1A4C4A5C5
    auto ymm5 = _mm256_unpackhi_ps(ymm0, ymm2);  // A2C2A3C3A6C6A7C7
    auto ymm6 = _mm256_unpacklo_ps(ymm1, ymm3);  // B0D0B1D1B4D4B5D5
    auto ymm7 = _mm256_unpackhi_ps(ymm1, ymm3);  // B2D2B3D3B6D6B7D7

    auto ymm8 = _mm256_unpacklo_ps(ymm4, ymm6);   // A0B0C0D0A4B4C4D4
    auto ymm9 = _mm256_unpackhi_ps(ymm4, ymm6);   // A1B1C1D1A5B5C5D5
    auto ymm10 = _mm256_unpacklo_ps(ymm5, ymm7);  // A2B2C2D2A6B6C6D6
    auto ymm11 = _mm256_unpackhi_ps(ymm5, ymm7);  // A3B3C3D3A7B7C7D7

    _mm256_storeu2_m128_emulate(outptr + 6 * 4, outptr + 6 * 0, ymm8);
    _mm256_storeu2_m128_emulate(outptr + 6 * 5, outptr + 6 * 1, ymm9);
    _mm256_storeu2_m128_emulate(outptr + 6 * 6, outptr + 6 * 2, ymm10);
    _mm256_storeu2_m128_emulate(outptr + 6 * 7, outptr + 6 * 3, ymm11);
    float other[16];
    auto ymm12 = _mm256_loadu_ps(inptr4);  // E0E1E2E3E4E5E6E7
    auto ymm13 = _mm256_loadu_ps(inptr5);  // F0F1F2F3F4F5F6F7
    _mm256_storeu_ps(other, ymm12);
    _mm256_storeu_ps(other + 8, ymm13);

    for (size_t i = 0; i < 8; i++) {
        outptr[6 * i + 4] = other[i];
        outptr[6 * i + 5] = other[8 + i];
    }
}

DNN_AVX2_TARGET
void transpose_6x4_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5, float* outptr) {
    const std::uint32_t arr[8] = {0, 1, 4, 5, 2, 3, 6, 7};
    __m256i order = _mm256_loadu_si256((const __m256i*)arr);
    auto ymm0 = _mm256_loadu2_m128_emulate(inptr2, inptr0);  // A0A1A2A3C0C1C2C3
    auto ymm1 = _mm256_loadu2_m128_emulate(inptr3, inptr1);  // B0B1B2B3D0D1D2D3
    auto ymm2 = _mm256_unpacklo_ps(ymm0, ymm1);              // A0B0A1B1C0D0C1D1
    auto ymm3 = _mm256_unpackhi_ps(ymm0, ymm1);              // A2B2A3B3C2D2C3D3
    auto ymm4 = _mm256_permutevar8x32_ps(ymm2, order);       // A0B0C0D0A1B1C1D1
    auto ymm5 = _mm256_permutevar8x32_ps(ymm3, order);       // A2B2C2D2A3B3C3D3

    _mm256_storeu2_m128_emulate(outptr + 6 * 1, outptr + 6 * 0, ymm4);
    _mm256_storeu2_m128_emulate(outptr + 6 * 3, outptr + 6 * 2, ymm5);
    float other[8];
    auto ymm6 = _mm256_loadu2_m128_emulate(inptr5, inptr4);  // E0E1E2E3E4E5E6E7
    _mm256_storeu_ps(other, ymm6);

    for (size_t i = 0; i < 4; i++) {
        outptr[6 * i + 4] = other[i];
        outptr[6 * i + 5] = other[4 + i];
    }
}

DNN_AVX2_TARGET
void transpose_4x8_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, float* outptr) {
    auto ymm0 = _mm256_loadu_ps(inptr0);  // A0A1A2A3A4A5A6A7
    auto ymm1 = _mm256_loadu_ps(inptr1);  // B0B1B2B3B4B5B6B7
    auto ymm2 = _mm256_loadu_ps(inptr2);  // C0C1C2C3C4C5C6C7
    auto ymm3 = _mm256_loadu_ps(inptr3);  // D0D1D2D3D4D5D6D7

    auto ymm4 = _mm256_unpacklo_ps(ymm0, ymm2);  // A0C0A1C1A4C4A5C5
    auto ymm5 = _mm256_unpackhi_ps(ymm0, ymm2);  // A2C2A3C3A6C6A7C7
    auto ymm6 = _mm256_unpacklo_ps(ymm1, ymm3);  // B0D0B1D1B4D4B5D5
    auto ymm7 = _mm256_unpackhi_ps(ymm1, ymm3);  // B2D2B3D3B6D6B7D7

    auto ymm8 = _mm256_unpacklo_ps(ymm4, ymm6);   // A0B0C0D0A4B4C4D4
    auto ymm9 = _mm256_unpackhi_ps(ymm4, ymm6);   // A1B1C1D1A5B5C5D5
    auto ymm10 = _mm256_unpacklo_ps(ymm5, ymm7);  // A2B2C2D2A6B6C6D6
    auto ymm11 = _mm256_unpackhi_ps(ymm5, ymm7);  // A3B3C3D3A7B7C7D7

    ymm0 = _mm256_permute2f128_ps(ymm8, ymm9, 0x20);    // A0B0C0D0A1B1C1D1
    ymm1 = _mm256_permute2f128_ps(ymm10, ymm11, 0x20);  // A2B2C2D2A3B3C3D3
    ymm2 = _mm256_permute2f128_ps(ymm8, ymm9, 0x31);    // A4B4C4D4A5B5C5D5
    ymm3 = _mm256_permute2f128_ps(ymm10, ymm11, 0x31);  // A6B6C6D6A7B7C7D7

    _mm256_storeu_ps(outptr + 8 * 0, ymm0);
    _mm256_storeu_ps(outptr + 8 * 1, ymm1);
    _mm256_storeu_ps(outptr + 8 * 2, ymm2);
    _mm256_storeu_ps(outptr + 8 * 3, ymm3);
}

DNN_AVX2_TARGET
void transpose_4x4_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, float* outptr) {
    const std::uint32_t arr[8] = {0, 1, 4, 5, 2, 3, 6, 7};
    __m256i order = _mm256_loadu_si256((const __m256i*)arr);
    auto ymm0 = _mm256_loadu2_m128_emulate(inptr2, inptr0);  // A0A1A2A3C0C1C2C3
    auto ymm1 = _mm256_loadu2_m128_emulate(inptr3, inptr1);  // B0B1B2B3D0D1D2D3
    auto ymm2 = _mm256_unpacklo_ps(ymm0, ymm1);              // A0B0A1B1C0D0C1D1
    auto ymm3 = _mm256_unpackhi_ps(ymm0, ymm1);              // A2B2A3B3C2D2C3D3
    auto ymm4 = _mm256_permutevar8x32_ps(ymm2, order);       // A0B0C0D0A1B1C1D1
    auto ymm5 = _mm256_permutevar8x32_ps(ymm3, order);       // A2B2C2D2A3B3C3D3
    _mm256_storeu_ps(outptr, ymm4);
    _mm256_storeu_ps(outptr + 8, ymm5);
}

void transpose_2x16_1_s(const float* inptr0, const float* inptr1, float* outptr) {
    for (size_t i = 0; i < 16; i++) {
        *outptr++ = inptr0[i];
        *outptr++ = inptr1[i];
    }
}
void transpose_2x8_1_s(const float* inptr0, const float* inptr1, float* outptr) {
    for (size_t i = 0; i < 8; i++) {
        *outptr++ = inptr0[i];
        *outptr++ = inptr1[i];
    }
}
void transpose_2x4_1_s(const float* inptr0, const float* inptr1, float* outptr) {
    for (size_t i = 0; i < 4; i++) {
        *outptr++ = inptr0[i];
        *outptr++ = inptr1[i];
    }
}

DNN_AVX2_TARGET
void interleave_1x16_1_s(const float* inptr0, float* outptr) {
    auto ymm0 = _mm256_loadu_ps(inptr0);
    auto ymm1 = _mm256_loadu_ps(inptr0 + 8);
    _mm256_storeu_ps(outptr, ymm0);
    _mm256_storeu_ps(outptr + 8, ymm1);
}

DNN_AVX2_TARGET
void interleave_8x16_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5,
        const float* inptr6, const float* inptr7, float* outptr) {
    auto ymm0 = _mm256_loadu_ps(inptr0);
    auto ymm1 = _mm256_loadu_ps(inptr0 + 8);
    auto ymm2 = _mm256_loadu_ps(inptr1);
    auto ymm3 = _mm256_loadu_ps(inptr1 + 8);
    auto ymm4 = _mm256_loadu_ps(inptr2);
    auto ymm5 = _mm256_loadu_ps(inptr2 + 8);
    auto ymm6 = _mm256_loadu_ps(inptr3);
    auto ymm7 = _mm256_loadu_ps(inptr3 + 8);
    auto ymm8 = _mm256_loadu_ps(inptr4);
    auto ymm9 = _mm256_loadu_ps(inptr4 + 8);
    auto ymm10 = _mm256_loadu_ps(inptr5);
    auto ymm11 = _mm256_loadu_ps(inptr5 + 8);
    auto ymm12 = _mm256_loadu_ps(inptr6);
    auto ymm13 = _mm256_loadu_ps(inptr6 + 8);
    auto ymm14 = _mm256_loadu_ps(inptr7);
    auto ymm15 = _mm256_loadu_ps(inptr7 + 8);

    _mm256_storeu_ps(outptr + 8 * 0, ymm0);
    _mm256_storeu_ps(outptr + 8 * 1, ymm1);
    _mm256_storeu_ps(outptr + 8 * 2, ymm2);
    _mm256_storeu_ps(outptr + 8 * 3, ymm3);
    _mm256_storeu_ps(outptr + 8 * 4, ymm4);
    _mm256_storeu_ps(outptr + 8 * 5, ymm5);
    _mm256_storeu_ps(outptr + 8 * 6, ymm6);
    _mm256_storeu_ps(outptr + 8 * 7, ymm7);
    _mm256_storeu_ps(outptr + 8 * 8, ymm8);
    _mm256_storeu_ps(outptr + 8 * 9, ymm9);
    _mm256_storeu_ps(outptr + 8 * 10, ymm10);
    _mm256_storeu_ps(outptr + 8 * 11, ymm11);
    _mm256_storeu_ps(outptr + 8 * 12, ymm12);
    _mm256_storeu_ps(outptr + 8 * 13, ymm13);
    _mm256_storeu_ps(outptr + 8 * 14, ymm14);
    _mm256_storeu_ps(outptr + 8 * 15, ymm15);
}

DNN_AVX2_TARGET
void interleave_8x4_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5,
        const float* inptr6, const float* inptr7, float* outptr) {
    auto ymm0 = _mm256_loadu2_m128_emulate(inptr1, inptr0);  // A0A1A2A3B0B1B2B3
    auto ymm1 = _mm256_loadu2_m128_emulate(inptr3, inptr2);  // C0C1C2C3D0D1D2D3
    auto ymm2 = _mm256_loadu2_m128_emulate(inptr5, inptr4);  // E0E1E2E3F0F1F2F3
    auto ymm3 = _mm256_loadu2_m128_emulate(inptr7, inptr6);  // G0G1G2G3H0H1H2H3
    _mm256_storeu_ps(outptr + 8 * 0, ymm0);
    _mm256_storeu_ps(outptr + 8 * 1, ymm1);
    _mm256_storeu_ps(outptr + 8 * 2, ymm2);
    _mm256_storeu_ps(outptr + 8 * 3, ymm3);
}

void interleave_8x2_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5,
        const float* inptr6, const float* inptr7, float* outptr) {
#define cb(i)                \
    *outptr++ = inptr##i[0]; \
    *outptr++ = inptr##i[1];
    UNROLL_CODE(cb, 8)
#undef cb
}

void interleave_1x4_1_s(const float* inptr0, float* outptr) {
    outptr[0] = inptr0[0];
    outptr[1] = inptr0[1];
    outptr[2] = inptr0[2];
    outptr[3] = inptr0[3];
}
void interleave_8x6_1_s(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5,
        const float* inptr6, const float* inptr7, float* outptr) {
#define cb(i) auto xmm##i = _mm_loadu_ps(inptr##i);
    UNROLL_CODE(cb, 8)
#undef cb
#define cb(i) _mm_storeu_ps(outptr + 6 * i, xmm##i);
    UNROLL_CODE(cb, 8)
#undef cb
#define cb(i)                        \
    outptr[6 * i + 4] = inptr##i[4]; \
    outptr[6 * i + 5] = inptr##i[5];
    UNROLL_CODE(cb, 8)
#undef cb
}

void interleave_1x6_1_s(const float* inptr0, float* outptr) {
    outptr[0] = inptr0[0];
    outptr[1] = inptr0[1];
    outptr[2] = inptr0[2];
    outptr[3] = inptr0[3];
    outptr[4] = inptr0[4];
    outptr[5] = inptr0[5];
}

void interleave_1x2_1_s(const float* inptr0, float* outptr) {
    outptr[0] = inptr0[0];
    outptr[1] = inptr0[1];
}

static inline void interleave_helper(
        const float* inptr, float* outptr, int unroll_k, int ksize, float val) {
    int k = 0;
    for (; k < ksize; k++) {
        *outptr++ = *inptr++;
    }
    for (; k < unroll_k; k++) {
        *outptr++ = val;
    }
}
void interleave_1(
        const float* inptr0, float* outptr, int unroll_k, int ksize, float val) {
    for (int k = 0; k < ksize; k += unroll_k) {
        int size = min(unroll_k, ksize - k);
        interleave_helper(inptr0, outptr, unroll_k, size, val);
        inptr0 += size;
        outptr += unroll_k;
    }
}

void interleave_8(
        const float* inptr0, const float* inptr1, const float* inptr2,
        const float* inptr3, const float* inptr4, const float* inptr5,
        const float* inptr6, const float* inptr7, float* outptr, int unroll_k,
        int ksize, float val) {
    for (int k = 0; k < ksize; k += unroll_k) {
        int size = min(unroll_k, ksize - k);
        interleave_helper(inptr0, outptr, unroll_k, size, val);
        inptr0 += size;
        outptr += unroll_k;
        interleave_helper(inptr1, outptr, unroll_k, size, val);
        inptr1 += size;
        outptr += unroll_k;
        interleave_helper(inptr2, outptr, unroll_k, size, val);
        inptr2 += size;
        outptr += unroll_k;
        interleave_helper(inptr3, outptr, unroll_k, size, val);
        inptr3 += size;
        outptr += unroll_k;
        interleave_helper(inptr4, outptr, unroll_k, size, val);
        inptr4 += size;
        outptr += unroll_k;
        interleave_helper(inptr5, outptr, unroll_k, size, val);
        inptr5 += size;
        outptr += unroll_k;
        interleave_helper(inptr6, outptr, unroll_k, size, val);
        inptr6 += size;
        outptr += unroll_k;
        interleave_helper(inptr7, outptr, unroll_k, size, val);
        inptr7 += size;
        outptr += unroll_k;
    }
}

DNN_AVX2_TARGET
MEGDNN_ATTRIBUTE_TARGET("fma")
void gemm_6x16_kern2x16(
        const float* packA, const float* packB, int K, float* output, int LDC,
        bool is_first_k, int m_remain) {
    const float* cur_b = packB;
    const float* cur_a = packA;
    __m256 ymm0, ymm1, ymm2, ymm3;
    __m256 b_tmp0, b_tmp1;
    __m256 tmp;
    if (is_first_k) {
#define cb(i) ymm##i = _mm256_set1_ps(0.0f);
        UNROLL_CODE(cb, 4)
#undef cb
    } else {
        ymm0 = _mm256_loadu_ps(output + LDC * 0 + 0);
        ymm1 = _mm256_loadu_ps(output + LDC * 0 + 8);
        ymm2 = _mm256_loadu_ps(output + LDC * 1 + 0);
        ymm3 = _mm256_loadu_ps(output + LDC * 1 + 8);
    }
    b_tmp0 = _mm256_loadu_ps(cur_b);
    b_tmp1 = _mm256_loadu_ps(cur_b + 8);
    int i = 0;
    for (; i + 2 <= K; i += 2) {
        cur_b += 16;

#define CAL_OUPUT(i, first, second)                        \
    tmp = _mm256_broadcast_ss(cur_a + i);                  \
    ymm##first = _mm256_fmadd_ps(b_tmp0, tmp, ymm##first); \
    ymm##second = _mm256_fmadd_ps(b_tmp1, tmp, ymm##second);

        CAL_OUPUT(0, 0, 1)
        CAL_OUPUT(1, 2, 3)
        b_tmp0 = _mm256_loadu_ps(cur_b);
        b_tmp1 = _mm256_loadu_ps(cur_b + 8);
        cur_b += 16;
        CAL_OUPUT(2, 0, 1)
        CAL_OUPUT(3, 2, 3)
        cur_a += 4;
        b_tmp0 = _mm256_loadu_ps(cur_b);
        b_tmp1 = _mm256_loadu_ps(cur_b + 8);
    }
    if (i < K) {
        CAL_OUPUT(0, 0, 1)
        CAL_OUPUT(1, 2, 3)
    }
#undef CAL_OUPUT
    switch (m_remain) {
        case 2:
            _mm256_storeu_ps(output + LDC * 1 + 0, ymm2);
            _mm256_storeu_ps(output + LDC * 1 + 8, ymm3);
            _mm256_storeu_ps(output + LDC * 0 + 0, ymm0);
            _mm256_storeu_ps(output + LDC * 0 + 8, ymm1);
            break;
        case 1:
            _mm256_storeu_ps(output + LDC * 0 + 0, ymm0);
            _mm256_storeu_ps(output + LDC * 0 + 8, ymm1);
            break;
        default:
            break;
    }
}

DNN_AVX2_TARGET
MEGDNN_ATTRIBUTE_TARGET("fma")
void gemm_6x16_kern6x4(
        const float* packA, const float* packB, int K, float* output, int LDC,
        bool is_first_k, int n_remain) {
    const float* cur_b = packB;
    const float* cur_a = packA;
    __m128 xmm0, xmm1, xmm2, xmm3, xmm4, xmm5;
    __m128 tmp_a, tmp_b;
    if (is_first_k) {
        xmm0 = _mm_set1_ps(0.0f);
        xmm1 = _mm_set1_ps(0.0f);
        xmm2 = _mm_set1_ps(0.0f);
        xmm3 = _mm_set1_ps(0.0f);
        xmm4 = _mm_set1_ps(0.0f);
        xmm5 = _mm_set1_ps(0.0f);
    } else {
        xmm0 = _mm_loadu_ps(output + LDC * 0);
        xmm1 = _mm_loadu_ps(output + LDC * 1);
        xmm2 = _mm_loadu_ps(output + LDC * 2);
        xmm3 = _mm_loadu_ps(output + LDC * 3);
        xmm4 = _mm_loadu_ps(output + LDC * 4);
        xmm5 = _mm_loadu_ps(output + LDC * 5);
    }

    for (int i = 0; i < K; i++) {
        tmp_b = _mm_loadu_ps(cur_b);
        cur_b += 4;
        tmp_a = _mm_broadcast_ss(cur_a);
        xmm0 = _mm_fmadd_ps(tmp_a, tmp_b, xmm0);
        tmp_a = _mm_broadcast_ss(cur_a + 1);
        xmm1 = _mm_fmadd_ps(tmp_a, tmp_b, xmm1);
        tmp_a = _mm_broadcast_ss(cur_a + 2);
        xmm2 = _mm_fmadd_ps(tmp_a, tmp_b, xmm2);
        tmp_a = _mm_broadcast_ss(cur_a + 3);
        xmm3 = _mm_fmadd_ps(tmp_a, tmp_b, xmm3);
        tmp_a = _mm_broadcast_ss(cur_a + 4);
        xmm4 = _mm_fmadd_ps(tmp_a, tmp_b, xmm4);
        tmp_a = _mm_broadcast_ss(cur_a + 5);
        xmm5 = _mm_fmadd_ps(tmp_a, tmp_b, xmm5);
        cur_a += 6;
    }
    if (n_remain == 4) {
        _mm_storeu_ps(output + LDC * 0, xmm0);
        _mm_storeu_ps(output + LDC * 1, xmm1);
        _mm_storeu_ps(output + LDC * 2, xmm2);
        _mm_storeu_ps(output + LDC * 3, xmm3);
        _mm_storeu_ps(output + LDC * 4, xmm4);
        _mm_storeu_ps(output + LDC * 5, xmm5);
    } else {
        float dst[6 * 4];
        _mm_storeu_ps(dst + 4 * 0, xmm0);
        _mm_storeu_ps(dst + 4 * 1, xmm1);
        _mm_storeu_ps(dst + 4 * 2, xmm2);
        _mm_storeu_ps(dst + 4 * 3, xmm3);
        _mm_storeu_ps(dst + 4 * 4, xmm4);
        _mm_storeu_ps(dst + 4 * 5, xmm5);
        for (int i = 0; i < n_remain; i++) {
            for (int j = 0; j < 6; j++) {
                output[LDC * j + i] = dst[4 * j + i];
            }
        }
    }
}

DNN_AVX2_TARGET
MEGDNN_ATTRIBUTE_TARGET("fma")
void gemm_6x16_kern2x4(
        const float* packA, const float* packB, int K, float* output, int LDC,
        bool is_first_k, int m_remain, int n_remain) {
    const float* cur_b = packB;
    const float* cur_a = packA;
    __m128 xmm0, xmm1;
    __m128 tmp_a, tmp_b;
    if (is_first_k) {
        xmm0 = _mm_set1_ps(0.0f);
        xmm1 = _mm_set1_ps(0.0f);
    } else {
        xmm0 = _mm_loadu_ps(output + LDC * 0);
        xmm1 = _mm_loadu_ps(output + LDC * 1);
    }

    for (int i = 0; i < K; i++) {
        tmp_b = _mm_loadu_ps(cur_b);
        cur_b += 4;
        tmp_a = _mm_broadcast_ss(cur_a);
        xmm0 = _mm_fmadd_ps(tmp_a, tmp_b, xmm0);
        tmp_a = _mm_broadcast_ss(cur_a + 1);
        xmm1 = _mm_fmadd_ps(tmp_a, tmp_b, xmm1);
        cur_a += 2;
    }
    float dst[2 * 4];
    _mm_storeu_ps(dst + 4 * 0, xmm0);
    _mm_storeu_ps(dst + 4 * 1, xmm1);
    for (int i = 0; i < n_remain; i++) {
        for (int j = 0; j < m_remain; j++) {
            output[LDC * j + i] = dst[4 * j + i];
        }
    }
}

DNN_AVX2_TARGET
MEGDNN_ATTRIBUTE_TARGET("fma")
void gemm_6x16_kern6x16(
        const float* packA, const float* packB, int K, float* output, int LDC,
        bool is_first_k) {
    const float* cur_b = packB;
    const float* cur_a = packA;
    __m256 ymm0, ymm1, ymm2, ymm3, ymm4, ymm5, ymm6, ymm7, ymm8, ymm9, ymm10, ymm11;
    __m256 b_tmp0, b_tmp1;
    __m256 tmp;
    if (is_first_k) {
#define cb(i) ymm##i = _mm256_set1_ps(0.0f);
        UNROLL_CODE(cb, 12)
#undef cb
    } else {
        ymm0 = _mm256_loadu_ps(output + LDC * 0 + 0);
        ymm1 = _mm256_loadu_ps(output + LDC * 0 + 8);
        ymm2 = _mm256_loadu_ps(output + LDC * 1 + 0);
        ymm3 = _mm256_loadu_ps(output + LDC * 1 + 8);
        ymm4 = _mm256_loadu_ps(output + LDC * 2 + 0);
        ymm5 = _mm256_loadu_ps(output + LDC * 2 + 8);
        ymm6 = _mm256_loadu_ps(output + LDC * 3 + 0);
        ymm7 = _mm256_loadu_ps(output + LDC * 3 + 8);
        ymm8 = _mm256_loadu_ps(output + LDC * 4 + 0);
        ymm9 = _mm256_loadu_ps(output + LDC * 4 + 8);
        ymm10 = _mm256_loadu_ps(output + LDC * 5 + 0);
        ymm11 = _mm256_loadu_ps(output + LDC * 5 + 8);
    }
    b_tmp0 = _mm256_loadu_ps(cur_b);
    b_tmp1 = _mm256_loadu_ps(cur_b + 8);
    int i = 0;
    for (; i + 2 <= K; i += 2) {
        cur_b += 16;

#define CAL_OUPUT(i, first, second)                        \
    tmp = _mm256_broadcast_ss(cur_a + i);                  \
    ymm##first = _mm256_fmadd_ps(b_tmp0, tmp, ymm##first); \
    ymm##second = _mm256_fmadd_ps(b_tmp1, tmp, ymm##second);

        CAL_OUPUT(0, 0, 1)
        CAL_OUPUT(1, 2, 3)
        CAL_OUPUT(2, 4, 5)
        CAL_OUPUT(3, 6, 7)
        CAL_OUPUT(4, 8, 9)
        CAL_OUPUT(5, 10, 11)
        b_tmp0 = _mm256_loadu_ps(cur_b);
        b_tmp1 = _mm256_loadu_ps(cur_b + 8);
        cur_b += 16;
        CAL_OUPUT(6, 0, 1)
        CAL_OUPUT(7, 2, 3)
        CAL_OUPUT(8, 4, 5)
        CAL_OUPUT(9, 6, 7)
        CAL_OUPUT(10, 8, 9)
        CAL_OUPUT(11, 10, 11)
        cur_a += 12;
        b_tmp0 = _mm256_loadu_ps(cur_b);
        b_tmp1 = _mm256_loadu_ps(cur_b + 8);
    }
    if (i < K) {
        CAL_OUPUT(0, 0, 1)
        CAL_OUPUT(1, 2, 3)
        CAL_OUPUT(2, 4, 5)
        CAL_OUPUT(3, 6, 7)
        CAL_OUPUT(4, 8, 9)
        CAL_OUPUT(5, 10, 11)
    }
#undef CAL_OUPUT
    _mm256_storeu_ps(output + LDC * 0 + 0, ymm0);
    _mm256_storeu_ps(output + LDC * 0 + 8, ymm1);
    _mm256_storeu_ps(output + LDC * 1 + 0, ymm2);
    _mm256_storeu_ps(output + LDC * 1 + 8, ymm3);
    _mm256_storeu_ps(output + LDC * 2 + 0, ymm4);
    _mm256_storeu_ps(output + LDC * 2 + 8, ymm5);
    _mm256_storeu_ps(output + LDC * 3 + 0, ymm6);
    _mm256_storeu_ps(output + LDC * 3 + 8, ymm7);
    _mm256_storeu_ps(output + LDC * 4 + 0, ymm8);
    _mm256_storeu_ps(output + LDC * 4 + 8, ymm9);
    _mm256_storeu_ps(output + LDC * 5 + 0, ymm10);
    _mm256_storeu_ps(output + LDC * 5 + 8, ymm11);
}

void gemm_6x16_kern(
        const float* packA, const float* packB, size_t M, size_t N, size_t K, float* C,
        size_t LDC, int is_first_k) {
    size_t n = 0;
    const int K2 = K * 2;
    const int K4 = K * 4;
    const int K6 = K * 6;
    const int K16 = K * 16;
    const int A_INTERLEAVE6 = 6;
    const int A_INTERLEAVE2 = 2;
    const int B_INTERLEAVE16 = 16;
    const int B_INTERLEAVE4 = 4;
    auto* cur_packB = packB;
    for (; n + B_INTERLEAVE16 <= N; n += B_INTERLEAVE16) {
        size_t m = 0;
        auto output = C + n;
        auto* cur_packA = packA;
        for (; m + A_INTERLEAVE6 <= M; m += A_INTERLEAVE6) {
            gemm_6x16_kern6x16(cur_packA, cur_packB, K, output, LDC, is_first_k);
            output += A_INTERLEAVE6 * LDC;
            cur_packA += K6;
        }
        for (; m < M; m += A_INTERLEAVE2) {
            gemm_6x16_kern2x16(
                    cur_packA, cur_packB, K, output, LDC, is_first_k, min(M - m, 2));
            output += A_INTERLEAVE2 * LDC;
            cur_packA += K2;
        }
        cur_packB += K16;
    }

    for (; n < N; n += B_INTERLEAVE4) {
        size_t m = 0;
        auto output = C + n;
        auto* cur_packA = packA;
        for (; m + A_INTERLEAVE6 <= M; m += A_INTERLEAVE6) {
            gemm_6x16_kern6x4(
                    cur_packA, cur_packB, K, output, LDC, is_first_k, min(N - n, 4));
            output += A_INTERLEAVE6 * LDC;
            cur_packA += K6;
        }
        for (; m < M; m += A_INTERLEAVE2) {
            gemm_6x16_kern2x4(
                    cur_packA, cur_packB, K, output, LDC, is_first_k, min(M - m, 2),
                    min(N - n, 4));
            output += A_INTERLEAVE2 * LDC;
            cur_packA += K2;
        }
        cur_packB += K4;
    }
}

void gemm_6x16_pack_A_t(
        float* outptr, const float* inptr, int ldin, int x0, int xmax, int k0,
        int kmax) {
    size_t ksize = kmax - k0;
    size_t ksize6 = ksize * 6;
    size_t ksize2 = ksize * 2;
    float* outptr_base6 = outptr;
    float* outptr_base2 = outptr_base6 + (xmax - x0) / 6 * ksize6;
    int k = k0;

    for (; k + 7 < kmax; k += 8) {
        const float* cur_inptr = inptr + k * ldin + k0;
#define cb(i) const float* inptr##i = cur_inptr + ldin * i;
        UNROLL_CODE(cb, 8)
#undef cb
#define cb(i) __builtin_prefetch(inptr##i, 0, 3);
        UNROLL_CODE(cb, 8)
#undef cb
        int x = x0;
        float* outptr = outptr_base6;
        for (; x + 6 <= xmax; x += 6) {
            interleave_8x6_1_s(
                    inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, inptr6, inptr7,
                    outptr);
#define cb(i) inptr##i += 6;
            UNROLL_CODE(cb, 8)
#undef cb
            outptr += ksize6;
        }
        outptr = outptr_base2;
        for (; x + 2 <= xmax; x += 2) {
            interleave_8x2_1_s(
                    inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, inptr6, inptr7,
                    outptr);
#define cb(i) inptr##i += 2;
            UNROLL_CODE(cb, 8)
#undef cb
            outptr += ksize2;
        }
        if (x < xmax) {
            interleave_8(
                    inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, inptr6, inptr7,
                    outptr, 2, xmax - x, 0);
            inptr0 += xmax - x;
            inptr1 += xmax - x;
            inptr2 += xmax - x;
            inptr3 += xmax - x;
            inptr4 += xmax - x;
            inptr5 += xmax - x;
            inptr6 += xmax - x;
            inptr7 += xmax - x;
        }
        outptr_base6 += 8 * 6;
        outptr_base2 += 8 * 2;
    }
    for (; k < kmax; k++) {
        const float* inptr0 = inptr + k * ldin + k0;
        __builtin_prefetch(inptr0, 0, 3);
        int x = x0;
        float* outptr = outptr_base6;
        for (; x + 6 <= xmax; x += 6) {
            interleave_1x6_1_s(inptr0, outptr);
            inptr0 += 6;
            outptr += ksize6;
        }
        outptr = outptr_base2;
        for (; x + 2 <= xmax; x += 2) {
            interleave_1x2_1_s(inptr0, outptr);
            inptr0 += 2;
            outptr += ksize2;
        }
        if (x < xmax) {
            interleave_1(inptr0, outptr, 2, xmax - x, 0);
            inptr0 += xmax - x;
            outptr += 2;
        }
        outptr_base6 += 6;
        outptr_base2 += 2;
    }
}

void gemm_6x16_pack_A_n(
        float* outptr, const float* inptr, int ldin, int y0, int ymax, int k0,
        int kmax) {
    float zerobuff[16];
    memset(zerobuff, 0, sizeof(float) * 16);
    int y = y0;
    const size_t PACK_SIZE_96 = 6 * 16;
    const size_t PACK_SIZE_48 = 6 * 8;
    const size_t PACK_SIZE_24 = 6 * 4;
    const size_t PACK_SIZE_32 = 4 * 8;
    const size_t PACK_SIZE_16 = 4 * 4;
    const size_t PACK_SIZE_8 = 4 * 2;
    for (; y + 5 < ymax; y += 6) {
        const float* cur_inptr = inptr + y * ldin + k0;
#define cb(i) const float* inptr##i = cur_inptr + ldin * i;
        UNROLL_CODE(cb, 6)
#undef cb
#define cb(i) __builtin_prefetch(inptr##i, 0, 3);
        UNROLL_CODE(cb, 6)
#undef cb
        int x = (kmax - k0);
        for (; x > 15; x -= 16) {
            transpose_6x16_1_s(inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, outptr);
#define cb(i) inptr##i += 16;
            UNROLL_CODE(cb, 6)
#undef cb
            outptr += PACK_SIZE_96;
        }
        for (; x > 7; x -= 8) {
            transpose_6x8_1_s(inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, outptr);
#define cb(i) inptr##i += 8;
            UNROLL_CODE(cb, 6)
#undef cb
            outptr += PACK_SIZE_48;
        }
        for (; x > 3; x -= 4) {
            transpose_6x4_1_s(inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, outptr);
#define cb(i) inptr##i += 4;
            UNROLL_CODE(cb, 6)
#undef cb
            outptr += PACK_SIZE_24;
        }
        for (; x > 0; x--) {
#define cb(i) *outptr++ = *inptr##i++;
            UNROLL_CODE(cb, 6)
#undef cb
        }
    }
    for (; y < ymax; y += 2) {
        const float* cur_inptr = inptr + y * ldin + k0;
#define cb(i) const float* inptr##i = cur_inptr + ldin * i;
        UNROLL_CODE(cb, 2)
#undef cb
#define cb(i) __builtin_prefetch(inptr##i, 0, 3);
        UNROLL_CODE(cb, 2)
#undef cb
        int x = kmax - k0;
        for (; x > 15; x -= 16) {
            if ((y + 1) >= ymax) {
                inptr1 = zerobuff;
            }
            transpose_2x16_1_s(inptr0, inptr1, outptr);
#define cb(i) inptr##i += 16;
            UNROLL_CODE(cb, 2)
#undef cb
            outptr += PACK_SIZE_32;
        }
        for (; x > 7; x -= 8) {
            if ((y + 1) >= ymax) {
                inptr1 = zerobuff;
            }
            transpose_2x8_1_s(inptr0, inptr1, outptr);
#define cb(i) inptr##i += 8;
            UNROLL_CODE(cb, 2)
#undef cb
            outptr += PACK_SIZE_16;
        }
        for (; x > 3; x -= 4) {
            if ((y + 1) >= ymax) {
                inptr1 = zerobuff;
            }
            transpose_2x4_1_s(inptr0, inptr1, outptr);
#define cb(i) inptr##i += 4;
            UNROLL_CODE(cb, 2)
#undef cb
            outptr += PACK_SIZE_8;
        }
        if (x > 0) {
            if ((y + 1) >= ymax) {
                inptr1 = zerobuff;
            }
            for (int i = 0; i < x; i++) {
                *outptr++ = *inptr0++;
                *outptr++ = *inptr1++;
            }
        }
    }
}

void gemm_6x16_pack_B_t(
        float* outptr, const float* inptr, int ldin, int y0, int ymax, int k0,
        int kmax) {
    float zerobuff[16];
    memset(zerobuff, 0, sizeof(float) * 16);
    const size_t PACK_SIZE_128 = 8 * 16;
    const size_t PACK_SIZE_64 = 4 * 16;
    const size_t PACK_SiZE_32 = 4 * 8;
    const size_t PACK_SIZE_16 = 4 * 4;
    int y = y0;
    for (; y + 15 < ymax; y += 16) {
        const float* cur_inptr = inptr + y * ldin + k0;
#define cb(i) const float* inptr##i = cur_inptr + ldin * i;
        UNROLL_CODE(cb, 16)
#undef cb
#define cb(i) __builtin_prefetch(inptr##i, 0, 3);
        UNROLL_CODE(cb, 16)
#undef cb
        int x = (kmax - k0);
        for (; x > 7; x -= 8) {
            transpose_16x8_1_s(
                    inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, inptr6, inptr7,
                    inptr8, inptr9, inptr10, inptr11, inptr12, inptr13, inptr14,
                    inptr15, outptr);
#define cb(i) inptr##i += 8;
            UNROLL_CODE(cb, 16)
#undef cb
            outptr += PACK_SIZE_128;
        }
        for (; x > 3; x -= 4) {
            transpose_16x4_1_s(
                    inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, inptr6, inptr7,
                    inptr8, inptr9, inptr10, inptr11, inptr12, inptr13, inptr14,
                    inptr15, outptr);
#define cb(i) inptr##i += 4;
            UNROLL_CODE(cb, 16)
#undef cb
            outptr += PACK_SIZE_64;
        }
        for (; x > 0; x--) {
#define cb(i) *outptr++ = *inptr##i++;
            UNROLL_CODE(cb, 16)
#undef cb
        }
    }
    for (; y < ymax; y += 4) {
        const float* cur_inptr = inptr + y * ldin + k0;
#define cb(i) const float* inptr##i = cur_inptr + ldin * i;
        UNROLL_CODE(cb, 4)
#undef cb
#define cb(i) __builtin_prefetch(inptr##i, 0, 3);
        UNROLL_CODE(cb, 4)
#undef cb
        int x = kmax - k0;
        for (; x > 7; x -= 8) {
            if ((y + 3) >= ymax) {
                switch ((y + 3) - ymax) {
                    case 2:
                        inptr1 = zerobuff;
                        inptr2 = zerobuff;
                        inptr3 = zerobuff;
                        break;
                    case 1:
                        inptr2 = zerobuff;
                        inptr3 = zerobuff;
                        break;
                    case 0:
                        inptr3 = zerobuff;
                        break;
                    default:
                        break;
                }
            }
            transpose_4x8_1_s(inptr0, inptr1, inptr2, inptr3, outptr);
#define cb(i) inptr##i += 8;
            UNROLL_CODE(cb, 4)
#undef cb
            outptr += PACK_SiZE_32;
        }
        for (; x > 3; x -= 4) {
            if ((y + 3) >= ymax) {
                switch ((y + 3) - ymax) {
                    case 2:
                        inptr1 = zerobuff;
                        inptr2 = zerobuff;
                        inptr3 = zerobuff;
                        break;
                    case 1:
                        inptr2 = zerobuff;
                        inptr3 = zerobuff;
                        break;
                    case 0:
                        inptr3 = zerobuff;
                        break;
                    default:
                        break;
                }
            }
            transpose_4x4_1_s(inptr0, inptr1, inptr2, inptr3, outptr);
#define cb(i) inptr##i += 4;
            UNROLL_CODE(cb, 4)
#undef cb
            outptr += PACK_SIZE_16;
        }
        if (x > 0) {
            if ((y + 3) >= ymax) {
                switch ((y + 3) - ymax) {
                    case 2:
                        inptr1 = zerobuff;
                        inptr2 = zerobuff;
                        inptr3 = zerobuff;
                        break;
                    case 1:
                        inptr2 = zerobuff;
                        inptr3 = zerobuff;
                        break;
                    case 0:
                        inptr3 = zerobuff;
                        break;
                }
            }
            for (int i = 0; i < x; i++) {
                *outptr++ = *inptr0++;
                *outptr++ = *inptr1++;
                *outptr++ = *inptr2++;
                *outptr++ = *inptr3++;
            }
        }
    }
}

void gemm_6x16_pack_B_n(
        float* outptr, const float* inptr, int ldin, int x0, int xmax, int k0,
        int kmax) {
    size_t ksize = kmax - k0;
    size_t ksize16 = ksize * 16;
    size_t ksize4 = ksize * 4;
    float* outptr_base16 = outptr;
    float* outptr_base4 = outptr_base16 + (xmax - x0) / 16 * ksize16;
    int k = k0;

    for (; k + 7 < kmax; k += 8) {
        const float* cur_inptr = inptr + k * ldin + k0;
#define cb(i) const float* inptr##i = cur_inptr + ldin * i;
        UNROLL_CODE(cb, 8)
#undef cb
#define cb(i) __builtin_prefetch(inptr##i, 0, 3);
        UNROLL_CODE(cb, 8)
#undef cb
        int x = x0;
        float* outptr = outptr_base16;
        for (; x + 16 <= xmax; x += 16) {
            interleave_8x16_1_s(
                    inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, inptr6, inptr7,
                    outptr);
#define cb(i) inptr##i += 16;
            UNROLL_CODE(cb, 8)
#undef cb
            outptr += ksize16;
        }
        outptr = outptr_base4;
        for (; x + 4 <= xmax; x += 4) {
            interleave_8x4_1_s(
                    inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, inptr6, inptr7,
                    outptr);
#define cb(i) inptr##i += 4;
            UNROLL_CODE(cb, 8)
#undef cb
            outptr += ksize4;
        }

        if (x < xmax) {
            interleave_8(
                    inptr0, inptr1, inptr2, inptr3, inptr4, inptr5, inptr6, inptr7,
                    outptr, 4, xmax - x, 0);
            inptr0 += xmax - x;
            inptr1 += xmax - x;
            inptr2 += xmax - x;
            inptr3 += xmax - x;
            inptr4 += xmax - x;
            inptr5 += xmax - x;
            inptr6 += xmax - x;
            inptr7 += xmax - x;
        }
        outptr_base16 += 8 * 16;
        outptr_base4 += 8 * 4;
    }

    for (; k < kmax; k++) {
        const float* inptr0 = inptr + k * ldin + k0;
        __builtin_prefetch(inptr0, 0, 3);
        int x = x0;
        float* outptr = outptr_base16;
        for (; x + 16 <= xmax; x += 16) {
            interleave_1x16_1_s(inptr0, outptr);
            inptr0 += 16;
            outptr += ksize16;
        }
        outptr = outptr_base4;
        for (; x + 4 <= xmax; x += 4) {
            interleave_1x4_1_s(inptr0, outptr);
            inptr0 += 4;
            outptr += ksize4;
        }
        if (x < xmax) {
            interleave_1(inptr0, outptr, 4, xmax - x, 0);
            inptr0 += xmax - x;
            outptr += 4;
        }
        outptr_base16 += 16;
        outptr_base4 += 4;
    }
}
}  // namespace
#undef UNROLL_CODE

namespace megdnn {
namespace x86 {
namespace matmul {
void sgemm_pack_6x16_avx2::pack_A(
        float* out, const float* in, int ldin, int y0, int ymax, int k0, int kmax,
        bool transpose_A) const {
    if (!transpose_A)
        gemm_6x16_pack_A_n(out, in, ldin, y0, ymax, k0, kmax);
    else
        gemm_6x16_pack_A_t(out, in, ldin, y0, ymax, k0, kmax);
}

void sgemm_pack_6x16_avx2::pack_B(
        float* out, const float* in, int ldin, int x0, int xmax, int k0, int kmax,
        bool transpose_B) const {
    if (!transpose_B)
        gemm_6x16_pack_B_n(out, in, ldin, x0, xmax, k0, kmax);
    else
        gemm_6x16_pack_B_t(out, in, ldin, x0, xmax, k0, kmax);
}

void sgemm_pack_6x16_avx2::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* bias, float* workspace) const {
    MEGDNN_MARK_USED_VAR(bias);
    MEGDNN_MARK_USED_VAR(workspace);
    gemm_6x16_kern(packA, packB, M, N, K, C, LDC, is_first_k);
};
MEGDNN_REG_GEMM_STRATEGY_IMPL(sgemm_pack_6x16_avx2);
}  // namespace matmul
}  // namespace x86
}  // namespace megdnn