ncnn/src/layer/vulkan/shader/deconvolution_pack4.comp

// Tencent is pleased to support the open source community by making ncnn available.
//
// Copyright (C) 2019 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.

#version 450

#if NCNN_fp16_storage
#extension GL_EXT_shader_16bit_storage: require
#endif
#if NCNN_fp16_arithmetic
#extension GL_EXT_shader_explicit_arithmetic_types_float16: require
#endif

#extension GL_GOOGLE_include_directive: enable
#include "vulkan_activation.comp"

layout (constant_id = 0) const int kernel_w = 1;
layout (constant_id = 1) const int kernel_h = 1;
layout (constant_id = 2) const int dilation_w = 1;
layout (constant_id = 3) const int dilation_h = 1;
layout (constant_id = 4) const int stride_w = 1;
layout (constant_id = 5) const int stride_h = 1;
layout (constant_id = 6) const int bias_term = 0;
layout (constant_id = 7) const int activation_type = 0;
layout (constant_id = 8) const float activation_param_0 = 0;
layout (constant_id = 9) const float activation_param_1 = 0;

#define shape_constant_id_offset 10
layout (constant_id = shape_constant_id_offset + 0) const int dims = 0;
layout (constant_id = shape_constant_id_offset + 1) const int w = 0;
layout (constant_id = shape_constant_id_offset + 2) const int h = 0;
layout (constant_id = shape_constant_id_offset + 3) const int c = 0;
layout (constant_id = shape_constant_id_offset + 4) const int cstep = 0;

layout (constant_id = shape_constant_id_offset + 5) const int outdims = 0;
layout (constant_id = shape_constant_id_offset + 6) const int outw = 0;
layout (constant_id = shape_constant_id_offset + 7) const int outh = 0;
layout (constant_id = shape_constant_id_offset + 8) const int outc = 0;
layout (constant_id = shape_constant_id_offset + 9) const int outcstep = 0;

#if NCNN_image_shader
layout (binding = 0) uniform unfp sampler3D bottom_blob;
layout (binding = 1, imfmtc4) writeonly uniform unfp image3D top_blob;
layout (binding = 2) uniform unfp sampler3D weight_blob;
layout (binding = 3) uniform unfp sampler3D bias_blob;
#else
layout (binding = 0) readonly buffer bottom_blob { sfpvec4 bottom_blob_data[]; };
layout (binding = 1) writeonly buffer top_blob { sfpvec4 top_blob_data[]; };
#if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic)
// GL_EXT_shader_16bit_storage does not define f16mat4 type :(
layout (binding = 2) readonly buffer weight_blob { sfpvec4 weight_data[]; };
#else
layout (binding = 2) readonly buffer weight_blob { sfpmat4 weight_data[]; };
#endif
layout (binding = 3) readonly buffer bias_blob { sfpvec4 bias_data[]; };
#endif

layout (push_constant) uniform parameter
{
    int dims;
    int w;
    int h;
    int c;
    int cstep;

    int outdims;
    int outw;
    int outh;
    int outc;
    int outcstep;
} p;

void main()
{
    int gx = int(gl_GlobalInvocationID.x);
    int gy = int(gl_GlobalInvocationID.y);
    int gz = int(gl_GlobalInvocationID.z);

    if (gx >= psc(outw) || gy >= psc(outh) || gz >= psc(outc))
        return;

    afpvec4 sum;

    if (bias_term == 1)
    {
#if NCNN_image_shader
        sum = image3d_ld4(bias_blob, ivec3(gz, 0, 0));
#else
        sum = buffer_ld4(bias_data, gz);
#endif
    }
    else
    {
        sum = afpvec4(0.f);
    }

    const int kernel_extent_w = dilation_w * (kernel_w - 1) + 1;
    const int kernel_extent_h = dilation_h * (kernel_h - 1) + 1;

#if NCNN_image_shader
    for (int y = 0; y < kernel_h; y++)
    {
        int sys = (gy + y * dilation_h - (kernel_extent_h - 1));
        if (sys < 0 || sys % stride_h != 0)
            continue;

        int sy = sys / stride_h;
        if (sy >= psc(h))
            continue;

        for (int x = 0; x < kernel_w; x++)
        {
            int sxs = (gx + x * dilation_w - (kernel_extent_w - 1));
            if (sxs < 0 || sxs % stride_w != 0)
                continue;

            int sx = sxs / stride_w;
            if (sx >= psc(w))
                continue;

            int wx = (y * kernel_w + x) * 4;

            for (int z = 0; z < psc(c); z++)
            {
                afpvec4 v = image3d_ld4(bottom_blob, ivec3(sx, sy, z));

                afpmat4 k = afpmat4(
                    image3d_ld4(weight_blob, ivec3(wx + 0, z, gz)),
                    image3d_ld4(weight_blob, ivec3(wx + 1, z, gz)),
                    image3d_ld4(weight_blob, ivec3(wx + 2, z, gz)),
                    image3d_ld4(weight_blob, ivec3(wx + 3, z, gz))
                );

                sum += v * k;
            }
        }
    }
#else
    int w_offset_0 = gz * psc(c) * kernel_w * kernel_h;

    for (int y = 0; y < kernel_h; y++)
    {
        int sys = (gy + y * dilation_h - (kernel_extent_h - 1));
        if (sys < 0 || sys % stride_h != 0)
            continue;

        int sy = sys / stride_h;
        if (sy >= psc(h))
            continue;

        for (int x = 0; x < kernel_w; x++)
        {
            int sxs = (gx + x * dilation_w - (kernel_extent_w - 1));
            if (sxs < 0 || sxs % stride_w != 0)
                continue;

            int sx = sxs / stride_w;
            if (sx >= psc(w))
                continue;

            int v_offset = sy * psc(w) + sx;
            int w_offset = w_offset_0 + y * kernel_w + x;

            for (int z = 0; z < psc(c); z++)
            {
                afpvec4 v = buffer_ld4(bottom_blob_data, v_offset);

#if NCNN_fp16_packed || (NCNN_fp16_storage && !NCNN_fp16_arithmetic)
                // GL_EXT_shader_16bit_storage does not define f16mat4 type :(
                afpmat4 k = afpmat4(
                    buffer_ld4(weight_data, w_offset * 4 + 0),
                    buffer_ld4(weight_data, w_offset * 4 + 1),
                    buffer_ld4(weight_data, w_offset * 4 + 2),
                    buffer_ld4(weight_data, w_offset * 4 + 3)
                );
#else
                afpmat4 k = afpmat4(weight_data[w_offset]);
#endif

                sum += v * k;

                v_offset += psc(cstep);
                w_offset += kernel_w * kernel_h;
            }
        }
    }
#endif

    sum = activation_afpvec4(sum, activation_type, activation_param_0, activation_param_1);

#if NCNN_image_shader
    image3d_st4(top_blob, ivec3(gx, gy, gz), sum);
#else
    const int gi = gz * psc(outcstep) + gy * psc(outw) + gx;

    buffer_st4(top_blob_data, gi, sum);
#endif
}