// 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; } } }