ncnn

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interp.comp 
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// Tencent is pleased to support the open source community by making ncnn available.
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//
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// Copyright (C) 2019 THL A29 Limited, a Tencent company. All rights reserved.
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//
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// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
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// in compliance with the License. You may obtain a copy of the License at
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//
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// https://opensource.org/licenses/BSD-3-Clause
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//
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// Unless required by applicable law or agreed to in writing, software distributed
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// under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
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// CONDITIONS OF ANY KIND, either express or implied. See the License for the
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// specific language governing permissions and limitations under the License.
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#version 450
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#if NCNN_fp16_storage
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#extension GL_EXT_shader_16bit_storage: require
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#endif
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#if NCNN_fp16_arithmetic
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#extension GL_EXT_shader_explicit_arithmetic_types_float16: require
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#endif
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layout (constant_id = 0) const int resize_type = 0;
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layout (constant_id = 1) const int align_corner = 0;
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#define shape_constant_id_offset 2
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layout (constant_id = shape_constant_id_offset + 0) const int dims = 0;
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layout (constant_id = shape_constant_id_offset + 1) const int w = 0;
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layout (constant_id = shape_constant_id_offset + 2) const int h = 0;
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layout (constant_id = shape_constant_id_offset + 3) const int c = 0;
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layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0;
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layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0;
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layout (constant_id = shape_constant_id_offset + 6) const int outw = 0;
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layout (constant_id = shape_constant_id_offset + 7) const int outh = 0;
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layout (constant_id = shape_constant_id_offset + 8) const int outc = 0;
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layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0;
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#if NCNN_image_shader
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layout (binding = 0) uniform unfp sampler3D bottom_blob;
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layout (binding = 1, imfmtc1) writeonly uniform unfp image3D top_blob;
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#else
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layout (binding = 0) readonly buffer bottom_blob { sfp bottom_blob_data[]; };
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layout (binding = 1) writeonly buffer top_blob { sfp top_blob_data[]; };
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#endif
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layout (push_constant) uniform parameter
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{
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    int dims;
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    int w;
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    int h;
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    int c;
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    int cstep;
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    int outdims;
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    int outw;
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    int outh;
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    int outc;
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    int outcstep;
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    float scale_x;
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    float scale_y;
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} p;
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void main()
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{
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    int gx = int(gl_GlobalInvocationID.x);
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    int gy = int(gl_GlobalInvocationID.y);
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    int gz = int(gl_GlobalInvocationID.z);
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    if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc))
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        return;
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    if (psc(dims) == 1)
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    {
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#if NCNN_image_shader
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        image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(gz, 0, 0));
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#else
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        const int gi = gz * psc(outcstep) + gy * psc(outw) + gx;
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        buffer_cp1(top_blob_data, gi, bottom_blob_data, gz);
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#endif
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        return;
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    }
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    if (psc(dims) == 2)
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    {
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        if (resize_type == 1) // nearest
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        {
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            int sx = min(int(floor(afp(gx) * afp(p.scale_x))), psc(w) - 1);
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#if NCNN_image_shader
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            image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(sx, gy, gz));
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#else
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            int v_offset = gz * psc(cstep) + gy * psc(w) + sx;
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            const int gi = gz * psc(outcstep) + gy * psc(outw) + gx;
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            buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset);
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#endif
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        }
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        if (resize_type == 2) // bilinear
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        {
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            afp fx;
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            if (align_corner == 1)
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            {
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                fx = afp(gx) * afp(p.scale_x);
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            }
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            else
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            {
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                fx = (afp(gx) + afp(0.5f)) * afp(p.scale_x) - afp(0.5f);
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            }
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            int sx = int(floor(fx));
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            fx -= afp(sx);
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            int sx_max = psc(w) - 2;
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            if (sx < 0)
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            {
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                sx = 0;
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                fx = afp(0.f);
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            }
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            else if (sx > sx_max)
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            {
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                sx = sx_max;
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                fx = afp(1.f);
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            }
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#if NCNN_image_shader
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            afp a0 = image3d_ld1(bottom_blob, ivec3(sx, gy, gz));
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            afp a1 = image3d_ld1(bottom_blob, ivec3(sx + 1, gy, gz));
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#else
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            int v_offset_0 = gz * psc(cstep) + gy * psc(w) + sx;
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            afp a0 = buffer_ld1(bottom_blob_data, v_offset_0);
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            afp a1 = buffer_ld1(bottom_blob_data, v_offset_0 + 1);
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#endif
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            afp res = a0 * (afp(1.f) - fx) + a1 * fx;
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#if NCNN_image_shader
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            image3d_st1(top_blob, ivec3(gx, gy, gz), res);
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#else
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            const int gi = gz * psc(outcstep) + gy * psc(outw) + gx;
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            buffer_st1(top_blob_data, gi, res);
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#endif
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        }
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        return;
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    }
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    if (resize_type == 1) // nearest
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    {
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        afpvec2 gxy = afpvec2(gx, gy);
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        ivec2 sxy_max = ivec2(psc(w) - 1, psc(h) - 1);
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        ivec2 sxy = min(ivec2(floor(gxy * afpvec2(p.scale_x, p.scale_y))), sxy_max);
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        int sx = sxy.r;
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        int sy = sxy.g;
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#if NCNN_image_shader
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        image3d_cp1(top_blob, ivec3(gx, gy, gz), bottom_blob, ivec3(sx, sy, gz));
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#else
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        int v_offset = gz * psc(cstep) + sy * psc(w) + sx;
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        const int gi = gz * psc(outcstep) + gy * psc(outw) + gx;
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        buffer_cp1(top_blob_data, gi, bottom_blob_data, v_offset);
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#endif
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    }
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    if (resize_type == 2) // bilinear
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    {
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        afpvec2 gxy = afpvec2(gx, gy);
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        afpvec2 fxy;
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        if (align_corner == 1)
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        {
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            fxy = gxy * afpvec2(p.scale_x, p.scale_y);
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        }
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        else
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        {
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            fxy = (gxy + afp(0.5f)) * afpvec2(p.scale_x, p.scale_y) - afp(0.5f);
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        }
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        ivec2 sxy = ivec2(floor(fxy));
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        fxy -= afpvec2(sxy);
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        ivec2 sxy_max = ivec2(psc(w) - 2, psc(h) - 2);
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        bvec2 underflow = lessThan(sxy, ivec2(0));
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        bvec2 overflow = greaterThan(sxy, sxy_max);
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        sxy = clamp(sxy, ivec2(0), sxy_max);
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        fxy = mix(fxy, afpvec2(0.f), underflow);
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        fxy = mix(fxy, afpvec2(1.f), overflow);
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        int sx = sxy.r;
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        int sy = sxy.g;
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#if NCNN_image_shader
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        afp a0 = image3d_ld1(bottom_blob, ivec3(sx, sy, gz));
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        afp a1 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy, gz));
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        afp b0 = image3d_ld1(bottom_blob, ivec3(sx, sy + 1, gz));
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        afp b1 = image3d_ld1(bottom_blob, ivec3(sx + 1, sy + 1, gz));
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#else
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        int v_offset_0 = gz * psc(cstep) + sy * psc(w) + sx;
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        int v_offset_1 = gz * psc(cstep) + (sy + 1) * psc(w) + sx;
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        afp a0 = buffer_ld1(bottom_blob_data, v_offset_0);
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        afp a1 = buffer_ld1(bottom_blob_data, v_offset_0 + 1);
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        afp b0 = buffer_ld1(bottom_blob_data, v_offset_1);
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        afp b1 = buffer_ld1(bottom_blob_data, v_offset_1 + 1);
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#endif
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        afp fx = fxy.r;
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        afp fy = fxy.g;
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        afpvec2 ab = afpvec2(a0, b0) * (afp(1.f) - fx) + afpvec2(a1, b1) * fx;
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        afp res = ab.r * (afp(1.f) - fy) + ab.g * fy;
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#if NCNN_image_shader
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        image3d_st1(top_blob, ivec3(gx, gy, gz), res);
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#else
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        const int gi = gz * psc(outcstep) + gy * psc(outw) + gx;
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        buffer_st1(top_blob_data, gi, res);
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#endif
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    }
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}
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