Hugging Face's logo

camenduru
/
ncnn

Model card Files
xet
Community
ncnn / src /layer /x86 /convolutiondepthwise_3x3_pack4.h
camenduru's picture
camenduru
thanks to ncnn ❤
be903e2
raw
history blame contribute delete
25 kB
 // Tencent is pleased to support the open source community by making ncnn available.
//
// Copyright (C) 2019 THL A29 Limited, a Tencent company. All rights reserved.
//
// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
// in compliance with the License. You may obtain a copy of the License at
//
// https://opensource.org/licenses/BSD-3-Clause
//
// 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.
static void convdw3x3s1_pack4_sse(const Mat& bottom_blob, Mat& top_blob, const Mat& kernel, const Mat& _bias, const Option& opt)
{
int outw = top_blob.w;
int outh = top_blob.h;
const int group = bottom_blob.c;
const float* bias = _bias;
#pragma omp parallel for num_threads(opt.num_threads)
for (int g = 0; g < group; g++)
{
Mat out = top_blob.channel(g);
__m128 _bias0 = bias ? _mm_loadu_ps((const float*)bias + g * 4) : _mm_set1_ps(0.f);
const float* k0 = kernel.row(g);
float* outptr0 = out.row(0);
const Mat img0 = bottom_blob.channel(g);
const float* r0 = img0.row(0);
const float* r1 = img0.row(1);
const float* r2 = img0.row(2);
__m128 _k00 = _mm_load_ps(k0);
__m128 _k01 = _mm_load_ps(k0 + 4);
__m128 _k02 = _mm_load_ps(k0 + 8);
__m128 _k10 = _mm_load_ps(k0 + 12);
__m128 _k11 = _mm_load_ps(k0 + 16);
__m128 _k12 = _mm_load_ps(k0 + 20);
__m128 _k20 = _mm_load_ps(k0 + 24);
__m128 _k21 = _mm_load_ps(k0 + 28);
__m128 _k22 = _mm_load_ps(k0 + 32);
int i = 0;
for (; i < outh; i++)
{
int j = 0;
for (; j + 7 < outw; j += 8)
{
__m128 _sum0 = _bias0;
__m128 _r00 = _mm_load_ps(r0);
__m128 _r01 = _mm_load_ps(r0 + 4);
__m128 _r02 = _mm_load_ps(r0 + 8);
__m128 _r10 = _mm_load_ps(r1);
__m128 _r11 = _mm_load_ps(r1 + 4);
__m128 _r12 = _mm_load_ps(r1 + 8);
__m128 _r20 = _mm_load_ps(r2);
__m128 _r21 = _mm_load_ps(r2 + 4);
__m128 _r22 = _mm_load_ps(r2 + 8);
_sum0 = _mm_comp_fmadd_ps(_k00, _r00, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k01, _r01, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k02, _r02, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k10, _r10, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k11, _r11, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k12, _r12, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k20, _r20, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k21, _r21, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k22, _r22, _sum0);
__m128 _sum1 = _bias0;
__m128 _r03 = _mm_load_ps(r0 + 12);
__m128 _r13 = _mm_load_ps(r1 + 12);
__m128 _r23 = _mm_load_ps(r2 + 12);
_mm_store_ps(outptr0, _sum0);
_sum1 = _mm_comp_fmadd_ps(_k00, _r01, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k01, _r02, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k02, _r03, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k10, _r11, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k11, _r12, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k12, _r13, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k20, _r21, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k21, _r22, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k22, _r23, _sum1);
__m128 _sum2 = _bias0;
__m128 _r04 = _mm_load_ps(r0 + 16);
__m128 _r14 = _mm_load_ps(r1 + 16);
__m128 _r24 = _mm_load_ps(r2 + 16);
_mm_store_ps(outptr0 + 4, _sum1);
_sum2 = _mm_comp_fmadd_ps(_k00, _r02, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k01, _r03, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k02, _r04, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k10, _r12, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k11, _r13, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k12, _r14, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k20, _r22, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k21, _r23, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k22, _r24, _sum2);
__m128 _sum3 = _bias0;
__m128 _r05 = _mm_load_ps(r0 + 20);
__m128 _r15 = _mm_load_ps(r1 + 20);
__m128 _r25 = _mm_load_ps(r2 + 20);
_mm_store_ps(outptr0 + 8, _sum2);
_sum3 = _mm_comp_fmadd_ps(_k00, _r03, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k01, _r04, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k02, _r05, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k10, _r13, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k11, _r14, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k12, _r15, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k20, _r23, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k21, _r24, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k22, _r25, _sum3);
__m128 _sum4 = _bias0;
__m128 _r06 = _mm_load_ps(r0 + 24);
__m128 _r16 = _mm_load_ps(r1 + 24);
__m128 _r26 = _mm_load_ps(r2 + 24);
_mm_store_ps(outptr0 + 12, _sum3);
_sum4 = _mm_comp_fmadd_ps(_k00, _r04, _sum4);
_sum4 = _mm_comp_fmadd_ps(_k01, _r05, _sum4);
_sum4 = _mm_comp_fmadd_ps(_k02, _r06, _sum4);
_sum4 = _mm_comp_fmadd_ps(_k10, _r14, _sum4);
_sum4 = _mm_comp_fmadd_ps(_k11, _r15, _sum4);
_sum4 = _mm_comp_fmadd_ps(_k12, _r16, _sum4);
_sum4 = _mm_comp_fmadd_ps(_k20, _r24, _sum4);
_sum4 = _mm_comp_fmadd_ps(_k21, _r25, _sum4);
_sum4 = _mm_comp_fmadd_ps(_k22, _r26, _sum4);
__m128 _sum5 = _bias0;
__m128 _r07 = _mm_load_ps(r0 + 28);
__m128 _r17 = _mm_load_ps(r1 + 28);
__m128 _r27 = _mm_load_ps(r2 + 28);
_mm_store_ps(outptr0 + 16, _sum4);
_sum5 = _mm_comp_fmadd_ps(_k00, _r05, _sum5);
_sum5 = _mm_comp_fmadd_ps(_k01, _r06, _sum5);
_sum5 = _mm_comp_fmadd_ps(_k02, _r07, _sum5);
_sum5 = _mm_comp_fmadd_ps(_k10, _r15, _sum5);
_sum5 = _mm_comp_fmadd_ps(_k11, _r16, _sum5);
_sum5 = _mm_comp_fmadd_ps(_k12, _r17, _sum5);
_sum5 = _mm_comp_fmadd_ps(_k20, _r25, _sum5);
_sum5 = _mm_comp_fmadd_ps(_k21, _r26, _sum5);
_sum5 = _mm_comp_fmadd_ps(_k22, _r27, _sum5);
__m128 _sum6 = _bias0;
__m128 _r08 = _mm_load_ps(r0 + 32);
__m128 _r18 = _mm_load_ps(r1 + 32);
__m128 _r28 = _mm_load_ps(r2 + 32);
_mm_store_ps(outptr0 + 20, _sum5);
_sum6 = _mm_comp_fmadd_ps(_k00, _r06, _sum6);
_sum6 = _mm_comp_fmadd_ps(_k01, _r07, _sum6);
_sum6 = _mm_comp_fmadd_ps(_k02, _r08, _sum6);
_sum6 = _mm_comp_fmadd_ps(_k10, _r16, _sum6);
_sum6 = _mm_comp_fmadd_ps(_k11, _r17, _sum6);
_sum6 = _mm_comp_fmadd_ps(_k12, _r18, _sum6);
_sum6 = _mm_comp_fmadd_ps(_k20, _r26, _sum6);
_sum6 = _mm_comp_fmadd_ps(_k21, _r27, _sum6);
_sum6 = _mm_comp_fmadd_ps(_k22, _r28, _sum6);
__m128 _sum7 = _bias0;
__m128 _r09 = _mm_load_ps(r0 + 36);
__m128 _r19 = _mm_load_ps(r1 + 36);
__m128 _r29 = _mm_load_ps(r2 + 36);
_mm_store_ps(outptr0 + 24, _sum6);
_sum7 = _mm_comp_fmadd_ps(_k00, _r07, _sum7);
_sum7 = _mm_comp_fmadd_ps(_k01, _r08, _sum7);
_sum7 = _mm_comp_fmadd_ps(_k02, _r09, _sum7);
_sum7 = _mm_comp_fmadd_ps(_k10, _r17, _sum7);
_sum7 = _mm_comp_fmadd_ps(_k11, _r18, _sum7);
_sum7 = _mm_comp_fmadd_ps(_k12, _r19, _sum7);
_sum7 = _mm_comp_fmadd_ps(_k20, _r27, _sum7);
_sum7 = _mm_comp_fmadd_ps(_k21, _r28, _sum7);
_sum7 = _mm_comp_fmadd_ps(_k22, _r29, _sum7);
_mm_store_ps(outptr0 + 28, _sum7);
r0 += 32;
r1 += 32;
r2 += 32;
outptr0 += 32;
}
for (; j + 3 < outw; j += 4)
{
__m128 _sum0 = _bias0;
__m128 _r00 = _mm_load_ps(r0);
__m128 _r01 = _mm_load_ps(r0 + 4);
__m128 _r02 = _mm_load_ps(r0 + 8);
__m128 _r10 = _mm_load_ps(r1);
__m128 _r11 = _mm_load_ps(r1 + 4);
__m128 _r12 = _mm_load_ps(r1 + 8);
__m128 _r20 = _mm_load_ps(r2);
__m128 _r21 = _mm_load_ps(r2 + 4);
__m128 _r22 = _mm_load_ps(r2 + 8);
_sum0 = _mm_comp_fmadd_ps(_k00, _r00, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k01, _r01, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k02, _r02, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k10, _r10, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k11, _r11, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k12, _r12, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k20, _r20, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k21, _r21, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k22, _r22, _sum0);
__m128 _sum1 = _bias0;
__m128 _r03 = _mm_load_ps(r0 + 12);
__m128 _r13 = _mm_load_ps(r1 + 12);
__m128 _r23 = _mm_load_ps(r2 + 12);
_mm_store_ps(outptr0, _sum0);
_sum1 = _mm_comp_fmadd_ps(_k00, _r01, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k01, _r02, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k02, _r03, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k10, _r11, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k11, _r12, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k12, _r13, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k20, _r21, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k21, _r22, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k22, _r23, _sum1);
__m128 _sum2 = _bias0;
__m128 _r04 = _mm_load_ps(r0 + 16);
__m128 _r14 = _mm_load_ps(r1 + 16);
__m128 _r24 = _mm_load_ps(r2 + 16);
_mm_store_ps(outptr0 + 4, _sum1);
_sum2 = _mm_comp_fmadd_ps(_k00, _r02, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k01, _r03, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k02, _r04, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k10, _r12, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k11, _r13, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k12, _r14, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k20, _r22, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k21, _r23, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k22, _r24, _sum2);
__m128 _sum3 = _bias0;
__m128 _r05 = _mm_load_ps(r0 + 20);
__m128 _r15 = _mm_load_ps(r1 + 20);
__m128 _r25 = _mm_load_ps(r2 + 20);
_mm_store_ps(outptr0 + 8, _sum2);
_sum3 = _mm_comp_fmadd_ps(_k00, _r03, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k01, _r04, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k02, _r05, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k10, _r13, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k11, _r14, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k12, _r15, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k20, _r23, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k21, _r24, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k22, _r25, _sum3);
_mm_store_ps(outptr0 + 12, _sum3);
r0 += 16;
r1 += 16;
r2 += 16;
outptr0 += 16;
}
for (; j + 1 < outw; j += 2)
{
__m128 _sum0 = _bias0;
__m128 _r00 = _mm_load_ps(r0);
__m128 _r01 = _mm_load_ps(r0 + 4);
__m128 _r02 = _mm_load_ps(r0 + 8);
__m128 _r10 = _mm_load_ps(r1);
__m128 _r11 = _mm_load_ps(r1 + 4);
__m128 _r12 = _mm_load_ps(r1 + 8);
__m128 _r20 = _mm_load_ps(r2);
__m128 _r21 = _mm_load_ps(r2 + 4);
__m128 _r22 = _mm_load_ps(r2 + 8);
_sum0 = _mm_comp_fmadd_ps(_k00, _r00, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k01, _r01, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k02, _r02, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k10, _r10, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k11, _r11, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k12, _r12, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k20, _r20, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k21, _r21, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k22, _r22, _sum0);
__m128 _sum1 = _bias0;
__m128 _r03 = _mm_load_ps(r0 + 12);
__m128 _r13 = _mm_load_ps(r1 + 12);
__m128 _r23 = _mm_load_ps(r2 + 12);
_mm_store_ps(outptr0, _sum0);
_sum1 = _mm_comp_fmadd_ps(_k00, _r01, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k01, _r02, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k02, _r03, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k10, _r11, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k11, _r12, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k12, _r13, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k20, _r21, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k21, _r22, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k22, _r23, _sum1);
_mm_store_ps(outptr0 + 4, _sum1);
r0 += 8;
r1 += 8;
r2 += 8;
outptr0 += 8;
}
for (; j < outw; j++)
{
__m128 _sum0 = _bias0;
__m128 _r00 = _mm_load_ps(r0);
__m128 _r01 = _mm_load_ps(r0 + 4);
__m128 _r02 = _mm_load_ps(r0 + 8);
__m128 _r10 = _mm_load_ps(r1);
__m128 _r11 = _mm_load_ps(r1 + 4);
__m128 _r12 = _mm_load_ps(r1 + 8);
__m128 _r20 = _mm_load_ps(r2);
__m128 _r21 = _mm_load_ps(r2 + 4);
__m128 _r22 = _mm_load_ps(r2 + 8);
_sum0 = _mm_comp_fmadd_ps(_k00, _r00, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k01, _r01, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k02, _r02, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k10, _r10, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k11, _r11, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k12, _r12, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k20, _r20, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k21, _r21, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k22, _r22, _sum0);
_mm_store_ps(outptr0, _sum0);
r0 += 4;
r1 += 4;
r2 += 4;
outptr0 += 4;
}
r0 += 2 * 4;
r1 += 2 * 4;
r2 += 2 * 4;
}
}
}
static void convdw3x3s2_pack4_sse(const Mat& bottom_blob, Mat& top_blob, const Mat& kernel, const Mat& _bias, const Option& opt)
{
int w = bottom_blob.w;
int outw = top_blob.w;
int outh = top_blob.h;
const int group = bottom_blob.c;
const int tailstep = (w - 2 * outw + w) * 4;
const float* bias = _bias;
#pragma omp parallel for num_threads(opt.num_threads)
for (int g = 0; g < group; g++)
{
Mat out = top_blob.channel(g);
__m128 _bias0 = bias ? _mm_loadu_ps((const float*)bias + g * 4) : _mm_set1_ps(0.f);
const float* k0 = kernel.row(g);
float* outptr0 = out.row(0);
const Mat img0 = bottom_blob.channel(g);
const float* r0 = img0.row(0);
const float* r1 = img0.row(1);
const float* r2 = img0.row(2);
__m128 _k00 = _mm_load_ps(k0);
__m128 _k01 = _mm_load_ps(k0 + 4);
__m128 _k02 = _mm_load_ps(k0 + 8);
__m128 _k10 = _mm_load_ps(k0 + 12);
__m128 _k11 = _mm_load_ps(k0 + 16);
__m128 _k12 = _mm_load_ps(k0 + 20);
__m128 _k20 = _mm_load_ps(k0 + 24);
__m128 _k21 = _mm_load_ps(k0 + 28);
__m128 _k22 = _mm_load_ps(k0 + 32);
int i = 0;
for (; i < outh; i++)
{
int j = 0;
for (; j + 3 < outw; j += 4)
{
__m128 _sum0 = _bias0;
__m128 _r00 = _mm_load_ps(r0);
__m128 _r01 = _mm_load_ps(r0 + 4);
__m128 _r02 = _mm_load_ps(r0 + 8);
__m128 _r10 = _mm_load_ps(r1);
__m128 _r11 = _mm_load_ps(r1 + 4);
__m128 _r12 = _mm_load_ps(r1 + 8);
__m128 _r20 = _mm_load_ps(r2);
__m128 _r21 = _mm_load_ps(r2 + 4);
__m128 _r22 = _mm_load_ps(r2 + 8);
_sum0 = _mm_comp_fmadd_ps(_k00, _r00, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k01, _r01, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k02, _r02, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k10, _r10, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k11, _r11, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k12, _r12, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k20, _r20, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k21, _r21, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k22, _r22, _sum0);
__m128 _sum1 = _bias0;
__m128 _r03 = _mm_load_ps(r0 + 12);
__m128 _r13 = _mm_load_ps(r1 + 12);
__m128 _r23 = _mm_load_ps(r2 + 12);
__m128 _r04 = _mm_load_ps(r0 + 16);
__m128 _r14 = _mm_load_ps(r1 + 16);
__m128 _r24 = _mm_load_ps(r2 + 16);
_mm_store_ps(outptr0, _sum0);
_sum1 = _mm_comp_fmadd_ps(_k00, _r02, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k01, _r03, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k02, _r04, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k10, _r12, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k11, _r13, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k12, _r14, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k20, _r22, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k21, _r23, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k22, _r24, _sum1);
__m128 _sum2 = _bias0;
__m128 _r05 = _mm_load_ps(r0 + 20);
__m128 _r15 = _mm_load_ps(r1 + 20);
__m128 _r25 = _mm_load_ps(r2 + 20);
__m128 _r06 = _mm_load_ps(r0 + 24);
__m128 _r16 = _mm_load_ps(r1 + 24);
__m128 _r26 = _mm_load_ps(r2 + 24);
_mm_store_ps(outptr0 + 4, _sum1);
_sum2 = _mm_comp_fmadd_ps(_k00, _r04, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k01, _r05, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k02, _r06, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k10, _r14, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k11, _r15, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k12, _r16, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k20, _r24, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k21, _r25, _sum2);
_sum2 = _mm_comp_fmadd_ps(_k22, _r26, _sum2);
__m128 _sum3 = _bias0;
__m128 _r07 = _mm_load_ps(r0 + 28);
__m128 _r17 = _mm_load_ps(r1 + 28);
__m128 _r27 = _mm_load_ps(r2 + 28);
__m128 _r08 = _mm_load_ps(r0 + 32);
__m128 _r18 = _mm_load_ps(r1 + 32);
__m128 _r28 = _mm_load_ps(r2 + 32);
_mm_store_ps(outptr0 + 8, _sum2);
_sum3 = _mm_comp_fmadd_ps(_k00, _r06, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k01, _r07, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k02, _r08, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k10, _r16, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k11, _r17, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k12, _r18, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k20, _r26, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k21, _r27, _sum3);
_sum3 = _mm_comp_fmadd_ps(_k22, _r28, _sum3);
_mm_store_ps(outptr0 + 12, _sum3);
r0 += 2 * 16;
r1 += 2 * 16;
r2 += 2 * 16;
outptr0 += 16;
}
for (; j + 1 < outw; j += 2)
{
__m128 _sum0 = _bias0;
__m128 _r00 = _mm_load_ps(r0);
__m128 _r01 = _mm_load_ps(r0 + 4);
__m128 _r02 = _mm_load_ps(r0 + 8);
__m128 _r10 = _mm_load_ps(r1);
__m128 _r11 = _mm_load_ps(r1 + 4);
__m128 _r12 = _mm_load_ps(r1 + 8);
__m128 _r20 = _mm_load_ps(r2);
__m128 _r21 = _mm_load_ps(r2 + 4);
__m128 _r22 = _mm_load_ps(r2 + 8);
_sum0 = _mm_comp_fmadd_ps(_k00, _r00, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k01, _r01, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k02, _r02, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k10, _r10, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k11, _r11, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k12, _r12, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k20, _r20, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k21, _r21, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k22, _r22, _sum0);
__m128 _sum1 = _bias0;
__m128 _r03 = _mm_load_ps(r0 + 12);
__m128 _r13 = _mm_load_ps(r1 + 12);
__m128 _r23 = _mm_load_ps(r2 + 12);
__m128 _r04 = _mm_load_ps(r0 + 16);
__m128 _r14 = _mm_load_ps(r1 + 16);
__m128 _r24 = _mm_load_ps(r2 + 16);
_mm_store_ps(outptr0, _sum0);
_sum1 = _mm_comp_fmadd_ps(_k00, _r02, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k01, _r03, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k02, _r04, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k10, _r12, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k11, _r13, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k12, _r14, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k20, _r22, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k21, _r23, _sum1);
_sum1 = _mm_comp_fmadd_ps(_k22, _r24, _sum1);
_mm_store_ps(outptr0 + 4, _sum1);
r0 += 2 * 8;
r1 += 2 * 8;
r2 += 2 * 8;
outptr0 += 8;
}
for (; j < outw; j++)
{
__m128 _sum0 = _bias0;
__m128 _r00 = _mm_load_ps(r0);
__m128 _r01 = _mm_load_ps(r0 + 4);
__m128 _r02 = _mm_load_ps(r0 + 8);
__m128 _r10 = _mm_load_ps(r1);
__m128 _r11 = _mm_load_ps(r1 + 4);
__m128 _r12 = _mm_load_ps(r1 + 8);
__m128 _r20 = _mm_load_ps(r2);
__m128 _r21 = _mm_load_ps(r2 + 4);
__m128 _r22 = _mm_load_ps(r2 + 8);
_sum0 = _mm_comp_fmadd_ps(_k00, _r00, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k01, _r01, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k02, _r02, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k10, _r10, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k11, _r11, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k12, _r12, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k20, _r20, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k21, _r21, _sum0);
_sum0 = _mm_comp_fmadd_ps(_k22, _r22, _sum0);
_mm_store_ps(outptr0, _sum0);
r0 += 2 * 4;
r1 += 2 * 4;
r2 += 2 * 4;
outptr0 += 4;
}
r0 += tailstep;
r1 += tailstep;
r2 += tailstep;
}
}
}