deba746f创建于 2025年6月10日历史提交
// yala is pleased to support the open source community by making ncnn available.
//
//
// Copyright (C) 2022 yala <zhaojunchao@loongson.cn>;<junchao82@qq.com>. 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 linear_coeffs(int w, int outw, int* xofs, float* alpha, int align_corner)
{
    double scale = (double)w / outw;
    if (align_corner)
    {
        scale = (double)(w - 1) / (outw - 1);
    }

    for (int dx = 0; dx < outw; dx++)
    {
        float fx = (float)((dx + 0.5) * scale - 0.5);
        if (align_corner)
        {
            fx = (float)(dx * scale);
        }

        int sx = floor(fx);
        fx -= sx;

        if (sx < 0)
        {
            sx = 0;
            fx = 0.f;
        }
        if (sx >= w - 1)
        {
            sx = w - 2;
            fx = 1.f;
        }

        xofs[dx] = sx;

        alpha[dx * 2] = 1.f - fx;
        alpha[dx * 2 + 1] = fx;
    }
}

static void resize_bilinear_image(const Mat& src, Mat& dst, float* alpha, int* xofs, float* beta, int* yofs)
{
    int w = dst.w;
    int h = dst.h;

    // loop body
    Mat rowsbuf0(w);
    Mat rowsbuf1(w);
    float* rows0 = rowsbuf0;
    float* rows1 = rowsbuf1;

    int prev_sy1 = -2;

    for (int dy = 0; dy < h; dy++)
    {
        int sy = yofs[dy];

        if (sy == prev_sy1)
        {
            // reuse all rows
        }
        else if (sy == prev_sy1 + 1)
        {
            // hresize one row
            float* rows0_old = rows0;
            rows0 = rows1;
            rows1 = rows0_old;
            const float* S1 = src.row(sy + 1);

            const float* alphap = alpha;
            float* rows1p = rows1;
            int dx = 0;
            for (; dx < w; dx++)
            {
                int sx = xofs[dx];
                const float* S1p = S1 + sx;

                float a0 = alphap[0];
                float a1 = alphap[1];
                rows1p[dx] = S1p[0] * a0 + S1p[1] * a1;

                alphap += 2;
            }
        }
        else
        {
            // hresize two rows
            const float* S0 = src.row(sy);
            const float* S1 = src.row(sy + 1);

            const float* alphap = alpha;
            float* rows0p = rows0;
            float* rows1p = rows1;
            int dx = 0;
            for (; dx < w; dx++)
            {
                int sx = xofs[dx];
                const float* S0p = S0 + sx;
                const float* S1p = S1 + sx;

                float a0 = alphap[0];
                float a1 = alphap[1];
                rows0p[dx] = S0p[0] * a0 + S0p[1] * a1;
                rows1p[dx] = S1p[0] * a0 + S1p[1] * a1;

                alphap += 2;
            }
        }

        prev_sy1 = sy;

        // vresize
        float b0 = beta[0];
        float b1 = beta[1];

        float* rows0p = rows0;
        float* rows1p = rows1;
        float* Dp = dst.row(dy);

#if __loongarch_sx
        int nn = w >> 3;
#else
        int nn = 0;
#endif
        int remain = w - (nn << 3);

#if __loongarch_sx
        __m128 _b0 = __lsx_vreplfr2vr_s(b0);
        __m128 _b1 = __lsx_vreplfr2vr_s(b1);
        for (; nn > 0; nn--)
        {
            __m128 _rows0 = (__m128)__lsx_vld(rows0p, 0);
            __m128 _rows1 = (__m128)__lsx_vld(rows1p, 0);

            __m128 _Dp = __lsx_vfmul_s(_rows0, _b0);
            _Dp = __lsx_vfmadd_s(_b1, _rows1, _Dp);

            __lsx_vst(_Dp, Dp, 0);

            __m128 _rows0n = (__m128)__lsx_vld(rows0p + 4, 0);
            __m128 _rows1n = (__m128)__lsx_vld(rows1p + 4, 0);

            __m128 _Dpn = __lsx_vfmul_s(_rows0n, _b0);
            _Dpn = __lsx_vfmadd_s(_b1, _rows1n, _Dpn);

            __lsx_vst(_Dpn, Dp + 4, 0);

            Dp += 8;
            rows0p += 8;
            rows1p += 8;
        }
#endif // __loongarch_sx
        for (; remain; --remain)
        {
            //             D[x] = rows0[x]*b0 + rows1[x]*b1;
            *Dp++ = *rows0p++ * b0 + *rows1p++ * b1;
        }

        beta += 2;
    }
}