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
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
/*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) 2010-2012, Institute Of Software Chinese Academy Of Science, all rights reserved.
// Copyright (C) 2010-2012, Advanced Micro Devices, Inc., all rights reserved.
// Copyright (C) 2013, OpenCV Foundation, all rights reserved.
// Third party copyrights are property of their respective owners.
//
// @Authors
// Jia Haipeng, jiahaipeng95@gmail.com
//
//
// 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 copyright holders 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*/
/*
Usage:
after compiling this program user gets a single kernel called KF.
the following flags should be passed:
1) one of "-D BINARY_OP", "-D UNARY_OP", "-D MASK_BINARY_OP" or "-D MASK_UNARY_OP"
2) the actual operation performed, one of "-D OP_...", see below the list of operations.
2a) "-D dstDepth=<destination depth> [-D cn=<num channels]"
for some operations, like min/max/and/or/xor it's enough
2b) "-D srcDepth1=<source1 depth> -D srcDepth2=<source2 depth> -D dstDepth=<destination depth>
-D workDepth=<work depth> [-D cn=<num channels>]" - for mixed-type operations
*/
#ifdef DOUBLE_SUPPORT
#ifdef cl_amd_fp64
#pragma OPENCL EXTENSION cl_amd_fp64:enable
#elif defined cl_khr_fp64
#pragma OPENCL EXTENSION cl_khr_fp64:enable
#endif
#endif
#ifdef INTEL_DEVICE
#pragma OPENCL FP_CONTRACT ON
#pragma OPENCL FP_FAST_FMAF ON
#pragma OPENCL FP_FAST_FMA ON
#endif
#if depth <= 5
#define CV_PI M_PI_F
#else
#define CV_PI M_PI
#endif
#ifndef cn
#define cn 1
#endif
#if cn == 1
#undef srcT1_C1
#undef srcT2_C1
#undef dstT_C1
#define srcT1_C1 srcT1
#define srcT2_C1 srcT2
#define dstT_C1 dstT
#endif
#if cn != 3
#define storedst(val) *(__global dstT *)(dstptr + dst_index) = val
#define storedst2(val) *(__global dstT *)(dstptr2 + dst_index2) = val
#else
#define storedst(val) vstore3(val, 0, (__global dstT_C1 *)(dstptr + dst_index))
#define storedst2(val) vstore3(val, 0, (__global dstT_C1 *)(dstptr2 + dst_index2))
#endif
#define noconvert
#ifndef workT
#ifndef srcT1
#define srcT1 dstT
#endif
#ifndef srcT1_C1
#define srcT1_C1 dstT_C1
#endif
#ifndef srcT2
#define srcT2 dstT
#endif
#ifndef srcT2_C1
#define srcT2_C1 dstT_C1
#endif
#define workT dstT
#if cn != 3
#define srcelem1 *(__global srcT1 *)(srcptr1 + src1_index)
#define srcelem2 *(__global srcT2 *)(srcptr2 + src2_index)
#else
#define srcelem1 vload3(0, (__global srcT1_C1 *)(srcptr1 + src1_index))
#define srcelem2 vload3(0, (__global srcT2_C1 *)(srcptr2 + src2_index))
#endif
#ifndef convertToDT
#define convertToDT noconvert
#endif
#else
#ifndef convertToWT2
#define convertToWT2 convertToWT1
#endif
#if cn != 3
#define srcelem1 convertToWT1(*(__global srcT1 *)(srcptr1 + src1_index))
#define srcelem2 convertToWT2(*(__global srcT2 *)(srcptr2 + src2_index))
#else
#define srcelem1 convertToWT1(vload3(0, (__global srcT1_C1 *)(srcptr1 + src1_index)))
#define srcelem2 convertToWT2(vload3(0, (__global srcT2_C1 *)(srcptr2 + src2_index)))
#endif
#endif
#ifndef workST
#define workST workT
#endif
#define EXTRA_PARAMS
#define EXTRA_INDEX
#define EXTRA_INDEX_ADD
#if defined OP_ADD
#define PROCESS_ELEM storedst(convertToDT(srcelem1 + srcelem2))
#elif defined OP_SUB
#define PROCESS_ELEM storedst(convertToDT(srcelem1 - srcelem2))
#elif defined OP_RSUB
#define PROCESS_ELEM storedst(convertToDT(srcelem2 - srcelem1))
#elif defined OP_ABSDIFF
#if wdepth <= 4
#define PROCESS_ELEM \
storedst(convertToDT(convertFromU(abs_diff(srcelem1, srcelem2))))
#else
#define PROCESS_ELEM \
storedst(convertToDT(fabs(srcelem1 - srcelem2)))
#endif
#elif defined OP_AND
#define PROCESS_ELEM storedst(srcelem1 & srcelem2)
#elif defined OP_OR
#define PROCESS_ELEM storedst(srcelem1 | srcelem2)
#elif defined OP_XOR
#define PROCESS_ELEM storedst(srcelem1 ^ srcelem2)
#elif defined OP_NOT
#define PROCESS_ELEM storedst(~srcelem1)
#elif defined OP_MIN
#define PROCESS_ELEM storedst(min(srcelem1, srcelem2))
#elif defined OP_MAX
#define PROCESS_ELEM storedst(max(srcelem1, srcelem2))
#elif defined OP_MUL
#define PROCESS_ELEM storedst(convertToDT(srcelem1 * srcelem2))
#elif defined OP_MUL_SCALE
#undef EXTRA_PARAMS
#ifdef UNARY_OP
#define EXTRA_PARAMS , workST srcelem2_, scaleT scale
#undef srcelem2
#define srcelem2 srcelem2_
#else
#define EXTRA_PARAMS , scaleT scale
#endif
#define PROCESS_ELEM storedst(convertToDT(srcelem1 * scale * srcelem2))
#elif defined OP_DIV
#define PROCESS_ELEM \
workT e2 = srcelem2, zero = (workT)(0); \
storedst(convertToDT(e2 != zero ? srcelem1 / e2 : zero))
#elif defined OP_DIV_SCALE
#undef EXTRA_PARAMS
#ifdef UNARY_OP
#define EXTRA_PARAMS , workST srcelem2_, scaleT scale
#undef srcelem2
#define srcelem2 srcelem2_
#else
#define EXTRA_PARAMS , scaleT scale
#endif
#define PROCESS_ELEM \
workT e2 = srcelem2, zero = (workT)(0); \
storedst(convertToDT(e2 == zero ? zero : (srcelem1 * (workT)(scale) / e2)))
#elif defined OP_RDIV_SCALE
#undef EXTRA_PARAMS
#ifdef UNARY_OP
#define EXTRA_PARAMS , workST srcelem2_, scaleT scale
#undef srcelem2
#define srcelem2 srcelem2_
#else
#define EXTRA_PARAMS , scaleT scale
#endif
#define PROCESS_ELEM \
workT e1 = srcelem1, zero = (workT)(0); \
storedst(convertToDT(e1 == zero ? zero : (srcelem2 * (workT)(scale) / e1)))
#elif defined OP_RECIP_SCALE
#undef EXTRA_PARAMS
#define EXTRA_PARAMS , scaleT scale
#define PROCESS_ELEM \
workT e1 = srcelem1, zero = (workT)(0); \
storedst(convertToDT(e1 != zero ? scale / e1 : zero))
#elif defined OP_ADDW
#undef EXTRA_PARAMS
#define EXTRA_PARAMS , scaleT alpha, scaleT beta, scaleT gamma
#if wdepth <= 4
#define PROCESS_ELEM storedst(convertToDT(mad24(srcelem1, alpha, mad24(srcelem2, beta, gamma))))
#else
#define PROCESS_ELEM storedst(convertToDT(fma(srcelem1, alpha, fma(srcelem2, beta, gamma))))
#endif
#elif defined OP_MAG
#define PROCESS_ELEM storedst(hypot(srcelem1, srcelem2))
#elif defined OP_PHASE_RADIANS
#define PROCESS_ELEM \
workT tmp = atan2(srcelem2, srcelem1); \
if (tmp < 0) \
tmp += 2 * CV_PI; \
storedst(tmp)
#elif defined OP_PHASE_DEGREES
#define PROCESS_ELEM \
workT tmp = degrees(atan2(srcelem2, srcelem1)); \
if (tmp < 0) \
tmp += 360; \
storedst(tmp)
#elif defined OP_EXP
#if wdepth == 5
#define PROCESS_ELEM storedst(native_exp(srcelem1))
#else
#define PROCESS_ELEM storedst(exp(srcelem1))
#endif
#elif defined OP_POW
#define PROCESS_ELEM storedst(pow(srcelem1, srcelem2))
#elif defined OP_ROOTN
#define PROCESS_ELEM storedst(rootn(srcelem1, srcelem2))
#elif defined OP_POWR
#if depth == 5
#define PROCESS_ELEM storedst(native_powr(srcelem1, srcelem2))
#else
#define PROCESS_ELEM storedst(powr(srcelem1, srcelem2))
#endif
#elif defined OP_POWN
#undef workT
#define workT int
#define PROCESS_ELEM storedst(pown(srcelem1, srcelem2))
#elif defined OP_SQRT
#define PROCESS_ELEM storedst(native_sqrt(srcelem1))
#elif defined OP_LOG
#define PROCESS_ELEM \
storedst(log(fabs(srcelem1)))
#elif defined OP_CMP
#define srcT2 srcT1
#ifndef convertToWT1
#define convertToWT1
#endif
#define PROCESS_ELEM \
storedst(srcelem1 CMP_OPERATOR srcelem2 ? (dstT)(255) : (dstT)(0))
#elif defined OP_CONVERT_SCALE_ABS
#undef EXTRA_PARAMS
#define EXTRA_PARAMS , workT1 alpha, workT1 beta
#if wdepth <= 4
#define PROCESS_ELEM \
workT value = mad24(srcelem1, (workT)(alpha), (workT)(beta)); \
storedst(convertToDT(abs(value)))
#else
#define PROCESS_ELEM \
workT value = fma(srcelem1, (workT)(alpha), (workT)(beta)); \
storedst(convertToDT(fabs(value)))
#endif
#elif defined OP_SCALE_ADD
#undef EXTRA_PARAMS
#define EXTRA_PARAMS , workT1 alpha
#if wdepth <= 4
#define PROCESS_ELEM storedst(convertToDT(mad24(srcelem1, (workT)(alpha), srcelem2)))
#else
#define PROCESS_ELEM storedst(convertToDT(fma(srcelem1, (workT)(alpha), srcelem2)))
#endif
#elif defined OP_CTP_AD || defined OP_CTP_AR
#if depth <= 5
#define CV_EPSILON FLT_EPSILON
#else
#define CV_EPSILON DBL_EPSILON
#endif
#ifdef OP_CTP_AD
#define TO_DEGREE cartToPolar = degrees(cartToPolar);
#elif defined OP_CTP_AR
#define TO_DEGREE
#endif
#define PROCESS_ELEM \
dstT x = srcelem1, y = srcelem2; \
dstT x2 = x * x, y2 = y * y; \
dstT magnitude = sqrt(x2 + y2); \
dstT tmp = y >= 0 ? 0 : CV_PI * 2; \
tmp = x < 0 ? CV_PI : tmp; \
dstT tmp1 = y >= 0 ? CV_PI * 0.5f : CV_PI * 1.5f; \
dstT cartToPolar = y2 <= x2 ? x * y / mad((dstT)(0.28f), y2, x2 + CV_EPSILON) + tmp : (tmp1 - x * y / mad((dstT)(0.28f), x2, y2 + CV_EPSILON)); \
TO_DEGREE \
storedst(magnitude); \
storedst2(cartToPolar)
#elif defined OP_PTC_AD || defined OP_PTC_AR
#ifdef OP_PTC_AD
#define FROM_DEGREE y = radians(y)
#else
#define FROM_DEGREE
#endif
#define PROCESS_ELEM \
dstT x = srcelem1, y = srcelem2, cosval; \
FROM_DEGREE; \
storedst2(sincos(y, &cosval) * x); \
storedst(cosval * x);
#elif defined OP_PATCH_NANS
#undef EXTRA_PARAMS
#define EXTRA_PARAMS , dstT val
#define PROCESS_ELEM \
if (isnan(srcelem1)) \
storedst(val)
#else
#error "unknown op type"
#endif
#if defined OP_CTP_AD || defined OP_CTP_AR || defined OP_PTC_AD || defined OP_PTC_AR
#undef EXTRA_PARAMS
#define EXTRA_PARAMS , __global uchar* dstptr2, int dststep2, int dstoffset2
#undef EXTRA_INDEX
#define EXTRA_INDEX int dst_index2 = mad24(y0, dststep2, mad24(x, (int)sizeof(dstT_C1) * cn, dstoffset2))
#undef EXTRA_INDEX_ADD
#define EXTRA_INDEX_ADD dst_index2 += dststep2
#endif
#if defined UNARY_OP || defined MASK_UNARY_OP
#if defined OP_AND || defined OP_OR || defined OP_XOR || defined OP_ADD || defined OP_SAT_ADD || \
defined OP_SUB || defined OP_SAT_SUB || defined OP_RSUB || defined OP_SAT_RSUB || \
defined OP_ABSDIFF || defined OP_CMP || defined OP_MIN || defined OP_MAX || defined OP_POW || \
defined OP_MUL || defined OP_DIV || defined OP_POWN || defined OP_POWR || defined OP_ROOTN
#undef EXTRA_PARAMS
#define EXTRA_PARAMS , workST srcelem2_
#undef srcelem2
#define srcelem2 srcelem2_
#endif
#if cn == 3
#undef srcelem2
#define srcelem2 (workT)(srcelem2_.x, srcelem2_.y, srcelem2_.z)
#endif
#endif
#if defined BINARY_OP
__kernel void KF(__global const uchar * srcptr1, int srcstep1, int srcoffset1,
__global const uchar * srcptr2, int srcstep2, int srcoffset2,
__global uchar * dstptr, int dststep, int dstoffset,
int rows, int cols EXTRA_PARAMS )
{
int x = get_global_id(0);
int y0 = get_global_id(1) * rowsPerWI;
if (x < cols)
{
int src1_index = mad24(y0, srcstep1, mad24(x, (int)sizeof(srcT1_C1) * cn, srcoffset1));
#if !(defined(OP_RECIP_SCALE) || defined(OP_NOT))
int src2_index = mad24(y0, srcstep2, mad24(x, (int)sizeof(srcT2_C1) * cn, srcoffset2));
#endif
int dst_index = mad24(y0, dststep, mad24(x, (int)sizeof(dstT_C1) * cn, dstoffset));
EXTRA_INDEX;
for (int y = y0, y1 = min(rows, y0 + rowsPerWI); y < y1; ++y, src1_index += srcstep1, dst_index += dststep)
{
PROCESS_ELEM;
#if !(defined(OP_RECIP_SCALE) || defined(OP_NOT))
src2_index += srcstep2;
#endif
EXTRA_INDEX_ADD;
}
}
}
#elif defined MASK_BINARY_OP
__kernel void KF(__global const uchar * srcptr1, int srcstep1, int srcoffset1,
__global const uchar * srcptr2, int srcstep2, int srcoffset2,
__global const uchar * mask, int maskstep, int maskoffset,
__global uchar * dstptr, int dststep, int dstoffset,
int rows, int cols EXTRA_PARAMS )
{
int x = get_global_id(0);
int y0 = get_global_id(1) * rowsPerWI;
if (x < cols)
{
int mask_index = mad24(y0, maskstep, x + maskoffset);
int src1_index = mad24(y0, srcstep1, mad24(x, (int)sizeof(srcT1_C1) * cn, srcoffset1));
int src2_index = mad24(y0, srcstep2, mad24(x, (int)sizeof(srcT2_C1) * cn, srcoffset2));
int dst_index = mad24(y0, dststep, mad24(x, (int)sizeof(dstT_C1) * cn, dstoffset));
for (int y = y0, y1 = min(rows, y0 + rowsPerWI); y < y1; ++y, src1_index += srcstep1, src2_index += srcstep2,
mask_index += maskstep, dst_index += dststep)
if (mask[mask_index])
{
PROCESS_ELEM;
}
}
}
#elif defined UNARY_OP
__kernel void KF(__global const uchar * srcptr1, int srcstep1, int srcoffset1,
__global uchar * dstptr, int dststep, int dstoffset,
int rows, int cols EXTRA_PARAMS )
{
int x = get_global_id(0);
int y0 = get_global_id(1) * rowsPerWI;
if (x < cols)
{
int src1_index = mad24(y0, srcstep1, mad24(x, (int)sizeof(srcT1_C1) * cn, srcoffset1));
int dst_index = mad24(y0, dststep, mad24(x, (int)sizeof(dstT_C1) * cn, dstoffset));
for (int y = y0, y1 = min(rows, y0 + rowsPerWI); y < y1; ++y, src1_index += srcstep1, dst_index += dststep)
{
PROCESS_ELEM;
}
}
}
#elif defined MASK_UNARY_OP
__kernel void KF(__global const uchar * srcptr1, int srcstep1, int srcoffset1,
__global const uchar * mask, int maskstep, int maskoffset,
__global uchar * dstptr, int dststep, int dstoffset,
int rows, int cols EXTRA_PARAMS )
{
int x = get_global_id(0);
int y0 = get_global_id(1) * rowsPerWI;
if (x < cols)
{
int mask_index = mad24(y0, maskstep, x + maskoffset);
int src1_index = mad24(y0, srcstep1, mad24(x, (int)sizeof(srcT1_C1) * cn, srcoffset1));
int dst_index = mad24(y0, dststep, mad24(x, (int)sizeof(dstT_C1) * cn, dstoffset));
for (int y = y0, y1 = min(rows, y0 + rowsPerWI); y < y1; ++y, src1_index += srcstep1, mask_index += maskstep, dst_index += dststep)
if (mask[mask_index])
{
PROCESS_ELEM;
}
}
}
#else
#error "Unknown operation type"
#endif