Blame view

3rdparty/opencv-4.5.4/modules/dnn/src/opencl/batchnorm.cl 3.54 KB
f4334277   Hu Chunming   提交3rdparty
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
  /*M///////////////////////////////////////////////////////////////////////////////////////
  //
  //  IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
  //
  //  By downloading, copying, installing or using the software you agree to this license.
  //  If you do not agree to this license, do not download, install,
  //  copy or use the software.
  //
  //
  //                           License Agreement
  //                For Open Source Computer Vision Library
  //
  // Copyright (C) 2017, Intel Corporation, all rights reserved.
  // Copyright (c) 2016-2017 Fabian David Tschopp, all rights reserved.
  // Third party copyrights are property of their respective owners.
  //
  // Redistribution and use in source and binary forms, with or without modification,
  // are permitted provided that the following conditions are met:
  //
  //   * Redistribution's of source code must retain the above copyright notice,
  //     this list of conditions and the following disclaimer.
  //
  //   * Redistribution's in binary form must reproduce the above copyright notice,
  //     this list of conditions and the following disclaimer in the documentation
  //     and/or other materials provided with the distribution.
  //
  //   * The name of the copyright holders may not be used to endorse or promote products
  //     derived from this software without specific prior written permission.
  //
  // This software is provided by the copyright holders and contributors "as is" and
  // any express or implied warranties, including, but not limited to, the implied
  // warranties of merchantability and fitness for a particular purpose are disclaimed.
  // In no event shall the Intel Corporation or contributors be liable for any direct,
  // indirect, incidental, special, exemplary, or consequential damages
  // (including, but not limited to, procurement of substitute goods or services;
  // loss of use, data, or profits; or business interruption) however caused
  // and on any theory of liability, whether in contract, strict liability,
  // or tort (including negligence or otherwise) arising in any way out of
  // the use of this software, even if advised of the possibility of such damage.
  //
  //M*/
  
  #if defined(cl_khr_fp16)
  #pragma OPENCL EXTENSION cl_khr_fp16 : enable
  #endif
  
  #if NUM == 8
      #define load(src, index) vload8(0, src + index)
      #define store(vec, dst, index) vstore8(vec, 0, dst + index)
      #define float_type float8
      #define convert_f convert_float8
      #define BATCH_NORM batch_norm8
  #elif NUM == 4
      #define load(src, index) vload4(0, src + index)
      #define store(vec, dst, index) vstore4(vec, 0, dst + index)
      #define float_type float4
      #define convert_f convert_float4
      #define BATCH_NORM batch_norm4
  #elif NUM == 1
      #define load(src, index) src[index]
      #define store(vec, dst, index) dst[index] = vec
      #define float_type float
      #define convert_f convert_float
      #define BATCH_NORM batch_norm1
  #endif
  
  __kernel void BATCH_NORM(__global const Dtype* src,
                           const int rows,
                           const int cols,
                           const int channels,
                           __global const float* weight,
                           __global const float* bias,
                           __global Dtype* dst)
  {
      int x = get_global_id(0);
      int y = get_global_id(1) * NUM;
      int index = x * cols + y;
  
      if (x >= rows || y >= cols)
          return;
  
      float w = weight[x % channels];
      float b = bias[x % channels];
      float_type src_vec = convert_f(load(src, index));
      float_type dst_vec = src_vec * w + (float_type)b;
      store(convert_T(dst_vec), dst, index);
  }