ncnn

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softmax_exp_sub_max_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 axis = 0;
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#define shape_constant_id_offset 1
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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_3d;
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layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob_3d;
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layout (binding = 2) uniform unfp sampler3D max_workspace_3d;
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#else
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layout (binding = 0) buffer bottom_top_blob { sfpvec4 bottom_top_blob_data[]; };
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layout (binding = 1) readonly buffer max_workspace { sfpvec4 max_workspace_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(w) || gy >= psc(h) || gz >= psc(c))
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        return;
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    int positive_axis = axis < 0 ? psc(dims) + axis : axis;
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#if NCNN_image_shader
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    afpvec4 v;
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    afpvec4 max_value;
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    if (psc(dims) == 1) // positive_axis == 0
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    {
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        v = image3d_ld4(bottom_blob_3d, ivec3(gx, 0, 0));
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        max_value = image3d_ld4(max_workspace_3d, ivec3(0, 0, 0));
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    }
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    else if (psc(dims) == 2 && positive_axis == 0)
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    {
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        v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, 0));
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        max_value = image3d_ld4(max_workspace_3d, ivec3(gx, 0, 0));
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    }
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    else if (psc(dims) == 2 && positive_axis == 1)
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    {
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        v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, 0));
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        max_value = image3d_ld4(max_workspace_3d, ivec3(gy, 0, 0));
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    }
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    else if (psc(dims) == 3 && positive_axis == 0)
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    {
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        v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz));
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        max_value = image3d_ld4(max_workspace_3d, ivec3(gx, gy, 0));
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    }
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    else if (psc(dims) == 3 && positive_axis == 1)
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    {
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        v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz));
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        max_value = image3d_ld4(max_workspace_3d, ivec3(gx, gz, 0));
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    }
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    else if (psc(dims) == 3 && positive_axis == 2)
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    {
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        v = image3d_ld4(bottom_blob_3d, ivec3(gx, gy, gz));
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        max_value = image3d_ld4(max_workspace_3d, ivec3(gy, gz, 0));
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    }
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#else
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    const int gi = gz * psc(cstep) + gy * psc(w) + gx;
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    afpvec4 v = buffer_ld4(bottom_top_blob_data, gi);
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    afpvec4 max_value;
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    if (psc(dims) == 1) // positive_axis == 0
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    {
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        max_value = buffer_ld4(max_workspace_data, 0);
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    }
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    else if (psc(dims) == 2 && positive_axis == 0)
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    {
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        max_value = buffer_ld4(max_workspace_data, gx);
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    }
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    else if (psc(dims) == 2 && positive_axis == 1)
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    {
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        max_value = buffer_ld4(max_workspace_data, gy);
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    }
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    else if (psc(dims) == 3 && positive_axis == 0)
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    {
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        max_value = buffer_ld4(max_workspace_data, gy * psc(w) + gx);
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    }
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    else if (psc(dims) == 3 && positive_axis == 1)
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    {
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        max_value = buffer_ld4(max_workspace_data, gz * psc(w) + gx);
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    }
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    else if (psc(dims) == 3 && positive_axis == 2)
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    {
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        max_value = buffer_ld4(max_workspace_data, gz * psc(h) + gy);
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    }
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#if NCNN_fp16_packed || NCNN_fp16_storage
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    // NOTE reduce max may produce (X, undef, X, undef) on nvidia fp16p/fp16s
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    // TODO only enable this workaround for some nvidia driver
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    if (positive_axis == 0)
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    {
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        max_value = afpvec4(max_value.r);
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    }
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#endif
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#endif
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    v = exp(v - max_value);
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#if NCNN_image_shader
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    image3d_st4(top_blob_3d, 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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