// Tencent is pleased to support the open source community by making ncnn available. // // Copyright (C) 2022 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 conv1x1s1_sgemm_int8_msa(const Mat& bottom_blob, Mat& top_blob, const Mat& kernel, const Option& opt) { int w = bottom_blob.w; int h = bottom_blob.h; const int size = w * h; Mat bottom_im2col = bottom_blob; bottom_im2col.w = size; bottom_im2col.h = 1; im2col_sgemm_int8_msa(bottom_im2col, top_blob, kernel, opt); } static void conv1x1s2_sgemm_int8_msa(const Mat& bottom_blob, Mat& top_blob, const Mat& kernel, const Option& opt) { int w = bottom_blob.w; int channels = bottom_blob.c; size_t elemsize = bottom_blob.elemsize; int elempack = bottom_blob.elempack; int outw = top_blob.w; int outh = top_blob.h; const int tailstep = w - 2 * outw + w; Mat bottom_blob_shrinked; bottom_blob_shrinked.create(outw, outh, channels, elemsize, elempack, opt.workspace_allocator); #pragma omp parallel for num_threads(opt.num_threads) for (int p = 0; p < channels; p++) { const signed char* r0 = bottom_blob.channel(p); signed char* outptr = bottom_blob_shrinked.channel(p); for (int i = 0; i < outh; i++) { int j = 0; for (; j + 3 < outw; j += 4) { outptr[0] = r0[0]; outptr[1] = r0[2]; outptr[2] = r0[4]; outptr[3] = r0[6]; r0 += 8; outptr += 4; } for (; j + 1 < outw; j += 2) { outptr[0] = r0[0]; outptr[1] = r0[2]; r0 += 4; outptr += 2; } for (; j < outw; j++) { outptr[0] = r0[0]; r0 += 2; outptr += 1; } r0 += tailstep; } } conv1x1s1_sgemm_int8_msa(bottom_blob_shrinked, top_blob, kernel, opt); }