ncnn

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lrn_norm_across_channel_pack4.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 region_type = 0;
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layout (constant_id = 1) const int local_size = 0;
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layout (constant_id = 2) const float alpha = 0;
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layout (constant_id = 3) const float beta = 0;
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layout (constant_id = 4) const float bias_constant = 0;
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#define shape_constant_id_offset 5
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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 highp sampler3D square_workspace;
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layout (binding = 1) uniform unfp sampler3D bottom_blob;
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layout (binding = 2, imfmtc4) writeonly uniform unfp image3D top_blob;
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#else
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layout (binding = 0) readonly buffer square_workspace { float square_workspace_data[]; };
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layout (binding = 1) buffer bottom_top_blob { sfpvec4 bottom_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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} 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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    // support region_type == 0 only
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    vec4 sum = vec4(0.f);
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#if NCNN_image_shader
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    ivec4 z4 = gz * 4 + ivec4(0, 1, 2, 3);
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    for (int z = 0; z < local_size; z++)
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    {
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        sum.r += texelFetch(square_workspace, ivec3(gx, gy, z4.r), 0).r;
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        sum.g += texelFetch(square_workspace, ivec3(gx, gy, z4.g), 0).r;
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        sum.b += texelFetch(square_workspace, ivec3(gx, gy, z4.b), 0).r;
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        sum.a += texelFetch(square_workspace, ivec3(gx, gy, z4.a), 0).r;
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        z4 += 1;
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    }
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#else
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    ivec4 z4 = gz * 4 + ivec4(0, 1, 2, 3);
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    ivec4 v_offset = z4 * psc(cstep) + gy * psc(w) + gx;
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    for (int z = 0; z < local_size; z++)
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    {
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        sum.r += square_workspace_data[v_offset.r];
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        sum.g += square_workspace_data[v_offset.g];
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        sum.b += square_workspace_data[v_offset.b];
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        sum.a += square_workspace_data[v_offset.a];
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        v_offset += psc(cstep);
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    }
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#endif
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    const float alpha_div_size = alpha / local_size;
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    afpvec4 scale = afpvec4(pow(bias_constant + alpha_div_size * sum, vec4(-beta)));
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#if NCNN_image_shader
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    afpvec4 v = image3d_ld4(bottom_blob, ivec3(gx, gy, gz));
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#else
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    int gi = gz * psc(outcstep) + gy * psc(outw) + gx;
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    afpvec4 v = buffer_ld4(bottom_top_blob_data, gi);
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#endif
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    v *= scale;
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#if NCNN_image_shader
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    image3d_st4(top_blob, ivec3(gx, gy, gz), v);
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#else
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    buffer_st4(bottom_top_blob_data, gi, v);
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#endif
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}
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