xref: /aosp_15_r20/external/ComputeLibrary/cl_kernels/nhwc/indirect_convolution.clembed (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1R"(
2
3
4
5#ifndef ARM_COMPUTE_HELPER_H
6#define ARM_COMPUTE_HELPER_H
7
8
9
10
11#define STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
12    VSTORE(N0)                                                 \
13    (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0));
14
15#define STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
16    STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
17    VSTORE(N0)                                                 \
18    (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1));
19
20#define STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
21    STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
22    VSTORE(N0)                                                 \
23    (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2));
24
25#define STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
26    STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
27    VSTORE(N0)                                                 \
28    (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3));
29
30#define STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
31    STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
32    VSTORE(N0)                                                 \
33    (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4));
34
35#define STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
36    STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
37    VSTORE(N0)                                                 \
38    (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5));
39
40#define STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
41    STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
42    VSTORE(N0)                                                 \
43    (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6));
44
45#define STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
46    STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
47    VSTORE(N0)                                                 \
48    (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7));
49
50#define STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
51    STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
52    VSTORE(N0)                                                 \
53    (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8));
54
55#define STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
56    STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \
57    VSTORE(N0)                                                  \
58    (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9));
59
60#define STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
61    STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
62    VSTORE(N0)                                                  \
63    (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A));
64
65#define STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
66    STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
67    VSTORE(N0)                                                  \
68    (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B));
69
70#define STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
71    STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
72    VSTORE(N0)                                                  \
73    (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C));
74
75#define STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
76    STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
77    VSTORE(N0)                                                  \
78    (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D));
79
80#define STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
81    STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
82    VSTORE(N0)                                                  \
83    (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E));
84
85#define STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
86    STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
87    VSTORE(N0)                                                  \
88    (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F));
89
90
91
92#define CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
93    VSTORE(N0)                                                         \
94    (CONVERT_SAT((BASENAME##0), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0));
95
96#define CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
97    CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
98    VSTORE(N0)                                                         \
99    (CONVERT_SAT((BASENAME##1), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1));
100
101#define CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
102    CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
103    VSTORE(N0)                                                         \
104    (CONVERT_SAT((BASENAME##2), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2));
105
106#define CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
107    CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
108    VSTORE(N0)                                                         \
109    (CONVERT_SAT((BASENAME##3), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3));
110
111#define CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
112    CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
113    VSTORE(N0)                                                         \
114    (CONVERT_SAT((BASENAME##4), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4));
115
116#define CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
117    CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
118    VSTORE(N0)                                                         \
119    (CONVERT_SAT((BASENAME##5), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5));
120
121#define CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
122    CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
123    VSTORE(N0)                                                         \
124    (CONVERT_SAT((BASENAME##6), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6));
125
126#define CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
127    CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
128    VSTORE(N0)                                                         \
129    (CONVERT_SAT((BASENAME##7), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7));
130
131#define CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
132    CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
133    VSTORE(N0)                                                         \
134    (CONVERT_SAT((BASENAME##8), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8));
135
136#define CONVERT_STORE_ROW_10(N0, DATA, BASENAME, PTR, STRIDE_Y, Z) \
137    CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
138    VSTORE(N0)                                                     \
139    (CONVERT_SAT((BASENAME##9), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9));
140
141#define CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
142    CONVERT_STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
143    VSTORE(N0)                                                          \
144    (CONVERT_SAT((BASENAME##A), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A));
145
146#define CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
147    CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
148    VSTORE(N0)                                                          \
149    (CONVERT_SAT((BASENAME##B), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B));
150
151#define CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
152    CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
153    VSTORE(N0)                                                          \
154    (CONVERT_SAT((BASENAME##C), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C));
155
156#define CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
157    CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
158    VSTORE(N0)                                                          \
159    (CONVERT_SAT((BASENAME##D), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D));
160
161#define CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
162    CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
163    VSTORE(N0)                                                          \
164    (CONVERT_SAT((BASENAME##E), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E));
165
166#define CONVERT_STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
167    CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
168    VSTORE(N0)                                                          \
169    (CONVERT_SAT((BASENAME##F), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F));
170
171
172
173
174#define STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
175#define STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
176
177
178
179#define CONVERT_STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) CONVERT_STORE_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
180#define CONVERT_STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) CONVERT_STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
181
182
183
184#define STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
185    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
186    (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0));
187
188#define STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
189    STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
190    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
191    (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1));
192
193#define STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
194    STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
195    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
196    (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2));
197
198#define STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
199    STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
200    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
201    (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3));
202
203#define STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
204    STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
205    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
206    (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4));
207
208#define STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
209    STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
210    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
211    (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5));
212
213#define STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
214    STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
215    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
216    (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6));
217
218#define STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
219    STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
220    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
221    (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7));
222
223#define STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
224    STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
225    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
226    (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8));
227
228#define STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
229    STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \
230    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
231    (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9));
232
233#define STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
234    STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
235    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
236    (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A));
237
238#define STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
239    STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
240    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
241    (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B));
242
243#define STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
244    STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
245    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
246    (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C));
247
248#define STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
249    STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
250    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
251    (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D));
252
253#define STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
254    STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
255    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
256    (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E));
257
258#define STORE_ROW_PARTIAL_16(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
259    STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
260    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
261    (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F));
262
263
264
265#define STORE_BLOCK_PARTIAL_STR(STORE_M0, STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_ROW_PARTIAL_##STORE_M0(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
266#define STORE_BLOCK_PARTIAL(STORE_M0, STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_BLOCK_PARTIAL_STR(STORE_M0, STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
267
268#define STORE_BLOCK_PARTIAL_IN_X_AND_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
269    if(!(PARTIAL_COND_X) && !(PARTIAL_COND_Y))                                                                                                            \
270    {                                                                                                                                                     \
271        STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                                           \
272    }                                                                                                                                                     \
273    else if((PARTIAL_COND_Y) && !(PARTIAL_COND_X))                                                                                                        \
274    {                                                                                                                                                     \
275        STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \
276    }                                                                                                                                                     \
277    else if(!(PARTIAL_COND_Y) && (PARTIAL_COND_X))                                                                                                        \
278    {                                                                                                                                                     \
279        STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \
280    }                                                                                                                                                     \
281    else                                                                                                                                                  \
282    {                                                                                                                                                     \
283        STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                               \
284    }
285
286#define STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) \
287    if(!(PARTIAL_COND_X))                                                                                         \
288    {                                                                                                             \
289        STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \
290    }                                                                                                             \
291    else                                                                                                          \
292    {                                                                                                             \
293        STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \
294    }
295
296#define STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) \
297    if(!(PARTIAL_COND_Y))                                                                                         \
298    {                                                                                                             \
299        STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \
300    }                                                                                                             \
301    else                                                                                                          \
302    {                                                                                                             \
303        STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \
304    }
305
306
307#if defined(PARTIAL_STORE_M0) && defined(PARTIAL_STORE_N0)
308
309
310#if PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0
311
312#define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
313    STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
314
315#elif PARTIAL_STORE_M0 > 0 && PARTIAL_STORE_N0 == 0
316
317#define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
318    STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y)
319
320#elif PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 > 0
321
322#define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
323    STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X)
324
325#else
326
327#define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
328    STORE_BLOCK_PARTIAL_IN_X_AND_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X)
329
330#endif
331
332#endif
333
334
335#if defined(PARTIAL_STORE_M0)
336
337#define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \
338    ((uint)(max(0, (int)(y * M0) - (int)((M0 - PARTIAL_STORE_M0) % M0))))
339#else
340#define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \
341    ((uint)(y * M0))
342#endif
343
344
345
346#define STORE_VECTOR_SELECT(basename, data_type, ptr, vec_size, leftover, cond) \
347    STORE_BLOCK_PARTIAL_IN_X(1, vec_size, data_type, basename, ptr, 0, 0, leftover, cond)
348
349
350#if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16)
351#pragma OPENCL EXTENSION cl_khr_fp16 : enable
352#endif
353
354#if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8)
355#pragma OPENCL EXTENSION cl_arm_integer_dot_product_int8 : enable
356#endif
357
358#if defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8)
359#pragma OPENCL EXTENSION cl_arm_integer_dot_product_accumulate_int8 : enable
360#endif
361
362#if defined(ARM_COMPUTE_DEBUG_ENABLED) && defined(cl_arm_printf)
363#pragma OPENCL EXTENSION cl_arm_printf : enable
364#endif
365
366#define GPU_ARCH_MIDGARD 0x100
367#define GPU_ARCH_BIFROST 0x200
368#define GPU_ARCH_VALHALL 0x300
369
370
371#define CONCAT(a, b) a##b
372
373
374#define EXPAND(x) x
375
376
377#define CLAMP(x, min_val, max_val) min(max(x, min_val), max_val)
378
379
380#define REV1(x) ((x))
381#define REV2(x) ((x).s10)
382#define REV3(x) ((x).s210)
383#define REV4(x) ((x).s3210)
384#define REV8(x) ((x).s76543210)
385#define REV16(x) ((x).sFEDCBA9876543210)
386
387
388
389#define REVERSE_STR(x, s) REV##s((x))
390#define REVERSE(x, s) REVERSE_STR(x, s)
391
392
393
394#define ROT1_0(x) ((x))
395#define ROT1_1(x) ((x))
396
397#define ROT2_0(x) ((x))
398#define ROT2_1(x) ((x).s10)
399#define ROT2_2(x) ((x))
400
401#define ROT3_0(x) ((x))
402#define ROT3_1(x) ((x).s201)
403#define ROT3_2(x) ((x).s120)
404#define ROT3_3(x) ((x))
405
406#define ROT4_0(x) ((x))
407#define ROT4_1(x) ((x).s3012)
408#define ROT4_2(x) ((x).s2301)
409#define ROT4_3(x) ((x).s1230)
410#define ROT4_4(x) ((x))
411
412#define ROT8_0(x) ((x))
413#define ROT8_1(x) ((x).s70123456)
414#define ROT8_2(x) ((x).s67012345)
415#define ROT8_3(x) ((x).s56701234)
416#define ROT8_4(x) ((x).s45670123)
417#define ROT8_5(x) ((x).s34567012)
418#define ROT8_6(x) ((x).s23456701)
419#define ROT8_7(x) ((x).s12345670)
420#define ROT8_8(x) ((x))
421
422#define ROT16_0(x) ((x))
423#define ROT16_1(x) ((x).sF0123456789ABCDE)
424#define ROT16_2(x) ((x).sEF0123456789ABCD)
425#define ROT16_3(x) ((x).sDEF0123456789ABC)
426#define ROT16_4(x) ((x).sCDEF0123456789AB)
427#define ROT16_5(x) ((x).sBCDEF0123456789A)
428#define ROT16_6(x) ((x).sABCDEF0123456789)
429#define ROT16_7(x) ((x).s9ABCDEF012345678)
430#define ROT16_8(x) ((x).s89ABCDEF01234567)
431#define ROT16_9(x) ((x).s789ABCDEF0123456)
432#define ROT16_10(x) ((x).s6789ABCDEF012345)
433#define ROT16_11(x) ((x).s56789ABCDEF01234)
434#define ROT16_12(x) ((x).s456789ABCDEF0123)
435#define ROT16_13(x) ((x).s3456789ABCDEF012)
436#define ROT16_14(x) ((x).s23456789ABCDEF01)
437#define ROT16_15(x) ((x).s123456789ABCDEF0)
438#define ROT16_16(x) ((x))
439
440
441
442#define ROTATE_STR(x, s, n) ROT##s##_##n(x)
443#define ROTATE(x, s, n) ROTATE_STR(x, s, n)
444
445
446
447#define V_OFFS1(dt) (dt##1)(0)
448#define V_OFFS2(dt) (dt##2)(0, 1)
449#define V_OFFS3(dt) (dt##3)(0, 1, 2)
450#define V_OFFS4(dt) (dt##4)(0, 1, 2, 3)
451#define V_OFFS8(dt) (dt##8)(0, 1, 2, 3, 4, 5, 6, 7)
452#define V_OFFS16(dt) (dt##16)(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15)
453
454
455
456#define VEC_OFFS_STR(dt, s) V_OFFS##s(dt)
457#define VEC_OFFS(dt, s) VEC_OFFS_STR(dt, s)
458
459
460#define VLOAD_STR(size) vload##size
461#define VLOAD(size) VLOAD_STR(size)
462
463
464#define VLOAD_PARTIAL_STR(size, load_size) vload_partial_##size##_##load_size
465#define VLOAD_PARTIAL(size, load_size) VLOAD_PARTIAL_STR(size, load_size)
466
467#define NO_LOAD(data, offs, ptr) \
468    {                            \
469    }
470
471
472#define vload_partial_1_0 NO_LOAD
473#define vload_partial_1_1 vload1
474#define vload_partial_1_2 NO_LOAD
475#define vload_partial_1_3 NO_LOAD
476#define vload_partial_1_4 NO_LOAD
477#define vload_partial_1_5 NO_LOAD
478#define vload_partial_1_6 NO_LOAD
479#define vload_partial_1_7 NO_LOAD
480#define vload_partial_1_8 NO_LOAD
481#define vload_partial_1_9 NO_LOAD
482#define vload_partial_1_10 NO_LOAD
483#define vload_partial_1_11 NO_LOAD
484#define vload_partial_1_12 NO_LOAD
485#define vload_partial_1_13 NO_LOAD
486#define vload_partial_1_14 NO_LOAD
487#define vload_partial_1_15 NO_LOAD
488#define vload_partial_1_16 NO_LOAD
489
490#define vload_partial_2_0 NO_LOAD
491#define vload_partial_2_1 vload_partial_1
492#define vload_partial_2_2 vload_partial_2
493#define vload_partial_2_3 NO_LOAD
494#define vload_partial_2_4 NO_LOAD
495#define vload_partial_2_5 NO_LOAD
496#define vload_partial_2_6 NO_LOAD
497#define vload_partial_2_7 NO_LOAD
498#define vload_partial_2_8 NO_LOAD
499#define vload_partial_2_9 NO_LOAD
500#define vload_partial_2_10 NO_LOAD
501#define vload_partial_2_11 NO_LOAD
502#define vload_partial_2_12 NO_LOAD
503#define vload_partial_2_13 NO_LOAD
504#define vload_partial_2_14 NO_LOAD
505#define vload_partial_2_15 NO_LOAD
506#define vload_partial_2_16 NO_LOAD
507
508#define vload_partial_3_0 NO_LOAD
509#define vload_partial_3_1 vload_partial_1
510#define vload_partial_3_2 vload_partial_2
511#define vload_partial_3_3 vload_partial_3
512#define vload_partial_3_4 NO_LOAD
513#define vload_partial_3_5 NO_LOAD
514#define vload_partial_3_6 NO_LOAD
515#define vload_partial_3_7 NO_LOAD
516#define vload_partial_3_8 NO_LOAD
517#define vload_partial_3_9 NO_LOAD
518#define vload_partial_3_10 NO_LOAD
519#define vload_partial_3_11 NO_LOAD
520#define vload_partial_3_12 NO_LOAD
521#define vload_partial_3_13 NO_LOAD
522#define vload_partial_3_14 NO_LOAD
523#define vload_partial_3_15 NO_LOAD
524#define vload_partial_3_16 NO_LOAD
525
526#define vload_partial_4_0 NO_LOAD
527#define vload_partial_4_1 vload_partial_1
528#define vload_partial_4_2 vload_partial_2
529#define vload_partial_4_3 vload_partial_3
530#define vload_partial_4_4 vload_partial_4
531#define vload_partial_4_5 NO_LOAD
532#define vload_partial_4_6 NO_LOAD
533#define vload_partial_4_7 NO_LOAD
534#define vload_partial_4_8 NO_LOAD
535#define vload_partial_4_9 NO_LOAD
536#define vload_partial_4_10 NO_LOAD
537#define vload_partial_4_11 NO_LOAD
538#define vload_partial_4_12 NO_LOAD
539#define vload_partial_4_13 NO_LOAD
540#define vload_partial_4_14 NO_LOAD
541#define vload_partial_4_15 NO_LOAD
542#define vload_partial_4_16 NO_LOAD
543
544#define vload_partial_8_0 NO_LOAD
545#define vload_partial_8_1 vload_partial_1
546#define vload_partial_8_2 vload_partial_2
547#define vload_partial_8_3 vload_partial_3
548#define vload_partial_8_4 vload_partial_4
549#define vload_partial_8_5 vload_partial_5
550#define vload_partial_8_6 vload_partial_6
551#define vload_partial_8_7 vload_partial_7
552#define vload_partial_8_8 vload_partial_8
553#define vload_partial_8_9 NO_LOAD
554#define vload_partial_8_10 NO_LOAD
555#define vload_partial_8_11 NO_LOAD
556#define vload_partial_8_12 NO_LOAD
557#define vload_partial_8_13 NO_LOAD
558#define vload_partial_8_14 NO_LOAD
559#define vload_partial_8_15 NO_LOAD
560#define vload_partial_8_16 NO_LOAD
561
562#define vload_partial_16_0 NO_LOAD
563#define vload_partial_16_1 vload_partial_1
564#define vload_partial_16_2 vload_partial_2
565#define vload_partial_16_3 vload_partial_3
566#define vload_partial_16_4 vload_partial_4
567#define vload_partial_16_5 vload_partial_5
568#define vload_partial_16_6 vload_partial_6
569#define vload_partial_16_7 vload_partial_7
570#define vload_partial_16_8 vload_partial_8
571#define vload_partial_16_9 vload_partial_9
572#define vload_partial_16_10 vload_partial_10
573#define vload_partial_16_11 vload_partial_11
574#define vload_partial_16_12 vload_partial_12
575#define vload_partial_16_13 vload_partial_13
576#define vload_partial_16_14 vload_partial_14
577#define vload_partial_16_15 vload_partial_15
578#define vload_partial_16_16 vload_partial_16
579
580
581#define vload_partial_1(DATA, OFFSET, PTR) \
582    DATA.s0 = vload1(OFFSET, PTR);
583
584#define vload_partial_2(DATA, OFFSET, PTR) \
585    DATA.s01 = vload2(OFFSET, PTR);
586
587#define vload_partial_3(DATA, OFFSET, PTR) \
588    DATA.s012 = vload3(OFFSET, PTR);
589
590#define vload_partial_4(DATA, OFFSET, PTR) \
591    DATA.s0123 = vload4(OFFSET, PTR);
592
593#define vload_partial_5(DATA, OFFSET, PTR)    \
594    vload_partial_4(DATA.s0123, OFFSET, PTR); \
595    DATA.s4 = vload1(OFFSET, PTR + 4);
596
597#define vload_partial_6(DATA, OFFSET, PTR)    \
598    vload_partial_4(DATA.s0123, OFFSET, PTR); \
599    vload_partial_2(DATA.s45, OFFSET, PTR + 4);
600
601#define vload_partial_7(DATA, OFFSET, PTR)    \
602    vload_partial_4(DATA.s0123, OFFSET, PTR); \
603    vload_partial_3(DATA.s456, OFFSET, PTR + 4);
604
605#define vload_partial_8(DATA, OFFSET, PTR) \
606    DATA.s01234567 = vload8(OFFSET, PTR);
607
608#define vload_partial_9(DATA, OFFSET, PTR)        \
609    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
610    DATA.s8 = vload1(OFFSET, PTR + 8);
611
612#define vload_partial_10(DATA, OFFSET, PTR)       \
613    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
614    vload_partial_2(DATA.s89, OFFSET, PTR + 8);
615
616#define vload_partial_11(DATA, OFFSET, PTR)       \
617    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
618    vload_partial_3(DATA.s89A, OFFSET, PTR + 8);
619
620#define vload_partial_12(DATA, OFFSET, PTR)       \
621    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
622    vload_partial_4(DATA.s89AB, OFFSET, PTR + 8);
623
624#define vload_partial_13(DATA, OFFSET, PTR)       \
625    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
626    vload_partial_5(DATA.s89ABCDEF, OFFSET, PTR + 8);
627
628#define vload_partial_14(DATA, OFFSET, PTR)       \
629    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
630    vload_partial_6(DATA.s89ABCDEF, OFFSET, PTR + 8);
631
632#define vload_partial_15(DATA, OFFSET, PTR)       \
633    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
634    vload_partial_7(DATA.s89ABCDEF, OFFSET, PTR + 8);
635
636#define vload_partial_16(DATA, OFFSET, PTR) \
637    DATA = vload16(OFFSET, PTR);
638
639
640
641#define PIXEL_UNIT4 1
642#define PIXEL_UNIT8 2
643#define PIXEL_UNIT16 4
644
645
646#define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size) PIXEL_UNIT##vec_size
647#define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(vec_size) CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size)
648
649
650#define read_image2d_floatx1(img, x_coord, y_coord) (float4)(read_imagef(img, (int2)(x_coord, y_coord)));
651#define read_image2d_floatx2(img, x_coord, y_coord) (float8)(read_imagef(img, (int2)(x_coord, y_coord)), read_imagef(img, (int2)(x_coord + 1, y_coord)));
652#define read_image2d_floatx4(img, x_coord, y_coord) (float16)(read_imagef(img, (int2)(x_coord, y_coord)), read_imagef(img, (int2)(x_coord + 1, y_coord)), read_imagef(img, (int2)(x_coord + 2, y_coord)), read_imagef(img, (int2)(x_coord + 3, y_coord)));
653
654#if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16)
655#define read_image2d_halfx1(img, x_coord, y_coord) (half4)(read_imageh(img, (int2)(x_coord, y_coord)));
656#define read_image2d_halfx2(img, x_coord, y_coord) (half8)(read_imageh(img, (int2)(x_coord, y_coord)), read_imageh(img, (int2)(x_coord + 1, y_coord)));
657#define read_image2d_halfx4(img, x_coord, y_coord) (half16)(read_imageh(img, (int2)(x_coord, y_coord)), read_imageh(img, (int2)(x_coord + 1, y_coord)), read_imageh(img, (int2)(x_coord + 2, y_coord)), read_imageh(img, (int2)(x_coord + 3, y_coord)));
658#endif
659
660#define write_image2d_floatx1(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values));
661#define write_image2d_floatx2(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values.s0123), write_imagef(img, (int2)(x_coord + 1, y_coord), values.s4567));
662#define write_image2d_floatx4(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values.s0123), write_imagef(img, (int2)(x_coord + 1, y_coord), values.s4567), write_imagef(img, (int2)(x_coord + 2, y_coord), values.s89AB), write_imagef(img, (int2)(x_coord + 3, y_coord), values.sCDEF));
663
664#if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16)
665#define write_image2d_halfx1(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values));
666#define write_image2d_halfx2(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values.s0123), write_imageh(img, (int2)(x_coord + 1, y_coord), values.s4567));
667#define write_image2d_halfx4(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values.s0123), write_imageh(img, (int2)(x_coord + 1, y_coord), values.s4567), write_imageh(img, (int2)(x_coord + 2, y_coord), values.s89AB), write_imageh(img, (int2)(x_coord + 3, y_coord), values.sCDEF));
668#endif
669
670
671#define READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord) read_image2d_##data_type##x##n0(img, x_coord, y_coord)
672#define READ_IMAGE2D(data_type, n0, img, x_coord, y_coord) READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord)
673
674
675#define WRITE_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord, values) write_image2d_##data_type##x##n0(img, x_coord, y_coord, values)
676#define WRITE_IMAGE2D(data_type, n0, img, x_coord, y_coord, values) WRITE_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord, values)
677
678#define VSTORE_STR(size) vstore##size
679#define VSTORE(size) VSTORE_STR(size)
680
681#define float1 float
682#define half1 half
683#define char1 char
684#define uchar1 uchar
685#define short1 short
686#define ushort1 ushort
687#define int1 int
688#define uint1 uint
689#define long1 long
690#define ulong1 ulong
691#define double1 double
692
693#define vload1(OFFSET, PTR) *(OFFSET + PTR)
694#define vstore1(DATA, OFFSET, PTR) *(OFFSET + PTR) = DATA
695
696
697#define VSTORE_PARTIAL_STR(size, store_size) vstore_partial_##size##_##store_size
698#define VSTORE_PARTIAL(size, store_size) VSTORE_PARTIAL_STR(size, store_size)
699
700#define NO_STORE(data, offs, ptr) \
701    {                             \
702    }
703
704
705#define vstore_partial_1_0 NO_STORE
706#define vstore_partial_1_1 vstore1
707#define vstore_partial_1_2 NO_STORE
708#define vstore_partial_1_3 NO_STORE
709#define vstore_partial_1_4 NO_STORE
710#define vstore_partial_1_5 NO_STORE
711#define vstore_partial_1_6 NO_STORE
712#define vstore_partial_1_7 NO_STORE
713#define vstore_partial_1_8 NO_STORE
714#define vstore_partial_1_9 NO_STORE
715#define vstore_partial_1_10 NO_STORE
716#define vstore_partial_1_11 NO_STORE
717#define vstore_partial_1_12 NO_STORE
718#define vstore_partial_1_13 NO_STORE
719#define vstore_partial_1_14 NO_STORE
720#define vstore_partial_1_15 NO_STORE
721#define vstore_partial_1_16 NO_STORE
722
723#define vstore_partial_2_0 NO_STORE
724#define vstore_partial_2_1 vstore_partial_1
725#define vstore_partial_2_2 vstore_partial_2
726#define vstore_partial_2_3 NO_STORE
727#define vstore_partial_2_4 NO_STORE
728#define vstore_partial_2_5 NO_STORE
729#define vstore_partial_2_6 NO_STORE
730#define vstore_partial_2_7 NO_STORE
731#define vstore_partial_2_8 NO_STORE
732#define vstore_partial_2_9 NO_STORE
733#define vstore_partial_2_10 NO_STORE
734#define vstore_partial_2_11 NO_STORE
735#define vstore_partial_2_12 NO_STORE
736#define vstore_partial_2_13 NO_STORE
737#define vstore_partial_2_14 NO_STORE
738#define vstore_partial_2_15 NO_STORE
739#define vstore_partial_2_16 NO_STORE
740
741#define vstore_partial_3_0 NO_STORE
742#define vstore_partial_3_1 vstore_partial_1
743#define vstore_partial_3_2 vstore_partial_2
744#define vstore_partial_3_3 vstore_partial_3
745#define vstore_partial_3_4 NO_STORE
746#define vstore_partial_3_5 NO_STORE
747#define vstore_partial_3_6 NO_STORE
748#define vstore_partial_3_7 NO_STORE
749#define vstore_partial_3_8 NO_STORE
750#define vstore_partial_3_9 NO_STORE
751#define vstore_partial_3_10 NO_STORE
752#define vstore_partial_3_11 NO_STORE
753#define vstore_partial_3_12 NO_STORE
754#define vstore_partial_3_13 NO_STORE
755#define vstore_partial_3_14 NO_STORE
756#define vstore_partial_3_15 NO_STORE
757#define vstore_partial_3_16 NO_STORE
758
759#define vstore_partial_4_0 NO_STORE
760#define vstore_partial_4_1 vstore_partial_1
761#define vstore_partial_4_2 vstore_partial_2
762#define vstore_partial_4_3 vstore_partial_3
763#define vstore_partial_4_4 vstore_partial_4
764#define vstore_partial_4_5 NO_STORE
765#define vstore_partial_4_6 NO_STORE
766#define vstore_partial_4_7 NO_STORE
767#define vstore_partial_4_8 NO_STORE
768#define vstore_partial_4_9 NO_STORE
769#define vstore_partial_4_10 NO_STORE
770#define vstore_partial_4_11 NO_STORE
771#define vstore_partial_4_12 NO_STORE
772#define vstore_partial_4_13 NO_STORE
773#define vstore_partial_4_14 NO_STORE
774#define vstore_partial_4_15 NO_STORE
775#define vstore_partial_4_16 NO_STORE
776
777#define vstore_partial_8_0 NO_STORE
778#define vstore_partial_8_1 vstore_partial_1
779#define vstore_partial_8_2 vstore_partial_2
780#define vstore_partial_8_3 vstore_partial_3
781#define vstore_partial_8_4 vstore_partial_4
782#define vstore_partial_8_5 vstore_partial_5
783#define vstore_partial_8_6 vstore_partial_6
784#define vstore_partial_8_7 vstore_partial_7
785#define vstore_partial_8_8 vstore_partial_8
786#define vstore_partial_8_9 NO_STORE
787#define vstore_partial_8_10 NO_STORE
788#define vstore_partial_8_11 NO_STORE
789#define vstore_partial_8_12 NO_STORE
790#define vstore_partial_8_13 NO_STORE
791#define vstore_partial_8_14 NO_STORE
792#define vstore_partial_8_15 NO_STORE
793#define vstore_partial_8_16 NO_STORE
794
795#define vstore_partial_16_0 NO_STORE
796#define vstore_partial_16_1 vstore_partial_1
797#define vstore_partial_16_2 vstore_partial_2
798#define vstore_partial_16_3 vstore_partial_3
799#define vstore_partial_16_4 vstore_partial_4
800#define vstore_partial_16_5 vstore_partial_5
801#define vstore_partial_16_6 vstore_partial_6
802#define vstore_partial_16_7 vstore_partial_7
803#define vstore_partial_16_8 vstore_partial_8
804#define vstore_partial_16_9 vstore_partial_9
805#define vstore_partial_16_10 vstore_partial_10
806#define vstore_partial_16_11 vstore_partial_11
807#define vstore_partial_16_12 vstore_partial_12
808#define vstore_partial_16_13 vstore_partial_13
809#define vstore_partial_16_14 vstore_partial_14
810#define vstore_partial_16_15 vstore_partial_15
811#define vstore_partial_16_16 vstore_partial_16
812
813
814#define vstore_partial_1(DATA, OFFSET, PTR) \
815    vstore1(DATA.s0, OFFSET, PTR);
816
817#define vstore_partial_2(DATA, OFFSET, PTR) \
818    vstore2(DATA.s01, OFFSET, PTR);
819
820#define vstore_partial_3(DATA, OFFSET, PTR) \
821    vstore3(DATA.s012, OFFSET, PTR);
822
823#define vstore_partial_4(DATA, OFFSET, PTR) \
824    vstore4(DATA.s0123, OFFSET, PTR);
825
826#define vstore_partial_5(DATA, OFFSET, PTR)    \
827    vstore_partial_4(DATA.s0123, OFFSET, PTR); \
828    vstore1(DATA.s4, OFFSET, PTR + 4);
829
830#define vstore_partial_6(DATA, OFFSET, PTR)    \
831    vstore_partial_4(DATA.s0123, OFFSET, PTR); \
832    vstore_partial_2(DATA.s45, OFFSET, PTR + 4);
833
834#define vstore_partial_7(DATA, OFFSET, PTR)    \
835    vstore_partial_4(DATA.s0123, OFFSET, PTR); \
836    vstore_partial_3(DATA.s456, OFFSET, PTR + 4);
837
838#define vstore_partial_8(DATA, OFFSET, PTR) \
839    vstore8(DATA.s01234567, OFFSET, PTR);
840
841#define vstore_partial_9(DATA, OFFSET, PTR)        \
842    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
843    vstore1(DATA.s8, OFFSET, PTR + 8);
844
845#define vstore_partial_10(DATA, OFFSET, PTR)       \
846    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
847    vstore_partial_2(DATA.s89, OFFSET, PTR + 8);
848
849#define vstore_partial_11(DATA, OFFSET, PTR)       \
850    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
851    vstore_partial_3(DATA.s89a, OFFSET, PTR + 8);
852
853#define vstore_partial_12(DATA, OFFSET, PTR)       \
854    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
855    vstore_partial_4(DATA.s89ab, OFFSET, PTR + 8);
856
857#define vstore_partial_13(DATA, OFFSET, PTR)       \
858    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
859    vstore_partial_5(DATA.s89abcdef, OFFSET, PTR + 8);
860
861#define vstore_partial_14(DATA, OFFSET, PTR)       \
862    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
863    vstore_partial_6(DATA.s89abcdef, OFFSET, PTR + 8);
864
865#define vstore_partial_15(DATA, OFFSET, PTR)       \
866    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
867    vstore_partial_7(DATA.s89abcdef, OFFSET, PTR + 8);
868
869#define vstore_partial_16(DATA, OFFSET, PTR) \
870    vstore16(DATA, OFFSET, PTR);
871
872
873
874
875
876#define convert_float_sat convert_float
877#define convert_float1_sat convert_float
878#define convert_float2_sat convert_float2
879#define convert_float3_sat convert_float3
880#define convert_float4_sat convert_float4
881#define convert_float8_sat convert_float8
882#define convert_float16_sat convert_float16
883#define convert_half_sat convert_float
884#define convert_half1_sat convert_half
885#define convert_half2_sat convert_half2
886#define convert_half3_sat convert_half3
887#define convert_half4_sat convert_half4
888#define convert_half8_sat convert_half8
889#define convert_half16_sat convert_half16
890
891#define convert_float1 convert_float
892#define convert_half1 convert_half
893#define convert_char1 convert_char
894#define convert_uchar1 convert_uchar
895#define convert_short1 convert_short
896#define convert_ushort1 convert_ushort
897#define convert_int1 convert_int
898#define convert_uint1 convert_uint
899#define convert_long1 convert_long
900#define convert_ulong1 convert_ulong
901#define convert_double1 convert_double
902
903#define convert_char1_sat convert_char_sat
904#define convert_uchar1_sat convert_uchar_sat
905#define convert_uchar2_sat convert_uchar2_sat
906#define convert_uchar3_sat convert_uchar3_sat
907#define convert_uchar4_sat convert_uchar4_sat
908#define convert_uchar8_sat convert_uchar8_sat
909#define convert_uchar16_sat convert_uchar16_sat
910#define convert_short1_sat convert_short_sat
911#define convert_ushort1_sat convert_ushort_sat
912#define convert_int1_sat convert_int_sat
913#define convert_uint1_sat convert_uint_sat
914#define convert_long1_sat convert_long_sat
915#define convert_ulong1_sat convert_ulong_sat
916#define convert_double1_sat convert_double_sat
917
918#define VEC_DATA_TYPE_STR(type, size) type##size
919#define VEC_DATA_TYPE(type, size) VEC_DATA_TYPE_STR(type, size)
920
921#define CONVERT_STR(x, type) (convert_##type((x)))
922#define CONVERT(x, type) CONVERT_STR(x, type)
923
924#define CONVERT_SAT_STR(x, type) (convert_##type##_sat((x)))
925#define CONVERT_SAT(x, type) CONVERT_SAT_STR(x, type)
926
927#define CONVERT_SAT_ROUND_STR(x, type, round) (convert_##type##_sat_##round((x)))
928#define CONVERT_SAT_ROUND(x, type, round) CONVERT_SAT_ROUND_STR(x, type, round)
929
930#define select_vec_dt_uchar(size) uchar##size
931#define select_vec_dt_char(size) char##size
932#define select_vec_dt_ushort(size) ushort##size
933#define select_vec_dt_short(size) short##size
934#define select_vec_dt_half(size) short##size
935#define select_vec_dt_uint(size) uint##size
936#define select_vec_dt_int(size) int##size
937#define select_vec_dt_float(size) int##size
938#define select_vec_dt_ulong(size) ulong##size
939#define select_vec_dt_long(size) long##size
940
941#define SELECT_VEC_DATA_TYPE_STR(type, size) select_vec_dt_##type(size)
942#define SELECT_VEC_DATA_TYPE(type, size) SELECT_VEC_DATA_TYPE_STR(type, size)
943#define SELECT_DATA_TYPE(type) SELECT_VEC_DATA_TYPE_STR(type, 1)
944
945#define signed_int_vec_dt_uchar(size) char##size
946#define signed_int_vec_dt_char(size) char##size
947#define signed_int_vec_dt_ushort(size) short##size
948#define signed_int_vec_dt_short(size) short##size
949#define signed_int_vec_dt_half(size) short##size
950#define signed_int_vec_dt_uint(size) int##size
951#define signed_int_vec_dt_int(size) int##size
952#define signed_int_vec_dt_float(size) int##size
953#define signed_int_vec_dt_ulong(size) long##size
954#define signed_int_vec_dt_long(size) long##size
955
956#define SIGNED_INT_VEC_DATA_TYPE_STR(type, size) signed_int_vec_dt_##type(size)
957#define SIGNED_INT_VEC_DATA_TYPE(type, size) SIGNED_INT_VEC_DATA_TYPE_STR(type, size)
958#define SIGNED_INT_DATA_TYPE(type) SIGNED_INT_VEC_DATA_TYPE_STR(type, 1)
959
960#define sum_reduce_1(x) (x)
961#define sum_reduce_2(x) ((x).s0) + ((x).s1)
962#define sum_reduce_3(x) sum_reduce_2((x).s01) + ((x).s2)
963#define sum_reduce_4(x) sum_reduce_2((x).s01) + sum_reduce_2((x).s23)
964#define sum_reduce_8(x) sum_reduce_4((x).s0123) + sum_reduce_4((x).s4567)
965#define sum_reduce_16(x) sum_reduce_8((x).s01234567) + sum_reduce_8((x).s89ABCDEF)
966
967#define SUM_REDUCE_STR(x, size) sum_reduce_##size(x)
968#define SUM_REDUCE(x, size) SUM_REDUCE_STR(x, size)
969
970#define prod_reduce_1(x) (x)
971#define prod_reduce_2(x) ((x).s0) * ((x).s1)
972#define prod_reduce_3(x) prod_reduce_2((x).s01) * ((x).s2)
973#define prod_reduce_4(x) prod_reduce_2((x).s01) * prod_reduce_2((x).s23)
974#define prod_reduce_8(x) prod_reduce_4((x).s0123) * prod_reduce_4((x).s4567)
975#define prod_reduce_16(x) prod_reduce_8((x).s01234567) * prod_reduce_8((x).s89ABCDEF)
976
977#define PROD_REDUCE_STR(x, size) prod_reduce_##size(x)
978#define PROD_REDUCE(x, size) PROD_REDUCE_STR(x, size)
979
980#define max_reduce_1(x) (x)
981#define max_reduce_2(x) max(((x).s0), ((x).s1))
982#define max_reduce_3(x) max(max_reduce_2((x).s01), ((x).s2))
983#define max_reduce_4(x) max(max_reduce_2((x).s01), max_reduce_2((x).s23))
984#define max_reduce_8(x) max(max_reduce_4((x).s0123), max_reduce_4((x).s4567))
985#define max_reduce_16(x) max(max_reduce_8((x).s01234567), max_reduce_8((x).s89ABCDEF))
986
987#define MAX_REDUCE_STR(x, size) max_reduce_##size(x)
988#define MAX_REDUCE(x, size) MAX_REDUCE_STR(x, size)
989
990#define VECTOR_DECLARATION(name)     \
991    __global uchar *name##_ptr,      \
992    uint        name##_stride_x, \
993    uint        name##_step_x,   \
994    uint        name##_offset_first_element_in_bytes
995
996#define IMAGE_DECLARATION(name)      \
997    __global uchar *name##_ptr,      \
998    uint        name##_stride_x, \
999    uint        name##_step_x,   \
1000    uint        name##_stride_y, \
1001    uint        name##_step_y,   \
1002    uint        name##_offset_first_element_in_bytes
1003
1004#define TENSOR3D_DECLARATION(name)   \
1005    __global uchar *name##_ptr,      \
1006    uint        name##_stride_x, \
1007    uint        name##_step_x,   \
1008    uint        name##_stride_y, \
1009    uint        name##_step_y,   \
1010    uint        name##_stride_z, \
1011    uint        name##_step_z,   \
1012    uint        name##_offset_first_element_in_bytes
1013
1014#define TENSOR4D_DECLARATION(name)   \
1015    __global uchar *name##_ptr,      \
1016    uint        name##_stride_x, \
1017    uint        name##_step_x,   \
1018    uint        name##_stride_y, \
1019    uint        name##_step_y,   \
1020    uint        name##_stride_z, \
1021    uint        name##_step_z,   \
1022    uint        name##_stride_w, \
1023    uint        name##_step_w,   \
1024    uint        name##_offset_first_element_in_bytes
1025
1026#define TENSOR5D_DECLARATION(name)   \
1027    __global uchar *name##_ptr,      \
1028    uint        name##_stride_x, \
1029    uint        name##_step_x,   \
1030    uint        name##_stride_y, \
1031    uint        name##_step_y,   \
1032    uint        name##_stride_z, \
1033    uint        name##_step_z,   \
1034    uint        name##_stride_w, \
1035    uint        name##_step_w,   \
1036    uint        name##_stride_v, \
1037    uint        name##_step_v,   \
1038    uint        name##_offset_first_element_in_bytes
1039
1040#define CONVERT_TO_VECTOR_STRUCT(name) \
1041    update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x)
1042
1043#define CONVERT_TO_VECTOR_STRUCT_NO_STEP(name) \
1044    update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0)
1045
1046#define CONVERT_TO_IMAGE_STRUCT(name) \
1047    update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y)
1048
1049#define CONVERT_TO_IMAGE_STRUCT_NO_STEP(name) \
1050    update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0)
1051
1052#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \
1053    update_image_from_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, name##_stride_z, name##_step_z)
1054
1055#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP(name) \
1056    update_image_from_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, name##_step_z)
1057
1058#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \
1059    update_image_from_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, name##_stride_z, name##_step_z)
1060
1061#define CONVERT_TO_TENSOR3D_STRUCT(name)                                                                                                           \
1062    update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \
1063                                 name##_stride_z, name##_step_z)
1064
1065#define CONVERT_TO_TENSOR3D_STRUCT_NO_STEP(name) \
1066    update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, 0)
1067
1068#define CONVERT_TO_TENSOR4D_STRUCT(name, mod_size)                                                                                                 \
1069    update_tensor4D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \
1070                                 name##_stride_z, name##_step_z, name##_stride_w, name##_step_w, mod_size)
1071
1072#define CONVERT_TO_TENSOR4D_STRUCT_NO_STEP(name, mod_size) \
1073    update_tensor4D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, 0, name##_stride_w, 0, mod_size)
1074
1075#define CONVERT_TO_TENSOR3D_STRUCT_NO_UPDATE_PTR(name)                                                                                       \
1076    tensor3D_ptr_no_update(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \
1077                           name##_stride_z, name##_step_z)
1078
1079
1080typedef struct Vector
1081{
1082    __global uchar *ptr;
1083    int             offset_first_element_in_bytes;
1084    int             stride_x;
1085} Vector;
1086
1087
1088typedef struct Image
1089{
1090    __global uchar *ptr;
1091    int             offset_first_element_in_bytes;
1092    int             stride_x;
1093    int             stride_y;
1094} Image;
1095
1096
1097typedef struct Tensor3D
1098{
1099    __global uchar *ptr;
1100    int             offset_first_element_in_bytes;
1101    int             stride_x;
1102    int             stride_y;
1103    int             stride_z;
1104} Tensor3D;
1105
1106
1107typedef struct Tensor4D
1108{
1109    __global uchar *ptr;
1110    int             offset_first_element_in_bytes;
1111    int             stride_x;
1112    int             stride_y;
1113    int             stride_z;
1114    int             stride_w;
1115} Tensor4D;
1116
1117
1118inline Vector update_vector_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x)
1119{
1120    Vector vector =
1121    {
1122        .ptr                           = ptr,
1123        .offset_first_element_in_bytes = offset_first_element_in_bytes,
1124        .stride_x                      = stride_x,
1125    };
1126    vector.ptr += vector.offset_first_element_in_bytes + get_global_id(0) * step_x;
1127    return vector;
1128}
1129
1130
1131inline Image update_image_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y)
1132{
1133    Image img =
1134    {
1135        .ptr                           = ptr,
1136        .offset_first_element_in_bytes = offset_first_element_in_bytes,
1137        .stride_x                      = stride_x,
1138        .stride_y                      = stride_y
1139    };
1140    img.ptr += img.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y;
1141    return img;
1142}
1143
1144
1145inline Image update_image_from_tensor3D_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z)
1146{
1147    Image img =
1148    {
1149        .ptr                           = ptr,
1150        .offset_first_element_in_bytes = offset_first_element_in_bytes,
1151        .stride_x                      = stride_x,
1152        .stride_y                      = stride_y
1153    };
1154    img.ptr += img.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y + get_global_id(2) * step_z;
1155    return img;
1156}
1157
1158
1159inline Tensor3D update_tensor3D_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z)
1160{
1161    Tensor3D tensor =
1162    {
1163        .ptr                           = ptr,
1164        .offset_first_element_in_bytes = offset_first_element_in_bytes,
1165        .stride_x                      = stride_x,
1166        .stride_y                      = stride_y,
1167        .stride_z                      = stride_z
1168    };
1169    tensor.ptr += tensor.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y + get_global_id(2) * step_z;
1170    return tensor;
1171}
1172
1173
1174inline Tensor3D tensor3D_ptr_no_update(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z)
1175{
1176    Tensor3D tensor =
1177    {
1178        .ptr                           = ptr,
1179        .offset_first_element_in_bytes = offset_first_element_in_bytes,
1180        .stride_x                      = stride_x,
1181        .stride_y                      = stride_y,
1182        .stride_z                      = stride_z
1183    };
1184    return tensor;
1185}
1186
1187inline Tensor4D update_tensor4D_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z, uint stride_w,
1188                                             uint step_w,
1189                                             uint mod_size)
1190{
1191    Tensor4D tensor =
1192    {
1193        .ptr                           = ptr,
1194        .offset_first_element_in_bytes = offset_first_element_in_bytes,
1195        .stride_x                      = stride_x,
1196        .stride_y                      = stride_y,
1197        .stride_z                      = stride_z,
1198        .stride_w                      = stride_w
1199    };
1200
1201    tensor.ptr += tensor.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y + (get_global_id(2) % mod_size) * step_z + (get_global_id(2) / mod_size) * step_w;
1202    return tensor;
1203}
1204
1205
1206inline __global const uchar *vector_offset(const Vector *vec, int x)
1207{
1208    return vec->ptr + x * vec->stride_x;
1209}
1210
1211
1212inline __global uchar *offset(const Image *img, int x, int y)
1213{
1214    return img->ptr + x * img->stride_x + y * img->stride_y;
1215}
1216
1217
1218inline __global const uchar *tensor3D_offset(const Tensor3D *tensor, int x, int y, int z)
1219{
1220    return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z;
1221}
1222
1223
1224inline __global const uchar *tensor4D_offset(const Tensor4D *tensor, int x, int y, int z, int w)
1225{
1226    return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + w * tensor->stride_w;
1227}
1228
1229
1230inline __global const uchar *tensor3D_index2ptr(const Tensor3D *tensor, uint width, uint height, uint depth, uint index)
1231{
1232    uint num_elements = width * height;
1233
1234    const uint z = index / num_elements;
1235
1236    index %= num_elements;
1237
1238    const uint y = index / width;
1239
1240    index %= width;
1241
1242    const uint x = index;
1243
1244    return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + tensor->offset_first_element_in_bytes;
1245}
1246
1247#endif
1248
1249#if GPU_ARCH == GPU_ARCH_BIFROST
1250#define MLA(a, b, c) (fma(c, b, a))
1251#else
1252#define MLA(a, b, c) ((b) * (c) + (a))
1253#endif
1254
1255
1256#define hard_swish_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x * ((min(max((x + (DATA_TYPE)3.0), (DATA_TYPE)0.0), (DATA_TYPE)6.0)) * (DATA_TYPE)0.166666667))
1257
1258
1259#define logistic_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((DATA_TYPE)1.0 / ((DATA_TYPE)1.0 + exp(-x)))
1260
1261
1262#define tanh_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((DATA_TYPE)A_VAL * tanh((DATA_TYPE)B_VAL * x))
1263
1264
1265#define relu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (max((DATA_TYPE)0.0, x))
1266
1267
1268#define brelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (min((DATA_TYPE)A_VAL, max((DATA_TYPE)0.0, x)))
1269
1270
1271#define lu_brelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (min(max(x, (DATA_TYPE)B_VAL), (DATA_TYPE)A_VAL))
1272
1273
1274#define lrelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((min(x, (DATA_TYPE)0.0) * (DATA_TYPE)A_VAL) + max(x, (DATA_TYPE)0.0))
1275
1276
1277#define srelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (log((DATA_TYPE)1.0 + exp(x)))
1278
1279
1280#define elu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (select(((DATA_TYPE)A_VAL * (exp(x) - (DATA_TYPE)1.0)), x, (SELECT_VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE))isgreaterequal(x, (DATA_TYPE)0.0)))
1281
1282
1283#define abs_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (fabs(x))
1284
1285
1286#define square_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x * x)
1287
1288
1289#define sqrt_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (sqrt(x))
1290
1291
1292#define linear_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (MLA((DATA_TYPE)B_VAL, (DATA_TYPE)A_VAL, x))
1293
1294
1295#define gelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x * (DATA_TYPE)0.5 * ((DATA_TYPE)1.0 + erf(x / (DATA_TYPE)1.41421356237)))
1296
1297
1298#define identity_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x)
1299
1300#define ACT_OP(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) op##_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL)
1301
1302#define ACTIVATION(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ACT_OP(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL)
1303
1304#ifndef ARM_COMPUTE_HELPER_H
1305#define ARM_COMPUTE_HELPER_H
1306
1307
1308
1309
1310#define STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1311    VSTORE(N0)                                                 \
1312    (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0));
1313
1314#define STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1315    STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1316    VSTORE(N0)                                                 \
1317    (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1));
1318
1319#define STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1320    STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1321    VSTORE(N0)                                                 \
1322    (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2));
1323
1324#define STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1325    STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1326    VSTORE(N0)                                                 \
1327    (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3));
1328
1329#define STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1330    STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1331    VSTORE(N0)                                                 \
1332    (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4));
1333
1334#define STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1335    STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1336    VSTORE(N0)                                                 \
1337    (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5));
1338
1339#define STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1340    STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1341    VSTORE(N0)                                                 \
1342    (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6));
1343
1344#define STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1345    STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1346    VSTORE(N0)                                                 \
1347    (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7));
1348
1349#define STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1350    STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1351    VSTORE(N0)                                                 \
1352    (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8));
1353
1354#define STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1355    STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \
1356    VSTORE(N0)                                                  \
1357    (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9));
1358
1359#define STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1360    STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1361    VSTORE(N0)                                                  \
1362    (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A));
1363
1364#define STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1365    STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1366    VSTORE(N0)                                                  \
1367    (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B));
1368
1369#define STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1370    STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1371    VSTORE(N0)                                                  \
1372    (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C));
1373
1374#define STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1375    STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1376    VSTORE(N0)                                                  \
1377    (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D));
1378
1379#define STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1380    STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1381    VSTORE(N0)                                                  \
1382    (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E));
1383
1384#define STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1385    STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1386    VSTORE(N0)                                                  \
1387    (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F));
1388
1389
1390
1391#define CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1392    VSTORE(N0)                                                         \
1393    (CONVERT_SAT((BASENAME##0), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0));
1394
1395#define CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1396    CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1397    VSTORE(N0)                                                         \
1398    (CONVERT_SAT((BASENAME##1), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1));
1399
1400#define CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1401    CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1402    VSTORE(N0)                                                         \
1403    (CONVERT_SAT((BASENAME##2), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2));
1404
1405#define CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1406    CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1407    VSTORE(N0)                                                         \
1408    (CONVERT_SAT((BASENAME##3), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3));
1409
1410#define CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1411    CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1412    VSTORE(N0)                                                         \
1413    (CONVERT_SAT((BASENAME##4), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4));
1414
1415#define CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1416    CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1417    VSTORE(N0)                                                         \
1418    (CONVERT_SAT((BASENAME##5), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5));
1419
1420#define CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1421    CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1422    VSTORE(N0)                                                         \
1423    (CONVERT_SAT((BASENAME##6), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6));
1424
1425#define CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1426    CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1427    VSTORE(N0)                                                         \
1428    (CONVERT_SAT((BASENAME##7), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7));
1429
1430#define CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1431    CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1432    VSTORE(N0)                                                         \
1433    (CONVERT_SAT((BASENAME##8), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8));
1434
1435#define CONVERT_STORE_ROW_10(N0, DATA, BASENAME, PTR, STRIDE_Y, Z) \
1436    CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1437    VSTORE(N0)                                                     \
1438    (CONVERT_SAT((BASENAME##9), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9));
1439
1440#define CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1441    CONVERT_STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1442    VSTORE(N0)                                                          \
1443    (CONVERT_SAT((BASENAME##A), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A));
1444
1445#define CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1446    CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1447    VSTORE(N0)                                                          \
1448    (CONVERT_SAT((BASENAME##B), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B));
1449
1450#define CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1451    CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1452    VSTORE(N0)                                                          \
1453    (CONVERT_SAT((BASENAME##C), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C));
1454
1455#define CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1456    CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1457    VSTORE(N0)                                                          \
1458    (CONVERT_SAT((BASENAME##D), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D));
1459
1460#define CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1461    CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1462    VSTORE(N0)                                                          \
1463    (CONVERT_SAT((BASENAME##E), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E));
1464
1465#define CONVERT_STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1466    CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1467    VSTORE(N0)                                                          \
1468    (CONVERT_SAT((BASENAME##F), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F));
1469
1470
1471
1472
1473#define STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1474#define STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1475
1476
1477
1478#define CONVERT_STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) CONVERT_STORE_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1479#define CONVERT_STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) CONVERT_STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1480
1481
1482
1483#define STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1484    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1485    (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0));
1486
1487#define STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1488    STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1489    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1490    (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1));
1491
1492#define STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1493    STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1494    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1495    (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2));
1496
1497#define STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1498    STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1499    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1500    (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3));
1501
1502#define STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1503    STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1504    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1505    (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4));
1506
1507#define STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1508    STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1509    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1510    (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5));
1511
1512#define STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1513    STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1514    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1515    (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6));
1516
1517#define STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1518    STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1519    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1520    (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7));
1521
1522#define STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1523    STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1524    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1525    (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8));
1526
1527#define STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1528    STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \
1529    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1530    (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9));
1531
1532#define STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1533    STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1534    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1535    (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A));
1536
1537#define STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1538    STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1539    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1540    (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B));
1541
1542#define STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1543    STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1544    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1545    (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C));
1546
1547#define STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1548    STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1549    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1550    (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D));
1551
1552#define STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1553    STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1554    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1555    (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E));
1556
1557#define STORE_ROW_PARTIAL_16(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1558    STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1559    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1560    (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F));
1561
1562
1563
1564#define STORE_BLOCK_PARTIAL_STR(STORE_M0, STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_ROW_PARTIAL_##STORE_M0(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1565#define STORE_BLOCK_PARTIAL(STORE_M0, STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_BLOCK_PARTIAL_STR(STORE_M0, STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1566
1567#define STORE_BLOCK_PARTIAL_IN_X_AND_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
1568    if(!(PARTIAL_COND_X) && !(PARTIAL_COND_Y))                                                                                                            \
1569    {                                                                                                                                                     \
1570        STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                                           \
1571    }                                                                                                                                                     \
1572    else if((PARTIAL_COND_Y) && !(PARTIAL_COND_X))                                                                                                        \
1573    {                                                                                                                                                     \
1574        STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \
1575    }                                                                                                                                                     \
1576    else if(!(PARTIAL_COND_Y) && (PARTIAL_COND_X))                                                                                                        \
1577    {                                                                                                                                                     \
1578        STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \
1579    }                                                                                                                                                     \
1580    else                                                                                                                                                  \
1581    {                                                                                                                                                     \
1582        STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                               \
1583    }
1584
1585#define STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) \
1586    if(!(PARTIAL_COND_X))                                                                                         \
1587    {                                                                                                             \
1588        STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \
1589    }                                                                                                             \
1590    else                                                                                                          \
1591    {                                                                                                             \
1592        STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \
1593    }
1594
1595#define STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) \
1596    if(!(PARTIAL_COND_Y))                                                                                         \
1597    {                                                                                                             \
1598        STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \
1599    }                                                                                                             \
1600    else                                                                                                          \
1601    {                                                                                                             \
1602        STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \
1603    }
1604
1605
1606#if defined(PARTIAL_STORE_M0) && defined(PARTIAL_STORE_N0)
1607
1608
1609#if PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0
1610
1611#define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
1612    STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1613
1614#elif PARTIAL_STORE_M0 > 0 && PARTIAL_STORE_N0 == 0
1615
1616#define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
1617    STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y)
1618
1619#elif PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 > 0
1620
1621#define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
1622    STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X)
1623
1624#else
1625
1626#define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \
1627    STORE_BLOCK_PARTIAL_IN_X_AND_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X)
1628
1629#endif
1630
1631#endif
1632
1633
1634#if defined(PARTIAL_STORE_M0)
1635
1636#define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \
1637    ((uint)(max(0, (int)(y * M0) - (int)((M0 - PARTIAL_STORE_M0) % M0))))
1638#else
1639#define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \
1640    ((uint)(y * M0))
1641#endif
1642
1643
1644
1645#define STORE_VECTOR_SELECT(basename, data_type, ptr, vec_size, leftover, cond) \
1646    STORE_BLOCK_PARTIAL_IN_X(1, vec_size, data_type, basename, ptr, 0, 0, leftover, cond)
1647
1648
1649#if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16)
1650#pragma OPENCL EXTENSION cl_khr_fp16 : enable
1651#endif
1652
1653#if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8)
1654#pragma OPENCL EXTENSION cl_arm_integer_dot_product_int8 : enable
1655#endif
1656
1657#if defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8)
1658#pragma OPENCL EXTENSION cl_arm_integer_dot_product_accumulate_int8 : enable
1659#endif
1660
1661#if defined(ARM_COMPUTE_DEBUG_ENABLED) && defined(cl_arm_printf)
1662#pragma OPENCL EXTENSION cl_arm_printf : enable
1663#endif
1664
1665#define GPU_ARCH_MIDGARD 0x100
1666#define GPU_ARCH_BIFROST 0x200
1667#define GPU_ARCH_VALHALL 0x300
1668
1669
1670#define CONCAT(a, b) a##b
1671
1672
1673#define EXPAND(x) x
1674
1675
1676#define CLAMP(x, min_val, max_val) min(max(x, min_val), max_val)
1677
1678
1679#define REV1(x) ((x))
1680#define REV2(x) ((x).s10)
1681#define REV3(x) ((x).s210)
1682#define REV4(x) ((x).s3210)
1683#define REV8(x) ((x).s76543210)
1684#define REV16(x) ((x).sFEDCBA9876543210)
1685
1686
1687
1688#define REVERSE_STR(x, s) REV##s((x))
1689#define REVERSE(x, s) REVERSE_STR(x, s)
1690
1691
1692
1693#define ROT1_0(x) ((x))
1694#define ROT1_1(x) ((x))
1695
1696#define ROT2_0(x) ((x))
1697#define ROT2_1(x) ((x).s10)
1698#define ROT2_2(x) ((x))
1699
1700#define ROT3_0(x) ((x))
1701#define ROT3_1(x) ((x).s201)
1702#define ROT3_2(x) ((x).s120)
1703#define ROT3_3(x) ((x))
1704
1705#define ROT4_0(x) ((x))
1706#define ROT4_1(x) ((x).s3012)
1707#define ROT4_2(x) ((x).s2301)
1708#define ROT4_3(x) ((x).s1230)
1709#define ROT4_4(x) ((x))
1710
1711#define ROT8_0(x) ((x))
1712#define ROT8_1(x) ((x).s70123456)
1713#define ROT8_2(x) ((x).s67012345)
1714#define ROT8_3(x) ((x).s56701234)
1715#define ROT8_4(x) ((x).s45670123)
1716#define ROT8_5(x) ((x).s34567012)
1717#define ROT8_6(x) ((x).s23456701)
1718#define ROT8_7(x) ((x).s12345670)
1719#define ROT8_8(x) ((x))
1720
1721#define ROT16_0(x) ((x))
1722#define ROT16_1(x) ((x).sF0123456789ABCDE)
1723#define ROT16_2(x) ((x).sEF0123456789ABCD)
1724#define ROT16_3(x) ((x).sDEF0123456789ABC)
1725#define ROT16_4(x) ((x).sCDEF0123456789AB)
1726#define ROT16_5(x) ((x).sBCDEF0123456789A)
1727#define ROT16_6(x) ((x).sABCDEF0123456789)
1728#define ROT16_7(x) ((x).s9ABCDEF012345678)
1729#define ROT16_8(x) ((x).s89ABCDEF01234567)
1730#define ROT16_9(x) ((x).s789ABCDEF0123456)
1731#define ROT16_10(x) ((x).s6789ABCDEF012345)
1732#define ROT16_11(x) ((x).s56789ABCDEF01234)
1733#define ROT16_12(x) ((x).s456789ABCDEF0123)
1734#define ROT16_13(x) ((x).s3456789ABCDEF012)
1735#define ROT16_14(x) ((x).s23456789ABCDEF01)
1736#define ROT16_15(x) ((x).s123456789ABCDEF0)
1737#define ROT16_16(x) ((x))
1738
1739
1740
1741#define ROTATE_STR(x, s, n) ROT##s##_##n(x)
1742#define ROTATE(x, s, n) ROTATE_STR(x, s, n)
1743
1744
1745
1746#define V_OFFS1(dt) (dt##1)(0)
1747#define V_OFFS2(dt) (dt##2)(0, 1)
1748#define V_OFFS3(dt) (dt##3)(0, 1, 2)
1749#define V_OFFS4(dt) (dt##4)(0, 1, 2, 3)
1750#define V_OFFS8(dt) (dt##8)(0, 1, 2, 3, 4, 5, 6, 7)
1751#define V_OFFS16(dt) (dt##16)(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15)
1752
1753
1754
1755#define VEC_OFFS_STR(dt, s) V_OFFS##s(dt)
1756#define VEC_OFFS(dt, s) VEC_OFFS_STR(dt, s)
1757
1758
1759#define VLOAD_STR(size) vload##size
1760#define VLOAD(size) VLOAD_STR(size)
1761
1762
1763#define VLOAD_PARTIAL_STR(size, load_size) vload_partial_##size##_##load_size
1764#define VLOAD_PARTIAL(size, load_size) VLOAD_PARTIAL_STR(size, load_size)
1765
1766#define NO_LOAD(data, offs, ptr) \
1767    {                            \
1768    }
1769
1770
1771#define vload_partial_1_0 NO_LOAD
1772#define vload_partial_1_1 vload1
1773#define vload_partial_1_2 NO_LOAD
1774#define vload_partial_1_3 NO_LOAD
1775#define vload_partial_1_4 NO_LOAD
1776#define vload_partial_1_5 NO_LOAD
1777#define vload_partial_1_6 NO_LOAD
1778#define vload_partial_1_7 NO_LOAD
1779#define vload_partial_1_8 NO_LOAD
1780#define vload_partial_1_9 NO_LOAD
1781#define vload_partial_1_10 NO_LOAD
1782#define vload_partial_1_11 NO_LOAD
1783#define vload_partial_1_12 NO_LOAD
1784#define vload_partial_1_13 NO_LOAD
1785#define vload_partial_1_14 NO_LOAD
1786#define vload_partial_1_15 NO_LOAD
1787#define vload_partial_1_16 NO_LOAD
1788
1789#define vload_partial_2_0 NO_LOAD
1790#define vload_partial_2_1 vload_partial_1
1791#define vload_partial_2_2 vload_partial_2
1792#define vload_partial_2_3 NO_LOAD
1793#define vload_partial_2_4 NO_LOAD
1794#define vload_partial_2_5 NO_LOAD
1795#define vload_partial_2_6 NO_LOAD
1796#define vload_partial_2_7 NO_LOAD
1797#define vload_partial_2_8 NO_LOAD
1798#define vload_partial_2_9 NO_LOAD
1799#define vload_partial_2_10 NO_LOAD
1800#define vload_partial_2_11 NO_LOAD
1801#define vload_partial_2_12 NO_LOAD
1802#define vload_partial_2_13 NO_LOAD
1803#define vload_partial_2_14 NO_LOAD
1804#define vload_partial_2_15 NO_LOAD
1805#define vload_partial_2_16 NO_LOAD
1806
1807#define vload_partial_3_0 NO_LOAD
1808#define vload_partial_3_1 vload_partial_1
1809#define vload_partial_3_2 vload_partial_2
1810#define vload_partial_3_3 vload_partial_3
1811#define vload_partial_3_4 NO_LOAD
1812#define vload_partial_3_5 NO_LOAD
1813#define vload_partial_3_6 NO_LOAD
1814#define vload_partial_3_7 NO_LOAD
1815#define vload_partial_3_8 NO_LOAD
1816#define vload_partial_3_9 NO_LOAD
1817#define vload_partial_3_10 NO_LOAD
1818#define vload_partial_3_11 NO_LOAD
1819#define vload_partial_3_12 NO_LOAD
1820#define vload_partial_3_13 NO_LOAD
1821#define vload_partial_3_14 NO_LOAD
1822#define vload_partial_3_15 NO_LOAD
1823#define vload_partial_3_16 NO_LOAD
1824
1825#define vload_partial_4_0 NO_LOAD
1826#define vload_partial_4_1 vload_partial_1
1827#define vload_partial_4_2 vload_partial_2
1828#define vload_partial_4_3 vload_partial_3
1829#define vload_partial_4_4 vload_partial_4
1830#define vload_partial_4_5 NO_LOAD
1831#define vload_partial_4_6 NO_LOAD
1832#define vload_partial_4_7 NO_LOAD
1833#define vload_partial_4_8 NO_LOAD
1834#define vload_partial_4_9 NO_LOAD
1835#define vload_partial_4_10 NO_LOAD
1836#define vload_partial_4_11 NO_LOAD
1837#define vload_partial_4_12 NO_LOAD
1838#define vload_partial_4_13 NO_LOAD
1839#define vload_partial_4_14 NO_LOAD
1840#define vload_partial_4_15 NO_LOAD
1841#define vload_partial_4_16 NO_LOAD
1842
1843#define vload_partial_8_0 NO_LOAD
1844#define vload_partial_8_1 vload_partial_1
1845#define vload_partial_8_2 vload_partial_2
1846#define vload_partial_8_3 vload_partial_3
1847#define vload_partial_8_4 vload_partial_4
1848#define vload_partial_8_5 vload_partial_5
1849#define vload_partial_8_6 vload_partial_6
1850#define vload_partial_8_7 vload_partial_7
1851#define vload_partial_8_8 vload_partial_8
1852#define vload_partial_8_9 NO_LOAD
1853#define vload_partial_8_10 NO_LOAD
1854#define vload_partial_8_11 NO_LOAD
1855#define vload_partial_8_12 NO_LOAD
1856#define vload_partial_8_13 NO_LOAD
1857#define vload_partial_8_14 NO_LOAD
1858#define vload_partial_8_15 NO_LOAD
1859#define vload_partial_8_16 NO_LOAD
1860
1861#define vload_partial_16_0 NO_LOAD
1862#define vload_partial_16_1 vload_partial_1
1863#define vload_partial_16_2 vload_partial_2
1864#define vload_partial_16_3 vload_partial_3
1865#define vload_partial_16_4 vload_partial_4
1866#define vload_partial_16_5 vload_partial_5
1867#define vload_partial_16_6 vload_partial_6
1868#define vload_partial_16_7 vload_partial_7
1869#define vload_partial_16_8 vload_partial_8
1870#define vload_partial_16_9 vload_partial_9
1871#define vload_partial_16_10 vload_partial_10
1872#define vload_partial_16_11 vload_partial_11
1873#define vload_partial_16_12 vload_partial_12
1874#define vload_partial_16_13 vload_partial_13
1875#define vload_partial_16_14 vload_partial_14
1876#define vload_partial_16_15 vload_partial_15
1877#define vload_partial_16_16 vload_partial_16
1878
1879
1880#define vload_partial_1(DATA, OFFSET, PTR) \
1881    DATA.s0 = vload1(OFFSET, PTR);
1882
1883#define vload_partial_2(DATA, OFFSET, PTR) \
1884    DATA.s01 = vload2(OFFSET, PTR);
1885
1886#define vload_partial_3(DATA, OFFSET, PTR) \
1887    DATA.s012 = vload3(OFFSET, PTR);
1888
1889#define vload_partial_4(DATA, OFFSET, PTR) \
1890    DATA.s0123 = vload4(OFFSET, PTR);
1891
1892#define vload_partial_5(DATA, OFFSET, PTR)    \
1893    vload_partial_4(DATA.s0123, OFFSET, PTR); \
1894    DATA.s4 = vload1(OFFSET, PTR + 4);
1895
1896#define vload_partial_6(DATA, OFFSET, PTR)    \
1897    vload_partial_4(DATA.s0123, OFFSET, PTR); \
1898    vload_partial_2(DATA.s45, OFFSET, PTR + 4);
1899
1900#define vload_partial_7(DATA, OFFSET, PTR)    \
1901    vload_partial_4(DATA.s0123, OFFSET, PTR); \
1902    vload_partial_3(DATA.s456, OFFSET, PTR + 4);
1903
1904#define vload_partial_8(DATA, OFFSET, PTR) \
1905    DATA.s01234567 = vload8(OFFSET, PTR);
1906
1907#define vload_partial_9(DATA, OFFSET, PTR)        \
1908    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1909    DATA.s8 = vload1(OFFSET, PTR + 8);
1910
1911#define vload_partial_10(DATA, OFFSET, PTR)       \
1912    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1913    vload_partial_2(DATA.s89, OFFSET, PTR + 8);
1914
1915#define vload_partial_11(DATA, OFFSET, PTR)       \
1916    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1917    vload_partial_3(DATA.s89A, OFFSET, PTR + 8);
1918
1919#define vload_partial_12(DATA, OFFSET, PTR)       \
1920    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1921    vload_partial_4(DATA.s89AB, OFFSET, PTR + 8);
1922
1923#define vload_partial_13(DATA, OFFSET, PTR)       \
1924    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1925    vload_partial_5(DATA.s89ABCDEF, OFFSET, PTR + 8);
1926
1927#define vload_partial_14(DATA, OFFSET, PTR)       \
1928    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1929    vload_partial_6(DATA.s89ABCDEF, OFFSET, PTR + 8);
1930
1931#define vload_partial_15(DATA, OFFSET, PTR)       \
1932    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1933    vload_partial_7(DATA.s89ABCDEF, OFFSET, PTR + 8);
1934
1935#define vload_partial_16(DATA, OFFSET, PTR) \
1936    DATA = vload16(OFFSET, PTR);
1937
1938
1939
1940#define PIXEL_UNIT4 1
1941#define PIXEL_UNIT8 2
1942#define PIXEL_UNIT16 4
1943
1944
1945#define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size) PIXEL_UNIT##vec_size
1946#define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(vec_size) CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size)
1947
1948
1949#define read_image2d_floatx1(img, x_coord, y_coord) (float4)(read_imagef(img, (int2)(x_coord, y_coord)));
1950#define read_image2d_floatx2(img, x_coord, y_coord) (float8)(read_imagef(img, (int2)(x_coord, y_coord)), read_imagef(img, (int2)(x_coord + 1, y_coord)));
1951#define read_image2d_floatx4(img, x_coord, y_coord) (float16)(read_imagef(img, (int2)(x_coord, y_coord)), read_imagef(img, (int2)(x_coord + 1, y_coord)), read_imagef(img, (int2)(x_coord + 2, y_coord)), read_imagef(img, (int2)(x_coord + 3, y_coord)));
1952
1953#if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16)
1954#define read_image2d_halfx1(img, x_coord, y_coord) (half4)(read_imageh(img, (int2)(x_coord, y_coord)));
1955#define read_image2d_halfx2(img, x_coord, y_coord) (half8)(read_imageh(img, (int2)(x_coord, y_coord)), read_imageh(img, (int2)(x_coord + 1, y_coord)));
1956#define read_image2d_halfx4(img, x_coord, y_coord) (half16)(read_imageh(img, (int2)(x_coord, y_coord)), read_imageh(img, (int2)(x_coord + 1, y_coord)), read_imageh(img, (int2)(x_coord + 2, y_coord)), read_imageh(img, (int2)(x_coord + 3, y_coord)));
1957#endif
1958
1959#define write_image2d_floatx1(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values));
1960#define write_image2d_floatx2(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values.s0123), write_imagef(img, (int2)(x_coord + 1, y_coord), values.s4567));
1961#define write_image2d_floatx4(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values.s0123), write_imagef(img, (int2)(x_coord + 1, y_coord), values.s4567), write_imagef(img, (int2)(x_coord + 2, y_coord), values.s89AB), write_imagef(img, (int2)(x_coord + 3, y_coord), values.sCDEF));
1962
1963#if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16)
1964#define write_image2d_halfx1(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values));
1965#define write_image2d_halfx2(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values.s0123), write_imageh(img, (int2)(x_coord + 1, y_coord), values.s4567));
1966#define write_image2d_halfx4(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values.s0123), write_imageh(img, (int2)(x_coord + 1, y_coord), values.s4567), write_imageh(img, (int2)(x_coord + 2, y_coord), values.s89AB), write_imageh(img, (int2)(x_coord + 3, y_coord), values.sCDEF));
1967#endif
1968
1969
1970#define READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord) read_image2d_##data_type##x##n0(img, x_coord, y_coord)
1971#define READ_IMAGE2D(data_type, n0, img, x_coord, y_coord) READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord)
1972
1973
1974#define WRITE_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord, values) write_image2d_##data_type##x##n0(img, x_coord, y_coord, values)
1975#define WRITE_IMAGE2D(data_type, n0, img, x_coord, y_coord, values) WRITE_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord, values)
1976
1977#define VSTORE_STR(size) vstore##size
1978#define VSTORE(size) VSTORE_STR(size)
1979
1980#define float1 float
1981#define half1 half
1982#define char1 char
1983#define uchar1 uchar
1984#define short1 short
1985#define ushort1 ushort
1986#define int1 int
1987#define uint1 uint
1988#define long1 long
1989#define ulong1 ulong
1990#define double1 double
1991
1992#define vload1(OFFSET, PTR) *(OFFSET + PTR)
1993#define vstore1(DATA, OFFSET, PTR) *(OFFSET + PTR) = DATA
1994
1995
1996#define VSTORE_PARTIAL_STR(size, store_size) vstore_partial_##size##_##store_size
1997#define VSTORE_PARTIAL(size, store_size) VSTORE_PARTIAL_STR(size, store_size)
1998
1999#define NO_STORE(data, offs, ptr) \
2000    {                             \
2001    }
2002
2003
2004#define vstore_partial_1_0 NO_STORE
2005#define vstore_partial_1_1 vstore1
2006#define vstore_partial_1_2 NO_STORE
2007#define vstore_partial_1_3 NO_STORE
2008#define vstore_partial_1_4 NO_STORE
2009#define vstore_partial_1_5 NO_STORE
2010#define vstore_partial_1_6 NO_STORE
2011#define vstore_partial_1_7 NO_STORE
2012#define vstore_partial_1_8 NO_STORE
2013#define vstore_partial_1_9 NO_STORE
2014#define vstore_partial_1_10 NO_STORE
2015#define vstore_partial_1_11 NO_STORE
2016#define vstore_partial_1_12 NO_STORE
2017#define vstore_partial_1_13 NO_STORE
2018#define vstore_partial_1_14 NO_STORE
2019#define vstore_partial_1_15 NO_STORE
2020#define vstore_partial_1_16 NO_STORE
2021
2022#define vstore_partial_2_0 NO_STORE
2023#define vstore_partial_2_1 vstore_partial_1
2024#define vstore_partial_2_2 vstore_partial_2
2025#define vstore_partial_2_3 NO_STORE
2026#define vstore_partial_2_4 NO_STORE
2027#define vstore_partial_2_5 NO_STORE
2028#define vstore_partial_2_6 NO_STORE
2029#define vstore_partial_2_7 NO_STORE
2030#define vstore_partial_2_8 NO_STORE
2031#define vstore_partial_2_9 NO_STORE
2032#define vstore_partial_2_10 NO_STORE
2033#define vstore_partial_2_11 NO_STORE
2034#define vstore_partial_2_12 NO_STORE
2035#define vstore_partial_2_13 NO_STORE
2036#define vstore_partial_2_14 NO_STORE
2037#define vstore_partial_2_15 NO_STORE
2038#define vstore_partial_2_16 NO_STORE
2039
2040#define vstore_partial_3_0 NO_STORE
2041#define vstore_partial_3_1 vstore_partial_1
2042#define vstore_partial_3_2 vstore_partial_2
2043#define vstore_partial_3_3 vstore_partial_3
2044#define vstore_partial_3_4 NO_STORE
2045#define vstore_partial_3_5 NO_STORE
2046#define vstore_partial_3_6 NO_STORE
2047#define vstore_partial_3_7 NO_STORE
2048#define vstore_partial_3_8 NO_STORE
2049#define vstore_partial_3_9 NO_STORE
2050#define vstore_partial_3_10 NO_STORE
2051#define vstore_partial_3_11 NO_STORE
2052#define vstore_partial_3_12 NO_STORE
2053#define vstore_partial_3_13 NO_STORE
2054#define vstore_partial_3_14 NO_STORE
2055#define vstore_partial_3_15 NO_STORE
2056#define vstore_partial_3_16 NO_STORE
2057
2058#define vstore_partial_4_0 NO_STORE
2059#define vstore_partial_4_1 vstore_partial_1
2060#define vstore_partial_4_2 vstore_partial_2
2061#define vstore_partial_4_3 vstore_partial_3
2062#define vstore_partial_4_4 vstore_partial_4
2063#define vstore_partial_4_5 NO_STORE
2064#define vstore_partial_4_6 NO_STORE
2065#define vstore_partial_4_7 NO_STORE
2066#define vstore_partial_4_8 NO_STORE
2067#define vstore_partial_4_9 NO_STORE
2068#define vstore_partial_4_10 NO_STORE
2069#define vstore_partial_4_11 NO_STORE
2070#define vstore_partial_4_12 NO_STORE
2071#define vstore_partial_4_13 NO_STORE
2072#define vstore_partial_4_14 NO_STORE
2073#define vstore_partial_4_15 NO_STORE
2074#define vstore_partial_4_16 NO_STORE
2075
2076#define vstore_partial_8_0 NO_STORE
2077#define vstore_partial_8_1 vstore_partial_1
2078#define vstore_partial_8_2 vstore_partial_2
2079#define vstore_partial_8_3 vstore_partial_3
2080#define vstore_partial_8_4 vstore_partial_4
2081#define vstore_partial_8_5 vstore_partial_5
2082#define vstore_partial_8_6 vstore_partial_6
2083#define vstore_partial_8_7 vstore_partial_7
2084#define vstore_partial_8_8 vstore_partial_8
2085#define vstore_partial_8_9 NO_STORE
2086#define vstore_partial_8_10 NO_STORE
2087#define vstore_partial_8_11 NO_STORE
2088#define vstore_partial_8_12 NO_STORE
2089#define vstore_partial_8_13 NO_STORE
2090#define vstore_partial_8_14 NO_STORE
2091#define vstore_partial_8_15 NO_STORE
2092#define vstore_partial_8_16 NO_STORE
2093
2094#define vstore_partial_16_0 NO_STORE
2095#define vstore_partial_16_1 vstore_partial_1
2096#define vstore_partial_16_2 vstore_partial_2
2097#define vstore_partial_16_3 vstore_partial_3
2098#define vstore_partial_16_4 vstore_partial_4
2099#define vstore_partial_16_5 vstore_partial_5
2100#define vstore_partial_16_6 vstore_partial_6
2101#define vstore_partial_16_7 vstore_partial_7
2102#define vstore_partial_16_8 vstore_partial_8
2103#define vstore_partial_16_9 vstore_partial_9
2104#define vstore_partial_16_10 vstore_partial_10
2105#define vstore_partial_16_11 vstore_partial_11
2106#define vstore_partial_16_12 vstore_partial_12
2107#define vstore_partial_16_13 vstore_partial_13
2108#define vstore_partial_16_14 vstore_partial_14
2109#define vstore_partial_16_15 vstore_partial_15
2110#define vstore_partial_16_16 vstore_partial_16
2111
2112
2113#define vstore_partial_1(DATA, OFFSET, PTR) \
2114    vstore1(DATA.s0, OFFSET, PTR);
2115
2116#define vstore_partial_2(DATA, OFFSET, PTR) \
2117    vstore2(DATA.s01, OFFSET, PTR);
2118
2119#define vstore_partial_3(DATA, OFFSET, PTR) \
2120    vstore3(DATA.s012, OFFSET, PTR);
2121
2122#define vstore_partial_4(DATA, OFFSET, PTR) \
2123    vstore4(DATA.s0123, OFFSET, PTR);
2124
2125#define vstore_partial_5(DATA, OFFSET, PTR)    \
2126    vstore_partial_4(DATA.s0123, OFFSET, PTR); \
2127    vstore1(DATA.s4, OFFSET, PTR + 4);
2128
2129#define vstore_partial_6(DATA, OFFSET, PTR)    \
2130    vstore_partial_4(DATA.s0123, OFFSET, PTR); \
2131    vstore_partial_2(DATA.s45, OFFSET, PTR + 4);
2132
2133#define vstore_partial_7(DATA, OFFSET, PTR)    \
2134    vstore_partial_4(DATA.s0123, OFFSET, PTR); \
2135    vstore_partial_3(DATA.s456, OFFSET, PTR + 4);
2136
2137#define vstore_partial_8(DATA, OFFSET, PTR) \
2138    vstore8(DATA.s01234567, OFFSET, PTR);
2139
2140#define vstore_partial_9(DATA, OFFSET, PTR)        \
2141    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2142    vstore1(DATA.s8, OFFSET, PTR + 8);
2143
2144#define vstore_partial_10(DATA, OFFSET, PTR)       \
2145    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2146    vstore_partial_2(DATA.s89, OFFSET, PTR + 8);
2147
2148#define vstore_partial_11(DATA, OFFSET, PTR)       \
2149    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2150    vstore_partial_3(DATA.s89a, OFFSET, PTR + 8);
2151
2152#define vstore_partial_12(DATA, OFFSET, PTR)       \
2153    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2154    vstore_partial_4(DATA.s89ab, OFFSET, PTR + 8);
2155
2156#define vstore_partial_13(DATA, OFFSET, PTR)       \
2157    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2158    vstore_partial_5(DATA.s89abcdef, OFFSET, PTR + 8);
2159
2160#define vstore_partial_14(DATA, OFFSET, PTR)       \
2161    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2162    vstore_partial_6(DATA.s89abcdef, OFFSET, PTR + 8);
2163
2164#define vstore_partial_15(DATA, OFFSET, PTR)       \
2165    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2166    vstore_partial_7(DATA.s89abcdef, OFFSET, PTR + 8);
2167
2168#define vstore_partial_16(DATA, OFFSET, PTR) \
2169    vstore16(DATA, OFFSET, PTR);
2170
2171
2172
2173
2174
2175#define convert_float_sat convert_float
2176#define convert_float1_sat convert_float
2177#define convert_float2_sat convert_float2
2178#define convert_float3_sat convert_float3
2179#define convert_float4_sat convert_float4
2180#define convert_float8_sat convert_float8
2181#define convert_float16_sat convert_float16
2182#define convert_half_sat convert_float
2183#define convert_half1_sat convert_half
2184#define convert_half2_sat convert_half2
2185#define convert_half3_sat convert_half3
2186#define convert_half4_sat convert_half4
2187#define convert_half8_sat convert_half8
2188#define convert_half16_sat convert_half16
2189
2190#define convert_float1 convert_float
2191#define convert_half1 convert_half
2192#define convert_char1 convert_char
2193#define convert_uchar1 convert_uchar
2194#define convert_short1 convert_short
2195#define convert_ushort1 convert_ushort
2196#define convert_int1 convert_int
2197#define convert_uint1 convert_uint
2198#define convert_long1 convert_long
2199#define convert_ulong1 convert_ulong
2200#define convert_double1 convert_double
2201
2202#define convert_char1_sat convert_char_sat
2203#define convert_uchar1_sat convert_uchar_sat
2204#define convert_uchar2_sat convert_uchar2_sat
2205#define convert_uchar3_sat convert_uchar3_sat
2206#define convert_uchar4_sat convert_uchar4_sat
2207#define convert_uchar8_sat convert_uchar8_sat
2208#define convert_uchar16_sat convert_uchar16_sat
2209#define convert_short1_sat convert_short_sat
2210#define convert_ushort1_sat convert_ushort_sat
2211#define convert_int1_sat convert_int_sat
2212#define convert_uint1_sat convert_uint_sat
2213#define convert_long1_sat convert_long_sat
2214#define convert_ulong1_sat convert_ulong_sat
2215#define convert_double1_sat convert_double_sat
2216
2217#define VEC_DATA_TYPE_STR(type, size) type##size
2218#define VEC_DATA_TYPE(type, size) VEC_DATA_TYPE_STR(type, size)
2219
2220#define CONVERT_STR(x, type) (convert_##type((x)))
2221#define CONVERT(x, type) CONVERT_STR(x, type)
2222
2223#define CONVERT_SAT_STR(x, type) (convert_##type##_sat((x)))
2224#define CONVERT_SAT(x, type) CONVERT_SAT_STR(x, type)
2225
2226#define CONVERT_SAT_ROUND_STR(x, type, round) (convert_##type##_sat_##round((x)))
2227#define CONVERT_SAT_ROUND(x, type, round) CONVERT_SAT_ROUND_STR(x, type, round)
2228
2229#define select_vec_dt_uchar(size) uchar##size
2230#define select_vec_dt_char(size) char##size
2231#define select_vec_dt_ushort(size) ushort##size
2232#define select_vec_dt_short(size) short##size
2233#define select_vec_dt_half(size) short##size
2234#define select_vec_dt_uint(size) uint##size
2235#define select_vec_dt_int(size) int##size
2236#define select_vec_dt_float(size) int##size
2237#define select_vec_dt_ulong(size) ulong##size
2238#define select_vec_dt_long(size) long##size
2239
2240#define SELECT_VEC_DATA_TYPE_STR(type, size) select_vec_dt_##type(size)
2241#define SELECT_VEC_DATA_TYPE(type, size) SELECT_VEC_DATA_TYPE_STR(type, size)
2242#define SELECT_DATA_TYPE(type) SELECT_VEC_DATA_TYPE_STR(type, 1)
2243
2244#define signed_int_vec_dt_uchar(size) char##size
2245#define signed_int_vec_dt_char(size) char##size
2246#define signed_int_vec_dt_ushort(size) short##size
2247#define signed_int_vec_dt_short(size) short##size
2248#define signed_int_vec_dt_half(size) short##size
2249#define signed_int_vec_dt_uint(size) int##size
2250#define signed_int_vec_dt_int(size) int##size
2251#define signed_int_vec_dt_float(size) int##size
2252#define signed_int_vec_dt_ulong(size) long##size
2253#define signed_int_vec_dt_long(size) long##size
2254
2255#define SIGNED_INT_VEC_DATA_TYPE_STR(type, size) signed_int_vec_dt_##type(size)
2256#define SIGNED_INT_VEC_DATA_TYPE(type, size) SIGNED_INT_VEC_DATA_TYPE_STR(type, size)
2257#define SIGNED_INT_DATA_TYPE(type) SIGNED_INT_VEC_DATA_TYPE_STR(type, 1)
2258
2259#define sum_reduce_1(x) (x)
2260#define sum_reduce_2(x) ((x).s0) + ((x).s1)
2261#define sum_reduce_3(x) sum_reduce_2((x).s01) + ((x).s2)
2262#define sum_reduce_4(x) sum_reduce_2((x).s01) + sum_reduce_2((x).s23)
2263#define sum_reduce_8(x) sum_reduce_4((x).s0123) + sum_reduce_4((x).s4567)
2264#define sum_reduce_16(x) sum_reduce_8((x).s01234567) + sum_reduce_8((x).s89ABCDEF)
2265
2266#define SUM_REDUCE_STR(x, size) sum_reduce_##size(x)
2267#define SUM_REDUCE(x, size) SUM_REDUCE_STR(x, size)
2268
2269#define prod_reduce_1(x) (x)
2270#define prod_reduce_2(x) ((x).s0) * ((x).s1)
2271#define prod_reduce_3(x) prod_reduce_2((x).s01) * ((x).s2)
2272#define prod_reduce_4(x) prod_reduce_2((x).s01) * prod_reduce_2((x).s23)
2273#define prod_reduce_8(x) prod_reduce_4((x).s0123) * prod_reduce_4((x).s4567)
2274#define prod_reduce_16(x) prod_reduce_8((x).s01234567) * prod_reduce_8((x).s89ABCDEF)
2275
2276#define PROD_REDUCE_STR(x, size) prod_reduce_##size(x)
2277#define PROD_REDUCE(x, size) PROD_REDUCE_STR(x, size)
2278
2279#define max_reduce_1(x) (x)
2280#define max_reduce_2(x) max(((x).s0), ((x).s1))
2281#define max_reduce_3(x) max(max_reduce_2((x).s01), ((x).s2))
2282#define max_reduce_4(x) max(max_reduce_2((x).s01), max_reduce_2((x).s23))
2283#define max_reduce_8(x) max(max_reduce_4((x).s0123), max_reduce_4((x).s4567))
2284#define max_reduce_16(x) max(max_reduce_8((x).s01234567), max_reduce_8((x).s89ABCDEF))
2285
2286#define MAX_REDUCE_STR(x, size) max_reduce_##size(x)
2287#define MAX_REDUCE(x, size) MAX_REDUCE_STR(x, size)
2288
2289#define VECTOR_DECLARATION(name)     \
2290    __global uchar *name##_ptr,      \
2291    uint        name##_stride_x, \
2292    uint        name##_step_x,   \
2293    uint        name##_offset_first_element_in_bytes
2294
2295#define IMAGE_DECLARATION(name)      \
2296    __global uchar *name##_ptr,      \
2297    uint        name##_stride_x, \
2298    uint        name##_step_x,   \
2299    uint        name##_stride_y, \
2300    uint        name##_step_y,   \
2301    uint        name##_offset_first_element_in_bytes
2302
2303#define TENSOR3D_DECLARATION(name)   \
2304    __global uchar *name##_ptr,      \
2305    uint        name##_stride_x, \
2306    uint        name##_step_x,   \
2307    uint        name##_stride_y, \
2308    uint        name##_step_y,   \
2309    uint        name##_stride_z, \
2310    uint        name##_step_z,   \
2311    uint        name##_offset_first_element_in_bytes
2312
2313#define TENSOR4D_DECLARATION(name)   \
2314    __global uchar *name##_ptr,      \
2315    uint        name##_stride_x, \
2316    uint        name##_step_x,   \
2317    uint        name##_stride_y, \
2318    uint        name##_step_y,   \
2319    uint        name##_stride_z, \
2320    uint        name##_step_z,   \
2321    uint        name##_stride_w, \
2322    uint        name##_step_w,   \
2323    uint        name##_offset_first_element_in_bytes
2324
2325#define TENSOR5D_DECLARATION(name)   \
2326    __global uchar *name##_ptr,      \
2327    uint        name##_stride_x, \
2328    uint        name##_step_x,   \
2329    uint        name##_stride_y, \
2330    uint        name##_step_y,   \
2331    uint        name##_stride_z, \
2332    uint        name##_step_z,   \
2333    uint        name##_stride_w, \
2334    uint        name##_step_w,   \
2335    uint        name##_stride_v, \
2336    uint        name##_step_v,   \
2337    uint        name##_offset_first_element_in_bytes
2338
2339#define CONVERT_TO_VECTOR_STRUCT(name) \
2340    update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x)
2341
2342#define CONVERT_TO_VECTOR_STRUCT_NO_STEP(name) \
2343    update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0)
2344
2345#define CONVERT_TO_IMAGE_STRUCT(name) \
2346    update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y)
2347
2348#define CONVERT_TO_IMAGE_STRUCT_NO_STEP(name) \
2349    update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0)
2350
2351#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \
2352    update_image_from_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, name##_stride_z, name##_step_z)
2353
2354#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP(name) \
2355    update_image_from_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, name##_step_z)
2356
2357#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \
2358    update_image_from_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, name##_stride_z, name##_step_z)
2359
2360#define CONVERT_TO_TENSOR3D_STRUCT(name)                                                                                                           \
2361    update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \
2362                                 name##_stride_z, name##_step_z)
2363
2364#define CONVERT_TO_TENSOR3D_STRUCT_NO_STEP(name) \
2365    update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, 0)
2366
2367#define CONVERT_TO_TENSOR4D_STRUCT(name, mod_size)                                                                                                 \
2368    update_tensor4D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \
2369                                 name##_stride_z, name##_step_z, name##_stride_w, name##_step_w, mod_size)
2370
2371#define CONVERT_TO_TENSOR4D_STRUCT_NO_STEP(name, mod_size) \
2372    update_tensor4D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, 0, name##_stride_w, 0, mod_size)
2373
2374#define CONVERT_TO_TENSOR3D_STRUCT_NO_UPDATE_PTR(name)                                                                                       \
2375    tensor3D_ptr_no_update(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \
2376                           name##_stride_z, name##_step_z)
2377
2378
2379typedef struct Vector
2380{
2381    __global uchar *ptr;
2382    int             offset_first_element_in_bytes;
2383    int             stride_x;
2384} Vector;
2385
2386
2387typedef struct Image
2388{
2389    __global uchar *ptr;
2390    int             offset_first_element_in_bytes;
2391    int             stride_x;
2392    int             stride_y;
2393} Image;
2394
2395
2396typedef struct Tensor3D
2397{
2398    __global uchar *ptr;
2399    int             offset_first_element_in_bytes;
2400    int             stride_x;
2401    int             stride_y;
2402    int             stride_z;
2403} Tensor3D;
2404
2405
2406typedef struct Tensor4D
2407{
2408    __global uchar *ptr;
2409    int             offset_first_element_in_bytes;
2410    int             stride_x;
2411    int             stride_y;
2412    int             stride_z;
2413    int             stride_w;
2414} Tensor4D;
2415
2416
2417inline Vector update_vector_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x)
2418{
2419    Vector vector =
2420    {
2421        .ptr                           = ptr,
2422        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2423        .stride_x                      = stride_x,
2424    };
2425    vector.ptr += vector.offset_first_element_in_bytes + get_global_id(0) * step_x;
2426    return vector;
2427}
2428
2429
2430inline Image update_image_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y)
2431{
2432    Image img =
2433    {
2434        .ptr                           = ptr,
2435        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2436        .stride_x                      = stride_x,
2437        .stride_y                      = stride_y
2438    };
2439    img.ptr += img.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y;
2440    return img;
2441}
2442
2443
2444inline Image update_image_from_tensor3D_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z)
2445{
2446    Image img =
2447    {
2448        .ptr                           = ptr,
2449        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2450        .stride_x                      = stride_x,
2451        .stride_y                      = stride_y
2452    };
2453    img.ptr += img.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y + get_global_id(2) * step_z;
2454    return img;
2455}
2456
2457
2458inline Tensor3D update_tensor3D_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z)
2459{
2460    Tensor3D tensor =
2461    {
2462        .ptr                           = ptr,
2463        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2464        .stride_x                      = stride_x,
2465        .stride_y                      = stride_y,
2466        .stride_z                      = stride_z
2467    };
2468    tensor.ptr += tensor.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y + get_global_id(2) * step_z;
2469    return tensor;
2470}
2471
2472
2473inline Tensor3D tensor3D_ptr_no_update(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z)
2474{
2475    Tensor3D tensor =
2476    {
2477        .ptr                           = ptr,
2478        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2479        .stride_x                      = stride_x,
2480        .stride_y                      = stride_y,
2481        .stride_z                      = stride_z
2482    };
2483    return tensor;
2484}
2485
2486inline Tensor4D update_tensor4D_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z, uint stride_w,
2487                                             uint step_w,
2488                                             uint mod_size)
2489{
2490    Tensor4D tensor =
2491    {
2492        .ptr                           = ptr,
2493        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2494        .stride_x                      = stride_x,
2495        .stride_y                      = stride_y,
2496        .stride_z                      = stride_z,
2497        .stride_w                      = stride_w
2498    };
2499
2500    tensor.ptr += tensor.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y + (get_global_id(2) % mod_size) * step_z + (get_global_id(2) / mod_size) * step_w;
2501    return tensor;
2502}
2503
2504
2505inline __global const uchar *vector_offset(const Vector *vec, int x)
2506{
2507    return vec->ptr + x * vec->stride_x;
2508}
2509
2510
2511inline __global uchar *offset(const Image *img, int x, int y)
2512{
2513    return img->ptr + x * img->stride_x + y * img->stride_y;
2514}
2515
2516
2517inline __global const uchar *tensor3D_offset(const Tensor3D *tensor, int x, int y, int z)
2518{
2519    return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z;
2520}
2521
2522
2523inline __global const uchar *tensor4D_offset(const Tensor4D *tensor, int x, int y, int z, int w)
2524{
2525    return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + w * tensor->stride_w;
2526}
2527
2528
2529inline __global const uchar *tensor3D_index2ptr(const Tensor3D *tensor, uint width, uint height, uint depth, uint index)
2530{
2531    uint num_elements = width * height;
2532
2533    const uint z = index / num_elements;
2534
2535    index %= num_elements;
2536
2537    const uint y = index / width;
2538
2539    index %= width;
2540
2541    const uint x = index;
2542
2543    return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + tensor->offset_first_element_in_bytes;
2544}
2545
2546#endif
2547
2548#ifndef SRC_CORE_CL_CL_KERNELS_TILE_HELPERS
2549#define SRC_CORE_CL_CL_KERNELS_TILE_HELPERS
2550
2551
2552
2553
2554#define TILE_VECTOR_SIZE1 1
2555#define TILE_VECTOR_SIZE2 2
2556#define TILE_VECTOR_SIZE3 3
2557#define TILE_VECTOR_SIZE4 4
2558#define TILE_VECTOR_SIZE5 8
2559#define TILE_VECTOR_SIZE6 8
2560#define TILE_VECTOR_SIZE7 8
2561#define TILE_VECTOR_SIZE8 8
2562#define TILE_VECTOR_SIZE9 16
2563#define TILE_VECTOR_SIZE10 16
2564#define TILE_VECTOR_SIZE11 16
2565#define TILE_VECTOR_SIZE12 16
2566#define TILE_VECTOR_SIZE13 16
2567#define TILE_VECTOR_SIZE14 16
2568#define TILE_VECTOR_SIZE15 16
2569#define TILE_VECTOR_SIZE16 16
2570
2571#define TILE_VECTOR_TYPE1(DATA_TYPE) DATA_TYPE##1
2572#define TILE_VECTOR_TYPE2(DATA_TYPE) DATA_TYPE##2
2573#define TILE_VECTOR_TYPE3(DATA_TYPE) DATA_TYPE##3
2574#define TILE_VECTOR_TYPE4(DATA_TYPE) DATA_TYPE##4
2575#define TILE_VECTOR_TYPE5(DATA_TYPE) DATA_TYPE##8
2576#define TILE_VECTOR_TYPE6(DATA_TYPE) DATA_TYPE##8
2577#define TILE_VECTOR_TYPE7(DATA_TYPE) DATA_TYPE##8
2578#define TILE_VECTOR_TYPE8(DATA_TYPE) DATA_TYPE##8
2579#define TILE_VECTOR_TYPE9(DATA_TYPE) DATA_TYPE##16
2580#define TILE_VECTOR_TYPE10(DATA_TYPE) DATA_TYPE##16
2581#define TILE_VECTOR_TYPE11(DATA_TYPE) DATA_TYPE##16
2582#define TILE_VECTOR_TYPE12(DATA_TYPE) DATA_TYPE##16
2583#define TILE_VECTOR_TYPE13(DATA_TYPE) DATA_TYPE##16
2584#define TILE_VECTOR_TYPE14(DATA_TYPE) DATA_TYPE##16
2585#define TILE_VECTOR_TYPE15(DATA_TYPE) DATA_TYPE##16
2586#define TILE_VECTOR_TYPE16(DATA_TYPE) DATA_TYPE##16
2587
2588
2589#define TILE(DATA_TYPE, H, W, BASENAME) TILE_STR(DATA_TYPE, H, W, BASENAME)
2590#define TILE_STR(DATA_TYPE, H, W, BASENAME) \
2591    union {                                 \
2592        DATA_TYPE                      s[TILE_VECTOR_SIZE##W];                  \
2593        TILE_VECTOR_TYPE##W(DATA_TYPE) v;                     \
2594    } BASENAME[H]
2595
2596#define TENSOR4D_IMAGE(name)          \
2597    __read_only image2d_t name##_img, \
2598    __global uchar *name##_ptr,       \
2599    uint            name##_stride_x,  \
2600    uint            name##_step_x,    \
2601    uint            name##_stride_y,  \
2602    uint            name##_step_y,    \
2603    uint            name##_stride_z,  \
2604    uint            name##_step_z,    \
2605    uint            name##_stride_w,  \
2606    uint            name##_step_w,    \
2607    uint            name##_offset_first_element_in_bytes
2608
2609#define TENSOR4D_BUFFER(name)    \
2610    __global uchar *name##_ptr,  \
2611    uint        name##_stride_x, \
2612    uint        name##_step_x,   \
2613    uint        name##_stride_y, \
2614    uint        name##_step_y,   \
2615    uint        name##_stride_z, \
2616    uint        name##_step_z,   \
2617    uint        name##_stride_w, \
2618    uint        name##_step_w,   \
2619    uint        name##_offset_first_element_in_bytes
2620
2621#define TENSOR4D_STR(name, type) TENSOR4D_##type(name)
2622#define TENSOR4D(name, type) TENSOR4D_STR(name, type)
2623
2624#define TENSOR4D_T_IMAGE(name)          \
2625    __read_only image2d_t name##_img, \
2626    __global uchar *name##_ptr,       \
2627    uint        name##_stride_y, \
2628    uint        name##_stride_z, \
2629    uint        name##_stride_w, \
2630    uint        name##_c,   \
2631    uint        name##_w,   \
2632    uint        name##_h,   \
2633    uint        name##_n,   \
2634    uint        name##_offset_first_element_in_bytes
2635
2636#define TENSOR4D_T_BUFFER(name)    \
2637    __global uchar *name##_ptr,  \
2638    uint        name##_stride_y, \
2639    uint        name##_stride_z, \
2640    uint        name##_stride_w, \
2641    uint        name##_c,   \
2642    uint        name##_w,   \
2643    uint        name##_h,   \
2644    uint        name##_n,   \
2645    uint        name##_offset_first_element_in_bytes
2646
2647#define TENSOR4D_T_STR(name, type) TENSOR4D_T_##type(name)
2648
2649
2650#define TENSOR4D_T(name, type) TENSOR4D_T_STR(name, type)
2651
2652#define TENSOR4D_RO_T_IMAGE(name)          \
2653    __read_only image2d_t name##_img, \
2654    TENSOR4D_T_BUFFER(name)
2655
2656#define TENSOR4D_RO_T_BUFFER(name) TENSOR4D_T_BUFFER(name)
2657
2658#define TENSOR4D_RO_T_STR(name, type) TENSOR4D_RO_T_##type(name)
2659
2660
2661#define TENSOR4D_RO_T(name, type) TENSOR4D_RO_T_STR(name, type)
2662
2663#define TENSOR4D_WO_T_IMAGE(name)          \
2664    __write_only image2d_t name##_img, \
2665    TENSOR4D_T_BUFFER(name)
2666
2667#define TENSOR4D_WO_T_BUFFER(name) TENSOR4D_T_BUFFER(name)
2668
2669#define TENSOR4D_WO_T_STR(name, type) TENSOR4D_WO_T_##type(name)
2670
2671
2672#define TENSOR4D_WO_T(name, type) TENSOR4D_WO_T_STR(name, type)
2673
2674#define TENSOR3D_T_IMAGE(name)          \
2675    __read_only image2d_t name##_img, \
2676    __global uchar *name##_ptr,       \
2677    uint        name##_stride_y, \
2678    uint        name##_stride_z, \
2679    uint        name##_w,   \
2680    uint        name##_h,   \
2681    uint        name##_n,   \
2682    uint        name##_offset_first_element_in_bytes
2683
2684#define TENSOR3D_T_BUFFER(name)    \
2685    __global uchar *name##_ptr,  \
2686    uint        name##_stride_y, \
2687    uint        name##_stride_z, \
2688    uint        name##_w,   \
2689    uint        name##_h,   \
2690    uint        name##_n,   \
2691    uint        name##_offset_first_element_in_bytes
2692
2693#define TENSOR3D_T_STR(name, type) TENSOR3D_T_##type(name)
2694#define TENSOR3D_T(name, type) TENSOR3D_T_STR(name, type)
2695
2696#if !defined(UNROLL_WITH_PRAGMA)
2697#define UNROLL_INCR(idx, step, macro) idx += (step); (macro)
2698
2699#define LOOP_UNROLLING_1(idx, step, macro) (macro)
2700#define LOOP_UNROLLING_2(idx, step, macro) LOOP_UNROLLING_1(idx, step, macro); UNROLL_INCR(idx, step, macro)
2701#define LOOP_UNROLLING_3(idx, step, macro) LOOP_UNROLLING_2(idx, step, macro); UNROLL_INCR(idx, step, macro)
2702#define LOOP_UNROLLING_4(idx, step, macro) LOOP_UNROLLING_3(idx, step, macro); UNROLL_INCR(idx, step, macro)
2703#define LOOP_UNROLLING_5(idx, step, macro) LOOP_UNROLLING_4(idx, step, macro); UNROLL_INCR(idx, step, macro)
2704#define LOOP_UNROLLING_6(idx, step, macro) LOOP_UNROLLING_5(idx, step, macro); UNROLL_INCR(idx, step, macro)
2705#define LOOP_UNROLLING_7(idx, step, macro) LOOP_UNROLLING_6(idx, step, macro); UNROLL_INCR(idx, step, macro)
2706#define LOOP_UNROLLING_8(idx, step, macro) LOOP_UNROLLING_7(idx, step, macro); UNROLL_INCR(idx, step, macro)
2707#define LOOP_UNROLLING_9(idx, step, macro) LOOP_UNROLLING_8(idx, step, macro); UNROLL_INCR(idx, step, macro)
2708#define LOOP_UNROLLING_10(idx, step, macro) LOOP_UNROLLING_9(idx, step, macro); UNROLL_INCR(idx, step, macro)
2709#define LOOP_UNROLLING_11(idx, step, macro) LOOP_UNROLLING_10(idx, step, macro); UNROLL_INCR(idx, step, macro)
2710#define LOOP_UNROLLING_12(idx, step, macro) LOOP_UNROLLING_11(idx, step, macro); UNROLL_INCR(idx, step, macro)
2711#define LOOP_UNROLLING_13(idx, step, macro) LOOP_UNROLLING_12(idx, step, macro); UNROLL_INCR(idx, step, macro)
2712#define LOOP_UNROLLING_14(idx, step, macro) LOOP_UNROLLING_13(idx, step, macro); UNROLL_INCR(idx, step, macro)
2713#define LOOP_UNROLLING_15(idx, step, macro) LOOP_UNROLLING_14(idx, step, macro); UNROLL_INCR(idx, step, macro)
2714#define LOOP_UNROLLING_16(idx, step, macro) LOOP_UNROLLING_15(idx, step, macro); UNROLL_INCR(idx, step, macro)
2715#define LOOP_UNROLLING_17(idx, step, macro) LOOP_UNROLLING_16(idx, step, macro); UNROLL_INCR(idx, step, macro)
2716#define LOOP_UNROLLING_18(idx, step, macro) LOOP_UNROLLING_17(idx, step, macro); UNROLL_INCR(idx, step, macro)
2717#define LOOP_UNROLLING_19(idx, step, macro) LOOP_UNROLLING_18(idx, step, macro); UNROLL_INCR(idx, step, macro)
2718#define LOOP_UNROLLING_20(idx, step, macro) LOOP_UNROLLING_19(idx, step, macro); UNROLL_INCR(idx, step, macro)
2719#define LOOP_UNROLLING_21(idx, step, macro) LOOP_UNROLLING_20(idx, step, macro); UNROLL_INCR(idx, step, macro)
2720#define LOOP_UNROLLING_22(idx, step, macro) LOOP_UNROLLING_21(idx, step, macro); UNROLL_INCR(idx, step, macro)
2721#define LOOP_UNROLLING_23(idx, step, macro) LOOP_UNROLLING_22(idx, step, macro); UNROLL_INCR(idx, step, macro)
2722#define LOOP_UNROLLING_24(idx, step, macro) LOOP_UNROLLING_23(idx, step, macro); UNROLL_INCR(idx, step, macro)
2723#define LOOP_UNROLLING_25(idx, step, macro) LOOP_UNROLLING_24(idx, step, macro); UNROLL_INCR(idx, step, macro)
2724#define LOOP_UNROLLING_26(idx, step, macro) LOOP_UNROLLING_25(idx, step, macro); UNROLL_INCR(idx, step, macro)
2725#define LOOP_UNROLLING_27(idx, step, macro) LOOP_UNROLLING_26(idx, step, macro); UNROLL_INCR(idx, step, macro)
2726#define LOOP_UNROLLING_28(idx, step, macro) LOOP_UNROLLING_27(idx, step, macro); UNROLL_INCR(idx, step, macro)
2727#define LOOP_UNROLLING_29(idx, step, macro) LOOP_UNROLLING_28(idx, step, macro); UNROLL_INCR(idx, step, macro)
2728#define LOOP_UNROLLING_30(idx, step, macro) LOOP_UNROLLING_29(idx, step, macro); UNROLL_INCR(idx, step, macro)
2729#define LOOP_UNROLLING_31(idx, step, macro) LOOP_UNROLLING_30(idx, step, macro); UNROLL_INCR(idx, step, macro)
2730#define LOOP_UNROLLING_32(idx, step, macro) LOOP_UNROLLING_31(idx, step, macro); UNROLL_INCR(idx, step, macro)
2731#define LOOP_UNROLLING_33(idx, step, macro) LOOP_UNROLLING_32(idx, step, macro); UNROLL_INCR(idx, step, macro)
2732#define LOOP_UNROLLING_34(idx, step, macro) LOOP_UNROLLING_33(idx, step, macro); UNROLL_INCR(idx, step, macro)
2733#define LOOP_UNROLLING_35(idx, step, macro) LOOP_UNROLLING_34(idx, step, macro); UNROLL_INCR(idx, step, macro)
2734#define LOOP_UNROLLING_36(idx, step, macro) LOOP_UNROLLING_35(idx, step, macro); UNROLL_INCR(idx, step, macro)
2735#define LOOP_UNROLLING_37(idx, step, macro) LOOP_UNROLLING_36(idx, step, macro); UNROLL_INCR(idx, step, macro)
2736#define LOOP_UNROLLING_38(idx, step, macro) LOOP_UNROLLING_37(idx, step, macro); UNROLL_INCR(idx, step, macro)
2737#define LOOP_UNROLLING_39(idx, step, macro) LOOP_UNROLLING_38(idx, step, macro); UNROLL_INCR(idx, step, macro)
2738#define LOOP_UNROLLING_40(idx, step, macro) LOOP_UNROLLING_39(idx, step, macro); UNROLL_INCR(idx, step, macro)
2739#define LOOP_UNROLLING_41(idx, step, macro) LOOP_UNROLLING_40(idx, step, macro); UNROLL_INCR(idx, step, macro)
2740#define LOOP_UNROLLING_42(idx, step, macro) LOOP_UNROLLING_41(idx, step, macro); UNROLL_INCR(idx, step, macro)
2741#define LOOP_UNROLLING_43(idx, step, macro) LOOP_UNROLLING_42(idx, step, macro); UNROLL_INCR(idx, step, macro)
2742#define LOOP_UNROLLING_44(idx, step, macro) LOOP_UNROLLING_43(idx, step, macro); UNROLL_INCR(idx, step, macro)
2743#define LOOP_UNROLLING_45(idx, step, macro) LOOP_UNROLLING_44(idx, step, macro); UNROLL_INCR(idx, step, macro)
2744#define LOOP_UNROLLING_46(idx, step, macro) LOOP_UNROLLING_45(idx, step, macro); UNROLL_INCR(idx, step, macro)
2745#define LOOP_UNROLLING_47(idx, step, macro) LOOP_UNROLLING_46(idx, step, macro); UNROLL_INCR(idx, step, macro)
2746#define LOOP_UNROLLING_48(idx, step, macro) LOOP_UNROLLING_47(idx, step, macro); UNROLL_INCR(idx, step, macro)
2747#define LOOP_UNROLLING_49(idx, step, macro) LOOP_UNROLLING_48(idx, step, macro); UNROLL_INCR(idx, step, macro)
2748#define LOOP_UNROLLING_50(idx, step, macro) LOOP_UNROLLING_49(idx, step, macro); UNROLL_INCR(idx, step, macro)
2749#define LOOP_UNROLLING_51(idx, step, macro) LOOP_UNROLLING_50(idx, step, macro); UNROLL_INCR(idx, step, macro)
2750#define LOOP_UNROLLING_52(idx, step, macro) LOOP_UNROLLING_51(idx, step, macro); UNROLL_INCR(idx, step, macro)
2751#define LOOP_UNROLLING_53(idx, step, macro) LOOP_UNROLLING_52(idx, step, macro); UNROLL_INCR(idx, step, macro)
2752#define LOOP_UNROLLING_54(idx, step, macro) LOOP_UNROLLING_53(idx, step, macro); UNROLL_INCR(idx, step, macro)
2753#define LOOP_UNROLLING_55(idx, step, macro) LOOP_UNROLLING_54(idx, step, macro); UNROLL_INCR(idx, step, macro)
2754#define LOOP_UNROLLING_56(idx, step, macro) LOOP_UNROLLING_55(idx, step, macro); UNROLL_INCR(idx, step, macro)
2755#define LOOP_UNROLLING_57(idx, step, macro) LOOP_UNROLLING_56(idx, step, macro); UNROLL_INCR(idx, step, macro)
2756#define LOOP_UNROLLING_58(idx, step, macro) LOOP_UNROLLING_57(idx, step, macro); UNROLL_INCR(idx, step, macro)
2757#define LOOP_UNROLLING_59(idx, step, macro) LOOP_UNROLLING_58(idx, step, macro); UNROLL_INCR(idx, step, macro)
2758#define LOOP_UNROLLING_60(idx, step, macro) LOOP_UNROLLING_59(idx, step, macro); UNROLL_INCR(idx, step, macro)
2759#define LOOP_UNROLLING_61(idx, step, macro) LOOP_UNROLLING_60(idx, step, macro); UNROLL_INCR(idx, step, macro)
2760#define LOOP_UNROLLING_62(idx, step, macro) LOOP_UNROLLING_61(idx, step, macro); UNROLL_INCR(idx, step, macro)
2761#define LOOP_UNROLLING_63(idx, step, macro) LOOP_UNROLLING_62(idx, step, macro); UNROLL_INCR(idx, step, macro)
2762#define LOOP_UNROLLING_64(idx, step, macro) LOOP_UNROLLING_63(idx, step, macro); UNROLL_INCR(idx, step, macro)
2763#define LOOP_UNROLLING_65(idx, step, macro) LOOP_UNROLLING_64(idx, step, macro); UNROLL_INCR(idx, step, macro)
2764#define LOOP_UNROLLING_66(idx, step, macro) LOOP_UNROLLING_65(idx, step, macro); UNROLL_INCR(idx, step, macro)
2765#define LOOP_UNROLLING_67(idx, step, macro) LOOP_UNROLLING_66(idx, step, macro); UNROLL_INCR(idx, step, macro)
2766#define LOOP_UNROLLING_68(idx, step, macro) LOOP_UNROLLING_67(idx, step, macro); UNROLL_INCR(idx, step, macro)
2767#define LOOP_UNROLLING_69(idx, step, macro) LOOP_UNROLLING_68(idx, step, macro); UNROLL_INCR(idx, step, macro)
2768#define LOOP_UNROLLING_70(idx, step, macro) LOOP_UNROLLING_69(idx, step, macro); UNROLL_INCR(idx, step, macro)
2769#define LOOP_UNROLLING_71(idx, step, macro) LOOP_UNROLLING_70(idx, step, macro); UNROLL_INCR(idx, step, macro)
2770#define LOOP_UNROLLING_72(idx, step, macro) LOOP_UNROLLING_71(idx, step, macro); UNROLL_INCR(idx, step, macro)
2771#define LOOP_UNROLLING_73(idx, step, macro) LOOP_UNROLLING_72(idx, step, macro); UNROLL_INCR(idx, step, macro)
2772#define LOOP_UNROLLING_74(idx, step, macro) LOOP_UNROLLING_73(idx, step, macro); UNROLL_INCR(idx, step, macro)
2773#define LOOP_UNROLLING_75(idx, step, macro) LOOP_UNROLLING_74(idx, step, macro); UNROLL_INCR(idx, step, macro)
2774#define LOOP_UNROLLING_76(idx, step, macro) LOOP_UNROLLING_75(idx, step, macro); UNROLL_INCR(idx, step, macro)
2775#define LOOP_UNROLLING_77(idx, step, macro) LOOP_UNROLLING_76(idx, step, macro); UNROLL_INCR(idx, step, macro)
2776#define LOOP_UNROLLING_78(idx, step, macro) LOOP_UNROLLING_77(idx, step, macro); UNROLL_INCR(idx, step, macro)
2777#define LOOP_UNROLLING_79(idx, step, macro) LOOP_UNROLLING_78(idx, step, macro); UNROLL_INCR(idx, step, macro)
2778#define LOOP_UNROLLING_80(idx, step, macro) LOOP_UNROLLING_79(idx, step, macro); UNROLL_INCR(idx, step, macro)
2779#define LOOP_UNROLLING_81(idx, step, macro) LOOP_UNROLLING_80(idx, step, macro); UNROLL_INCR(idx, step, macro)
2780#define LOOP_UNROLLING_82(idx, step, macro) LOOP_UNROLLING_81(idx, step, macro); UNROLL_INCR(idx, step, macro)
2781#define LOOP_UNROLLING_83(idx, step, macro) LOOP_UNROLLING_82(idx, step, macro); UNROLL_INCR(idx, step, macro)
2782#define LOOP_UNROLLING_84(idx, step, macro) LOOP_UNROLLING_83(idx, step, macro); UNROLL_INCR(idx, step, macro)
2783#define LOOP_UNROLLING_85(idx, step, macro) LOOP_UNROLLING_84(idx, step, macro); UNROLL_INCR(idx, step, macro)
2784#define LOOP_UNROLLING_86(idx, step, macro) LOOP_UNROLLING_85(idx, step, macro); UNROLL_INCR(idx, step, macro)
2785#define LOOP_UNROLLING_87(idx, step, macro) LOOP_UNROLLING_86(idx, step, macro); UNROLL_INCR(idx, step, macro)
2786#define LOOP_UNROLLING_88(idx, step, macro) LOOP_UNROLLING_87(idx, step, macro); UNROLL_INCR(idx, step, macro)
2787#define LOOP_UNROLLING_89(idx, step, macro) LOOP_UNROLLING_88(idx, step, macro); UNROLL_INCR(idx, step, macro)
2788#define LOOP_UNROLLING_90(idx, step, macro) LOOP_UNROLLING_89(idx, step, macro); UNROLL_INCR(idx, step, macro)
2789#define LOOP_UNROLLING_91(idx, step, macro) LOOP_UNROLLING_90(idx, step, macro); UNROLL_INCR(idx, step, macro)
2790#define LOOP_UNROLLING_92(idx, step, macro) LOOP_UNROLLING_91(idx, step, macro); UNROLL_INCR(idx, step, macro)
2791#define LOOP_UNROLLING_93(idx, step, macro) LOOP_UNROLLING_92(idx, step, macro); UNROLL_INCR(idx, step, macro)
2792#define LOOP_UNROLLING_94(idx, step, macro) LOOP_UNROLLING_93(idx, step, macro); UNROLL_INCR(idx, step, macro)
2793#define LOOP_UNROLLING_95(idx, step, macro) LOOP_UNROLLING_94(idx, step, macro); UNROLL_INCR(idx, step, macro)
2794#define LOOP_UNROLLING_96(idx, step, macro) LOOP_UNROLLING_95(idx, step, macro); UNROLL_INCR(idx, step, macro)
2795#define LOOP_UNROLLING_97(idx, step, macro) LOOP_UNROLLING_96(idx, step, macro); UNROLL_INCR(idx, step, macro)
2796#define LOOP_UNROLLING_98(idx, step, macro) LOOP_UNROLLING_97(idx, step, macro); UNROLL_INCR(idx, step, macro)
2797#define LOOP_UNROLLING_99(idx, step, macro) LOOP_UNROLLING_98(idx, step, macro); UNROLL_INCR(idx, step, macro)
2798#define LOOP_UNROLLING_100(idx, step, macro) LOOP_UNROLLING_99(idx, step, macro); UNROLL_INCR(idx, step, macro)
2799#define LOOP_UNROLLING_101(idx, step, macro) LOOP_UNROLLING_100(idx, step, macro); UNROLL_INCR(idx, step, macro)
2800#define LOOP_UNROLLING_102(idx, step, macro) LOOP_UNROLLING_101(idx, step, macro); UNROLL_INCR(idx, step, macro)
2801#define LOOP_UNROLLING_103(idx, step, macro) LOOP_UNROLLING_102(idx, step, macro); UNROLL_INCR(idx, step, macro)
2802#define LOOP_UNROLLING_104(idx, step, macro) LOOP_UNROLLING_103(idx, step, macro); UNROLL_INCR(idx, step, macro)
2803#define LOOP_UNROLLING_105(idx, step, macro) LOOP_UNROLLING_104(idx, step, macro); UNROLL_INCR(idx, step, macro)
2804#define LOOP_UNROLLING_106(idx, step, macro) LOOP_UNROLLING_105(idx, step, macro); UNROLL_INCR(idx, step, macro)
2805#define LOOP_UNROLLING_107(idx, step, macro) LOOP_UNROLLING_106(idx, step, macro); UNROLL_INCR(idx, step, macro)
2806#define LOOP_UNROLLING_108(idx, step, macro) LOOP_UNROLLING_107(idx, step, macro); UNROLL_INCR(idx, step, macro)
2807#define LOOP_UNROLLING_109(idx, step, macro) LOOP_UNROLLING_108(idx, step, macro); UNROLL_INCR(idx, step, macro)
2808#define LOOP_UNROLLING_110(idx, step, macro) LOOP_UNROLLING_109(idx, step, macro); UNROLL_INCR(idx, step, macro)
2809#define LOOP_UNROLLING_111(idx, step, macro) LOOP_UNROLLING_110(idx, step, macro); UNROLL_INCR(idx, step, macro)
2810#define LOOP_UNROLLING_112(idx, step, macro) LOOP_UNROLLING_111(idx, step, macro); UNROLL_INCR(idx, step, macro)
2811#define LOOP_UNROLLING_113(idx, step, macro) LOOP_UNROLLING_112(idx, step, macro); UNROLL_INCR(idx, step, macro)
2812#define LOOP_UNROLLING_114(idx, step, macro) LOOP_UNROLLING_113(idx, step, macro); UNROLL_INCR(idx, step, macro)
2813#define LOOP_UNROLLING_115(idx, step, macro) LOOP_UNROLLING_114(idx, step, macro); UNROLL_INCR(idx, step, macro)
2814#define LOOP_UNROLLING_116(idx, step, macro) LOOP_UNROLLING_115(idx, step, macro); UNROLL_INCR(idx, step, macro)
2815#define LOOP_UNROLLING_117(idx, step, macro) LOOP_UNROLLING_116(idx, step, macro); UNROLL_INCR(idx, step, macro)
2816#define LOOP_UNROLLING_118(idx, step, macro) LOOP_UNROLLING_117(idx, step, macro); UNROLL_INCR(idx, step, macro)
2817#define LOOP_UNROLLING_119(idx, step, macro) LOOP_UNROLLING_118(idx, step, macro); UNROLL_INCR(idx, step, macro)
2818#define LOOP_UNROLLING_120(idx, step, macro) LOOP_UNROLLING_119(idx, step, macro); UNROLL_INCR(idx, step, macro)
2819#define LOOP_UNROLLING_121(idx, step, macro) LOOP_UNROLLING_120(idx, step, macro); UNROLL_INCR(idx, step, macro)
2820#define LOOP_UNROLLING_122(idx, step, macro) LOOP_UNROLLING_121(idx, step, macro); UNROLL_INCR(idx, step, macro)
2821#define LOOP_UNROLLING_123(idx, step, macro) LOOP_UNROLLING_122(idx, step, macro); UNROLL_INCR(idx, step, macro)
2822#define LOOP_UNROLLING_124(idx, step, macro) LOOP_UNROLLING_123(idx, step, macro); UNROLL_INCR(idx, step, macro)
2823#define LOOP_UNROLLING_125(idx, step, macro) LOOP_UNROLLING_124(idx, step, macro); UNROLL_INCR(idx, step, macro)
2824#define LOOP_UNROLLING_126(idx, step, macro) LOOP_UNROLLING_125(idx, step, macro); UNROLL_INCR(idx, step, macro)
2825#define LOOP_UNROLLING_127(idx, step, macro) LOOP_UNROLLING_126(idx, step, macro); UNROLL_INCR(idx, step, macro)
2826#define LOOP_UNROLLING_128(idx, step, macro) LOOP_UNROLLING_127(idx, step, macro); UNROLL_INCR(idx, step, macro)
2827
2828#define LOOP_UNROLLING_STR(type, idx, start, step, num, macro) \
2829    {                                                          \
2830        type idx = start;                                      \
2831        LOOP_UNROLLING_##num(idx, step, macro);                \
2832    }
2833#else
2834#define LOOP_UNROLLING_STR(type, idx, start, step, num, macro) \
2835    {                                                          \
2836        _Pragma("unroll")                                      \
2837        for(type idx = start; idx < (num * step); idx += step) \
2838        {                                                      \
2839            (macro);                                           \
2840        }                                                      \
2841    }
2842#endif
2843#define LOOP_UNROLLING(type, idx, start, step, num, macro) LOOP_UNROLLING_STR(type, idx, start, step, num, macro)
2844
2845
2846#define GET_SPATIAL_IDX(IDX, N0, PARTIAL_N0) (max((int)(get_global_id(IDX) * N0 - (N0 - PARTIAL_N0) % N0), 0))
2847
2848
2849#define DOT_PRODUCT_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, b, c) DOT_PRODUCT_INTEGER8_STR(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, b, c)
2850#define DOT_PRODUCT_INTEGER8_STR(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, b, c) DOT_PRODUCT##K0##_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c)
2851#define DOT_PRODUCT1_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2852    ({                                                \
2853        c += (C_DATA_TYPE)(a) * (C_DATA_TYPE)(b);     \
2854    })
2855#if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_khr_integer_dot_product)
2856#define DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += dot((A_DATA_TYPE##4)((a).s01, (A_DATA_TYPE##2)(0)), (B_DATA_TYPE##4)(((b).s01), (B_DATA_TYPE##2)(0)));
2857#define DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += dot((A_DATA_TYPE##4)((a).s012, (A_DATA_TYPE)0), (B_DATA_TYPE##4)(((b).s012), (B_DATA_TYPE)0));
2858#define DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += dot((a), (b));
2859#elif defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8)
2860#define DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c = arm_dot_acc((A_DATA_TYPE##4)((a).s01, (A_DATA_TYPE##2)(0)), (B_DATA_TYPE##4)(((b).s01), (B_DATA_TYPE##2)(0)), (c));
2861#define DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c = arm_dot_acc((A_DATA_TYPE##4)((a).s012, (A_DATA_TYPE)0), (B_DATA_TYPE##4)(((b).s012), (B_DATA_TYPE)0), (c));
2862#define DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c = arm_dot_acc((a), (b), (c));
2863#elif defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8)
2864#define DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += arm_dot((A_DATA_TYPE##4)((a).s01, (A_DATA_TYPE##2)(0)), (B_DATA_TYPE##4)(((b).s01), (B_DATA_TYPE##2)(0)));
2865#define DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += arm_dot((A_DATA_TYPE##4)((a).s012, (A_DATA_TYPE)0), (B_DATA_TYPE##4)(((b).s012), (B_DATA_TYPE)0));
2866#define DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += arm_dot((a), (b));
2867#else
2868#define DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c)   \
2869    ({                                                  \
2870        c += (C_DATA_TYPE)(a).s0 * (C_DATA_TYPE)(b).s0; \
2871        c += (C_DATA_TYPE)(a).s1 * (C_DATA_TYPE)(b).s1; \
2872    })
2873#define DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c)   \
2874    ({                                                  \
2875        DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c);  \
2876        c += (C_DATA_TYPE)(a).s2 * (C_DATA_TYPE)(b).s2; \
2877    })
2878#define DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, x, y, val)   \
2879    ({                                                    \
2880        val += (C_DATA_TYPE)(x).s0 * (C_DATA_TYPE)(y).s0; \
2881        val += (C_DATA_TYPE)(x).s1 * (C_DATA_TYPE)(y).s1; \
2882        val += (C_DATA_TYPE)(x).s2 * (C_DATA_TYPE)(y).s2; \
2883        val += (C_DATA_TYPE)(x).s3 * (C_DATA_TYPE)(y).s3; \
2884    })
2885#endif
2886#define DOT_PRODUCT5_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2887    ({                                                \
2888        DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s0123), ((b).s0123), c);     \
2889        DOT_PRODUCT1_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s4), ((b).s4), c);     \
2890    })
2891#define DOT_PRODUCT6_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2892    ({                                                \
2893        DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s0123), ((b).s0123), c);     \
2894        DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s45), ((b).s45), c);     \
2895    })
2896#define DOT_PRODUCT7_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2897    ({                                                \
2898        DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s0123), ((b).s0123), c);     \
2899        DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s456), ((b).s456), c);     \
2900    })
2901#define DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2902    ({                                                \
2903        DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).lo), ((b).lo), c);     \
2904        DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).hi), ((b).hi), c);     \
2905    })
2906#define DOT_PRODUCT9_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2907    ({                                                \
2908        DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \
2909        DOT_PRODUCT1_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s8), ((b).s8), c);     \
2910    })
2911#define DOT_PRODUCT10_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2912    ({                                                \
2913        DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \
2914        DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89), ((b).s89), c);     \
2915    })
2916#define DOT_PRODUCT11_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2917    ({                                                \
2918        DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \
2919        DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89A), ((b).s89A), c);     \
2920    })
2921#define DOT_PRODUCT12_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2922    ({                                                \
2923        DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \
2924        DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89AB), ((b).s89AB), c);     \
2925    })
2926#define DOT_PRODUCT13_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2927    ({                                                \
2928        DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \
2929        DOT_PRODUCT5_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89ABC), ((b).s89ABC), c);     \
2930    })
2931#define DOT_PRODUCT14_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2932    ({                                                \
2933        DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \
2934        DOT_PRODUCT6_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89ABCD), ((b).s89ABCD), c);     \
2935    })
2936#define DOT_PRODUCT15_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2937    ({                                                \
2938        DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \
2939        DOT_PRODUCT7_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89ABCDE), ((b).s89ABCDE), c);     \
2940    })
2941#define DOT_PRODUCT16_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \
2942    ({                                                 \
2943        DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).lo), ((b).lo), c);      \
2944        DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).hi), ((b).hi), c);      \
2945    })
2946
2947
2948#define REDUCE_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, c) REDUCE_INTEGER8_STR(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, c)
2949#define REDUCE_INTEGER8_STR(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, c) DOT_PRODUCT_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, (TILE_VECTOR_TYPE##K0(B_DATA_TYPE))1, c)
2950
2951
2952#define V_LOAD(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y) V_LOAD_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y)
2953#define V_LOAD_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y) V_LOAD_##TENSOR_TYPE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y)
2954#define V_LOAD_BUFFER(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y) \
2955    VLOAD(WIDTH)                                                \
2956    (0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (Y) * (STRIDE_Y)))
2957#define V_LOAD_IMAGE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y) READ_IMAGE2D(DATA_TYPE, CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(WIDTH), TENSOR##_img, (X) / 4, (Y))
2958
2959
2960#define V_STORE(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y, VALUES) V_STORE_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y, VALUES)
2961#define V_STORE_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y, VALUES) V_STORE_##TENSOR_TYPE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y, VALUES)
2962#define V_STORE_BUFFER(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y, VALUES) \
2963    VSTORE(WIDTH)                                                \
2964    (VALUES, 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (Y) * (STRIDE_Y)))
2965#define V_STORE_IMAGE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y, VALUES) WRITE_IMAGE2D(DATA_TYPE, CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(WIDTH), TENSOR##_img, (X) / 4, (Y), VALUES)
2966
2967
2968#define T_LOAD(DATA_TYPE, HEIGHT, WIDTH, TENSOR_TYPE, TENSOR, X, Y, YI_MULTIPLIER, STRIDE_Y, dst)                      \
2969    ({                                                                                                                 \
2970        LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                          \
2971        {                                                                                                              \
2972            dst[_i].v = V_LOAD(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, ((Y) + _i * (int)(YI_MULTIPLIER)), STRIDE_Y); \
2973        })                                                                                                             \
2974    })
2975
2976
2977#define T_LOAD_INDIRECT(DATA_TYPE, HEIGHT, WIDTH, TENSOR_TYPE, TENSOR, X, STRIDE_Y, indirect_y, dst)    \
2978    ({                                                                                                  \
2979        LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                           \
2980        {                                                                                               \
2981            dst[_i].v = V_LOAD(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, (indirect_y[_i].v), STRIDE_Y); \
2982        })                                                                                              \
2983    })
2984
2985
2986#define T_LOAD_INDIRECT_WIDTH_SELECT(DATA_TYPE, HEIGHT, WIDTH0, WIDTH1, TENSOR_TYPE, TENSOR, X, STRIDE_Y, WIDTH1_CONDITION, dst, indirect_y)                                                      \
2987    ({                                                                                                                                                                                             \
2988        if(WIDTH1_CONDITION)                                                                                                                                                                       \
2989        {                                                                                                                                                                                          \
2990            LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                                                                                                  \
2991            {                                                                                                                                                                                      \
2992                VLOAD_PARTIAL(WIDTH0, WIDTH1)                                                         \
2993                (dst[HEIGHT - 1 - _i].v, 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (indirect_y[HEIGHT - 1 - _i].v) * STRIDE_Y));               \
2994            })                                                                                                                                                                                     \
2995        }                                                                                                                                                                                          \
2996        else                                                                                                                                                                                       \
2997        {                                                                                                                                                                                          \
2998            LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                                                                                                  \
2999            {                                                                                                                                                                                      \
3000                dst[HEIGHT - 1 - _i].v = V_LOAD(DATA_TYPE, WIDTH0, TENSOR_TYPE, TENSOR, X, (indirect_y[HEIGHT - 1 - _i].v), STRIDE_Y); \
3001            })                                                                                                                                                                                     \
3002        }                                                                                                                                                                                          \
3003    })
3004
3005#define T_LOAD_NHWC(DATA_TYPE, TILE_HEIGHT, TILE_WIDTH, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, STRIDE_Y, dst)   \
3006    ({                                                                                                                                                \
3007        LOOP_UNROLLING(int, _yk, 0, 1, TILE_HEIGHT,                                                                                                   \
3008        {                                                                                                                                             \
3009            LOOP_UNROLLING(int, _xk, 0, 1, TILE_WIDTH,                                                                                                \
3010            {                                                                                                                                         \
3011                int _src_y = (X) + _xk + ((Y) + _yk) * (TENSOR_WIDTH);                                                                                \
3012                _src_y    += (B) * (int)(TENSOR_WIDTH) * (int)(TENSOR_HEIGHT);                                                                        \
3013                int _src_valid_y = (((X) + _xk) >= 0 && ((X) + _xk) < (int)(TENSOR_WIDTH) && ((Y) + _yk) >= 0 && ((Y) + _yk) < (int)(TENSOR_HEIGHT)); \
3014                if(_src_valid_y != 0)                                                                                                                 \
3015                {                                                                                                                                     \
3016                    dst[_xk + _yk * (TILE_WIDTH)].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, _src_y, STRIDE_Y);                     \
3017                }                                                                                                                                     \
3018            })                                                                                                                                        \
3019        })                                                                                                                                            \
3020    })
3021
3022
3023#define T_LOAD_NHWC_WITH_DILATION(DATA_TYPE, TILE_HEIGHT, TILE_WIDTH, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, DILATION_X, DILATION_Y, BOUNDARY_CHECK, dst)         \
3024    ({ \
3025        LOOP_UNROLLING(int, _yk, 0, 1, TILE_HEIGHT, \
3026        { \
3027            LOOP_UNROLLING(int, _xk, 0, 1, TILE_WIDTH, \
3028            { \
3029                int _src_y = (X) + _xk * (DILATION_X); \
3030                int _src_z = ((Y) + _yk * (DILATION_Y)); \
3031                int _src_w    = (B); \
3032                bool _src_valid_y = (((X) + _xk * (DILATION_X)) >= 0) && (((X) + _xk * (DILATION_X)) < (int)(TENSOR_WIDTH)) && (((Y) + _yk * (DILATION_Y)) >= 0) && (((Y) + _yk * (DILATION_Y)) < (int)(TENSOR_HEIGHT)); \
3033                if(!(BOUNDARY_CHECK)) \
3034                { \
3035                    dst[_xk + _yk * (TILE_WIDTH)].v = VLOAD(TILE_CHANNELS)                                                \
3036                    (0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (C) * sizeof(DATA_TYPE) + (_src_y) * (TENSOR##_stride_y) + (_src_z) * (TENSOR##_stride_z) + (_src_w) * (TENSOR##_stride_w))); \
3037                } \
3038                else \
3039                { \
3040                    if(_src_valid_y) \
3041                    { \
3042                        dst[_xk + _yk * (TILE_WIDTH)].v = VLOAD(TILE_CHANNELS)                                                \
3043                    (0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (C) * sizeof(DATA_TYPE) + (_src_y) * (TENSOR##_stride_y) + (_src_z) * (TENSOR##_stride_z) + (_src_w) * (TENSOR##_stride_w))); \
3044                    }                                                                                                                                                                                                 \
3045                } \
3046            })                                                                                                                                                                                                             \
3047        })                                                                                                                                                                                                             \
3048    })
3049
3050
3051#define T_LOAD_NHWC_INDIRECT(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, STRIDE_Y, xi, yi, dst)                \
3052    ({                                                                                                                                                                \
3053        LOOP_UNROLLING(int, _i, 0, 1, TILE_AREA,                                                                                                                      \
3054        {                                                                                                                                                             \
3055            int _src_y = (X) + xi[_i].v + ((Y) + yi[_i].v) * (TENSOR_WIDTH);                                                                                          \
3056            _src_y += (B) * (int)(TENSOR_WIDTH) * (int)(TENSOR_HEIGHT);                                                                                               \
3057            int _src_valid_y = (((X) + xi[_i].v) >= 0 && ((X) + xi[_i].v) < (int)(TENSOR_WIDTH) && ((Y) + yi[_i].v) >= 0 && ((Y) + yi[_i].v) < (int)(TENSOR_HEIGHT)); \
3058            if(_src_valid_y != 0)                                                                                                                                     \
3059            {                                                                                                                                                         \
3060                dst[_i].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, _src_y, STRIDE_Y);                                                               \
3061            }                                                                                                                                                         \
3062        })                                                                                                                                                            \
3063    })
3064
3065
3066#define T_LOAD2D_INDIRECT(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) T_LOAD2D_INDIRECT_STR(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst)
3067#define T_LOAD2D_INDIRECT_STR(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) T_LOAD2D_INDIRECT_##TENSOR_TYPE(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst)
3068#define T_LOAD2D_INDIRECT_BUFFER(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) \
3069    ({ \
3070        LOOP_UNROLLING(int, _i, 0, 1, TILE_AREA, \
3071        { \
3072            if(yi[0].s[_i] >= 0) \
3073            { \
3074                dst[_i].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, yi[0].s[_i], STRIDE_Y); \
3075            } \
3076        }) \
3077    })
3078
3079#define T_LOAD2D_INDIRECT_IMAGE(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) \
3080    ({ \
3081        LOOP_UNROLLING(int, _i, 0, 1, TILE_AREA, \
3082        { \
3083            dst[_i].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, yi[0].s[_i], STRIDE_Y); \
3084        }) \
3085    })
3086
3087
3088#define T_LOAD_NDHWC_INDIRECT(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Z, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, TENSOR_DEPTH, STRIDE_Y, xi, yi, zi, dst) \
3089    ({                                                                                                                                                                \
3090        LOOP_UNROLLING(int, _i, 0, 1, TILE_AREA,                                                                                                                      \
3091        {                                                                                                                                                             \
3092            int _src_y = (X) + xi[_i].v + ((Y) + yi[_i].v) * (TENSOR_WIDTH) + ((Z) + zi[_i].v) * (TENSOR_WIDTH * TENSOR_HEIGHT);                                      \
3093            _src_y += (B) * (int)(TENSOR_WIDTH) * (int)(TENSOR_HEIGHT) * (int)(TENSOR_DEPTH);                                                                         \
3094            int _src_valid_y = (((X) + xi[_i].v) >= 0 && ((X) + xi[_i].v) < (int)(TENSOR_WIDTH) && ((Y) + yi[_i].v) >= 0 && ((Y) + yi[_i].v) < (int)(TENSOR_HEIGHT)   \
3095                             && ((Z) + zi[_i].v) >= 0 && ((Z) + zi[_i].v) < (int)(TENSOR_DEPTH));                                                                     \
3096            if(_src_valid_y != 0)                                                                                                                                     \
3097            {                                                                                                                                                         \
3098                dst[_i].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, _src_y, STRIDE_Y);                                                               \
3099            }                                                                                                                                                         \
3100        })                                                                                                                                                            \
3101    })
3102
3103
3104#define T_STORE_INDIRECT_WIDTH_SELECT(DATA_TYPE, HEIGHT, WIDTH0, WIDTH1, TENSOR_TYPE, TENSOR, X, STRIDE_Y, WIDTH1_CONDITION, src, indirect_y)                                                      \
3105    ({                                                                                                                                                                                             \
3106        if(WIDTH1_CONDITION)                                                                                                                                                                       \
3107        {                                                                                                                                                                                          \
3108            LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                                                                                                  \
3109            {                                                                                                                                                                                      \
3110                VSTORE_PARTIAL(WIDTH0, WIDTH1)                                                                                                                                                     \
3111                (CONVERT(src[HEIGHT - 1 - _i].v, VEC_DATA_TYPE(DATA_TYPE, WIDTH0)), 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (indirect_y[HEIGHT - 1 - _i].v) * STRIDE_Y)); \
3112            })                                                                                                                                                                                     \
3113        }                                                                                                                                                                                          \
3114        else                                                                                                                                                                                       \
3115        {                                                                                                                                                                                          \
3116            LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                                                                                                  \
3117            {                                                                                                                                                                                      \
3118                VSTORE(WIDTH0)                                                                                                                                                                     \
3119                (CONVERT(src[HEIGHT - 1 - _i].v, VEC_DATA_TYPE(DATA_TYPE, WIDTH0)), 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (indirect_y[HEIGHT - 1 - _i].v) * STRIDE_Y)); \
3120            })                                                                                                                                                                                     \
3121        }                                                                                                                                                                                          \
3122    })
3123
3124
3125#define T_OFFSET_CORRECTION(ACC_DATA_TYPE, M0, N0, K0, SRC_OFFSET, WEI_OFFSET, lhs, rhs, dst)        \
3126    ({                                                                                               \
3127        LOOP_UNROLLING(int, _m0, 0, 1, M0,                                                           \
3128        {                                                                                            \
3129            ACC_DATA_TYPE _tm = 0;                                                                   \
3130            LOOP_UNROLLING(int, _k0, 0, 1, K0,                                                       \
3131            {                                                                                        \
3132                _tm += ((ACC_DATA_TYPE)lhs[_m0].s[_k0] * (ACC_DATA_TYPE)WEI_OFFSET);                 \
3133            })                                                                                       \
3134            LOOP_UNROLLING(int, _n0, 0, 1, N0,                                                       \
3135            {                                                                                        \
3136                dst[_m0].s[_n0] += _tm;                                                              \
3137                LOOP_UNROLLING(int, _k0, 0, 1, K0,                                                   \
3138                {                                                                                    \
3139                    dst[_m0].s[_n0] += ((ACC_DATA_TYPE)rhs[_n0].s[_k0] * (ACC_DATA_TYPE)SRC_OFFSET); \
3140                })                                                                                   \
3141            })                                                                                       \
3142        })                                                                                          \
3143    })
3144
3145
3146#define T_QUANTIZE8(SRC_DATA_TYPE, DST_DATA_TYPE, QUANTIZATION_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst) T_QUANTIZE8_STR(SRC_DATA_TYPE, DST_DATA_TYPE, QUANTIZATION_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst)
3147#define T_QUANTIZE8_STR(SRC_DATA_TYPE, DST_DATA_TYPE, QUANTIZATION_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst) T_QUANTIZE8_##QUANTIZATION_TYPE(SRC_DATA_TYPE, DST_DATA_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst)
3148
3149
3150#define T_QUANTIZE8_PER_TENSOR(SRC_DATA_TYPE, DST_DATA_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst)                          \
3151    ({ \
3152        LOOP_UNROLLING(int, _m0, 0, 1, M0, \
3153        { \
3154            LOOP_UNROLLING(int, _n0, 0, 1, N0, \
3155            { \
3156                SRC_DATA_TYPE _tmp = 0; \
3157                SRC_DATA_TYPE _src = src[_m0].s[_n0]; \
3158                _src *= select((SRC_DATA_TYPE)1, ((SRC_DATA_TYPE)1 << (SRC_DATA_TYPE)(-DST_SHIFT)), ((SRC_DATA_TYPE)DST_SHIFT < (SRC_DATA_TYPE)0)); \
3159                SRC_DATA_TYPE overflow = _src == DST_MULTIPLIER && _src == INT_MIN; \
3160                long a_64 = (long)(_src); \
3161                long b_64 = (long)(DST_MULTIPLIER); \
3162                long ab_64 = a_64 * b_64; \
3163                long mask1 = 1 << 30; \
3164                long mask2 = 1 - (1 << 30); \
3165                long is_positive_or_zero = ab_64 >= 0; \
3166                long nudge = select(mask2, mask1, is_positive_or_zero); \
3167                SRC_DATA_TYPE ab_x2_high32 = CONVERT((ab_64 + nudge) / (long)(1ll << 31), SRC_DATA_TYPE); \
3168                _tmp = select(ab_x2_high32, (SRC_DATA_TYPE)INT_MAX, overflow); \
3169                if(DST_SHIFT >= 0) \
3170                { \
3171                    long mask = ((((int)1) << DST_SHIFT) - (long)1); \
3172                    long threshold = _tmp < (int)0 ? (mask >> 1) + (long)1 : (mask >> 1) + 0; \
3173                    _tmp = (_tmp & mask) > threshold ? (_tmp >> DST_SHIFT) + (int)1 : (_tmp >> DST_SHIFT); \
3174                } \
3175                _tmp += DST_OFFSET; \
3176                dst[_m0].s[_n0] = CONVERT_SAT(_tmp, DST_DATA_TYPE);                                                                            \
3177            })                                                                                                                                          \
3178        })                                                                                                                                          \
3179    })
3180
3181
3182#define T_QUANTIZE8_PER_CHANNEL(SRC_DATA_TYPE, DST_DATA_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst)                          \
3183    ({ \
3184        LOOP_UNROLLING(int, _m0, 0, 1, M0, \
3185        { \
3186            LOOP_UNROLLING(int, _n0, 0, 1, N0, \
3187            { \
3188                SRC_DATA_TYPE _tmp = 0; \
3189                SRC_DATA_TYPE _tmp2 = 0; \
3190                SRC_DATA_TYPE _src = src[_m0].s[_n0]; \
3191                SRC_DATA_TYPE _dst_multiplier = dst_multipliers[0].s[_n0]; \
3192                SRC_DATA_TYPE _dst_shift = dst_shifts[0].s[_n0]; \
3193                _src *= select((SRC_DATA_TYPE)1, ((SRC_DATA_TYPE)1 << (SRC_DATA_TYPE)(-_dst_shift)), ((SRC_DATA_TYPE)_dst_shift < (SRC_DATA_TYPE)0)); \
3194                SRC_DATA_TYPE overflow = _src == _dst_multiplier && _src == INT_MIN; \
3195                long a_64 = (long)(_src); \
3196                long b_64 = (long)(_dst_multiplier); \
3197                long ab_64 = a_64 * b_64; \
3198                long mask1 = 1 << 30; \
3199                long mask2 = 1 - (1 << 30); \
3200                long is_positive_or_zero = ab_64 >= 0; \
3201                long nudge = select(mask2, mask1, is_positive_or_zero); \
3202                SRC_DATA_TYPE ab_x2_high32 = CONVERT((ab_64 + nudge) / (long)(1ll << 31), SRC_DATA_TYPE); \
3203                _tmp = select(ab_x2_high32, (SRC_DATA_TYPE)INT_MAX, overflow); \
3204                long mask = ((((int)1) << _dst_shift) - (int)1); \
3205                long threshold = (mask >> 1) + any(_tmp); \
3206                _tmp2 = _tmp >> _dst_shift; \
3207                _tmp2 += select(0, 1, (_tmp & mask) > threshold); \
3208                _tmp = select(_tmp, _tmp2, _dst_shift >= 0); \
3209                _tmp += DST_OFFSET; \
3210                dst[_m0].s[_n0] = CONVERT_SAT(_tmp, DST_DATA_TYPE);                                                                            \
3211            })                                                                                                                                          \
3212        })                                                                                                                                         \
3213    })
3214
3215
3216#define T_QUANTIZE8_ASYMMETRIC(SRC_DATA_TYPE, DST_DATA_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst)                          \
3217    ({ \
3218        LOOP_UNROLLING(int, _m0, 0, 1, M0, \
3219        { \
3220            LOOP_UNROLLING(int, _n0, 0, 1, N0, \
3221            { \
3222                SRC_DATA_TYPE _tmp = 0; \
3223                SRC_DATA_TYPE _src = src[_m0].s[_n0]; \
3224                _src *= select((SRC_DATA_TYPE)1, ((SRC_DATA_TYPE)1 << (SRC_DATA_TYPE)(-DST_SHIFT)), ((SRC_DATA_TYPE)DST_SHIFT < (SRC_DATA_TYPE)0)); \
3225                SRC_DATA_TYPE overflow = _src == DST_MULTIPLIER && _src == INT_MIN; \
3226                long a_64 = (long)(_src); \
3227                long b_64 = (long)(DST_MULTIPLIER); \
3228                long ab_64 = a_64 * b_64; \
3229                long mask1 = 1 << 30; \
3230                long mask2 = 1 - (1 << 30); \
3231                long is_positive_or_zero = ab_64 >= 0; \
3232                long nudge = select(mask2, mask1, is_positive_or_zero); \
3233                SRC_DATA_TYPE ab_x2_high32 = CONVERT((ab_64 + nudge) / (long)(1ll << 31), SRC_DATA_TYPE); \
3234                _tmp = select(ab_x2_high32, (SRC_DATA_TYPE)INT_MAX, overflow); \
3235                if(DST_SHIFT >= 0) \
3236                { \
3237                    long mask = ((((int)1) << DST_SHIFT) - (int)1); \
3238                    long threshold = _tmp < (int)0 ? (mask >> 1) + (long)1 : (mask >> 1) + 0; \
3239                    _tmp = (_tmp & mask) > threshold ? (_tmp >> DST_SHIFT) + (int)1 : (_tmp >> DST_SHIFT); \
3240                } \
3241                _tmp += DST_OFFSET; \
3242                dst[_m0].s[_n0] = CONVERT_SAT(_tmp, DST_DATA_TYPE);                                                                            \
3243            })                                                                                                                                          \
3244        })                                                                                                                                          \
3245    })
3246
3247
3248#define T_ROWSET_MASK(DATA_TYPE, M0, N0, VALUE_TO_SET, a, mask)                                                                                            \
3249    ({                                                                                                                                                     \
3250        LOOP_UNROLLING(int, _m0, 0, 1, M0,                                                                                                                 \
3251        {                                                                                                                                                  \
3252            LOOP_UNROLLING(int, _n0, 0, 1, N0,                                                                                                             \
3253            {                                                                                                                                              \
3254                a[_m0].s[_n0] = select((DATA_TYPE)(a[_m0].s[_n0]), (DATA_TYPE)(VALUE_TO_SET), (SELECT_DATA_TYPE(DATA_TYPE))(mask[_m0].v == (DATA_TYPE)0)); \
3255            })                                                                                                                                             \
3256        })                                                                                                                                                 \
3257    })
3258
3259
3260#define T_ACTIVATION(DATA_TYPE, M0, N0, ACTIVATION_TYPE, A_VAL, B_VAL, src, dst)               \
3261    ({                                                                                         \
3262        LOOP_UNROLLING(int, _m0, 0, 1, M0,                                                     \
3263        {                                                                                      \
3264            dst[_m0].v = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, N0, src[_m0].v, A_VAL, B_VAL); \
3265        })                                                                                     \
3266    })
3267
3268
3269#define relu_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (max((DATA_TYPE)ZERO_VALUE, x))
3270
3271#define brelu_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (min((DATA_TYPE)A_VAL, max((DATA_TYPE)ZERO_VALUE, x)))
3272
3273#define lu_brelu_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (min(max(x, (DATA_TYPE)B_VAL), (DATA_TYPE)A_VAL))
3274
3275#define hard_swish_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (x * ((min(max((DATA_TYPE)(x + (DATA_TYPE)3.f), (DATA_TYPE)0.f), (DATA_TYPE)6.f)) * (DATA_TYPE)0.166666667f))
3276
3277#define identity_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (x)
3278
3279#define ACT_OP_QUANTIZED(op, DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) op##_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x)
3280#define ACTIVATION_QUANTIZED(op, DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) ACT_OP_QUANTIZED(op, DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x)
3281
3282#define V_ADD(A_VAL, B_VAL) ((A_VAL) + (B_VAL))
3283#define V_SUB(A_VAL, B_VAL) ((A_VAL) - (B_VAL))
3284#define V_DIV(A_VAL, B_VAL) ((A_VAL) / (B_VAL))
3285#define V_MUL(A_VAL, B_VAL) ((A_VAL) * (B_VAL))
3286
3287
3288#define T_ACTIVATION_QUANTIZED(DATA_TYPE, M0, N0, ACTIVATION_TYPE, ZERO_VALUE, A_VAL, B_VAL, src, dst)               \
3289    ({ \
3290        LOOP_UNROLLING(int, _m0, 0, 1, M0, \
3291        { \
3292            dst[_m0].v = ACTIVATION_QUANTIZED(ACTIVATION_TYPE, DATA_TYPE, N0, ZERO_VALUE, A_VAL, B_VAL, src[_m0].v); \
3293        })                                                                                          \
3294    })
3295
3296
3297#define T_ADD(DATA_TYPE, M0, N0, lhs, rhs, dst) \
3298    ({                                                            \
3299        LOOP_UNROLLING(int, _m0, 0, 1, M0,                        \
3300        {                                                         \
3301            dst[_m0].v = lhs[_m0].v + rhs[_m0].v; \
3302        })                                                        \
3303    })
3304
3305
3306#define T_ADD_CONSTANT(DATA_TYPE, M0, N0, lhs, rhs_constant, dst) \
3307    ({                                                            \
3308        LOOP_UNROLLING(int, _m0, 0, 1, M0,                        \
3309        {                                                         \
3310            dst[_m0].v = lhs[_m0].v + (DATA_TYPE)rhs_constant;               \
3311        })                                                        \
3312    })
3313
3314#define T_ELTWISE_BROADCAST_ADD_X(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_ADD, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3315#define T_ELTWISE_BROADCAST_LHS_X_ADD(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_LHS_X(V_ADD, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3316#define T_ELTWISE_BROADCAST_RHS_X_ADD(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_ADD, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3317
3318#define T_ELTWISE_BROADCAST_LHS_X_SUB(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_LHS_X(V_SUB, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3319#define T_ELTWISE_BROADCAST_RHS_X_SUB(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_SUB, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3320
3321#define T_ELTWISE_BROADCAST_DIV_X(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_DIV, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3322
3323#define T_ELTWISE_BROADCAST_LHS_X_MUL(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_LHS_X(V_MUL, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3324#define T_ELTWISE_BROADCAST_RHS_X_MUL(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_MUL, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3325
3326
3327#define T_SCALE_CONSTANT(DATA_TYPE, M0, N0, lhs, rhs_constant, dst) \
3328    ({                                                            \
3329        LOOP_UNROLLING(int, _m0, 0, 1, M0,                        \
3330        {                                                         \
3331            dst[_m0].v = lhs[_m0].v * (DATA_TYPE)rhs_constant; \
3332        })                                                        \
3333    })
3334
3335
3336#define T_ELTWISE_BROADCAST_X(T_ELWISE_OP, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) \
3337    ({                                                      \
3338        LOOP_UNROLLING(int, _m0, 0, 1, M0,                  \
3339        {                                                   \
3340            dst[_m0].v = T_ELWISE_OP(CONVERT(lhs[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)), CONVERT(rhs[0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)));             \
3341        })                                                  \
3342    })
3343
3344
3345#define T_ELTWISE_BROADCAST_LHS_X(T_ELWISE_OP, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) \
3346    ({                                                      \
3347        LOOP_UNROLLING(int, _m0, 0, 1, M0,                  \
3348        {                                                   \
3349            dst[_m0].v = T_ELWISE_OP(CONVERT(lhs[0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)), CONVERT(rhs[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)));             \
3350        })                                                  \
3351    })
3352
3353#define T_ELTWISE_ADD(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE(V_ADD, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3354#define T_ELTWISE_SUB(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE(V_SUB, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3355#define T_ELTWISE_DIV(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE(V_DIV, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3356#define T_ELTWISE_MUL(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE(V_MUL, DST_DATA_TYPE, M0, N0, lhs, rhs, dst)
3357
3358
3359#define T_ELTWISE(T_ELWISE_OP, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) \
3360    ({                                                      \
3361        LOOP_UNROLLING(int, _m0, 0, 1, M0,                  \
3362        {                                                   \
3363            dst[_m0].v = T_ELWISE_OP(CONVERT(lhs[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)), CONVERT(rhs[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)));             \
3364        })                                                  \
3365    })
3366
3367
3368#define T_FLOOR(DST_DATA_TYPE, M0, N0, src, dst) \
3369    ({                                                      \
3370        LOOP_UNROLLING(int, _m0, 0, 1, M0,                  \
3371        {                                                   \
3372            dst[_m0].v = floor(CONVERT(src[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)));             \
3373        })                                                  \
3374    })
3375
3376
3377#define T_MMUL(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, LHS_LAYOUT, RHS_LAYOUT, lhs, rhs, dst) T_MMUL_##LHS_LAYOUT##_##RHS_LAYOUT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)
3378#define T_MMUL_NT_T(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_##LHS_DATA_TYPE##_##RHS_DATA_TYPE##_##DST_DATA_TYPE(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)
3379#define T_MMUL_NT_T_float_float_float(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_FLOAT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)
3380#define T_MMUL_NT_T_half_half_float(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_FLOAT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)
3381#define T_MMUL_NT_T_half_half_half(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_FLOAT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)
3382#define T_MMUL_NT_T_char_char_int(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)
3383#define T_MMUL_NT_T_uchar_uchar_uint(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)
3384#define T_MMUL_NT_T_uchar_uchar_int(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)
3385#define T_MMUL_NT_T_FLOAT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)                       \
3386    {                                                                                     \
3387        LOOP_UNROLLING(int, _m, 0, 1, M0,                                                 \
3388        {                                                                                 \
3389            LOOP_UNROLLING(int, _n, 0, 1, N0,                                             \
3390            {                                                                             \
3391                LOOP_UNROLLING(int, _k, 0, 1, K0,                                         \
3392                {                                                                         \
3393                    dst[_m].s[_n] = fma((DST_DATA_TYPE)(lhs[_m].s[_k]), (DST_DATA_TYPE)(rhs[_n].s[_k]), dst[_m].s[_n]); \
3394                })                                                                        \
3395            })                                                                            \
3396        })                                                                                \
3397    }
3398
3399#define T_MMUL_NT_T_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)                            \
3400    ({ \
3401        LOOP_UNROLLING(int, _m, 0, 1, M0, \
3402        { \
3403            LOOP_UNROLLING(int, _n, 0, 1, N0, \
3404            { \
3405                DOT_PRODUCT_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, K0, (lhs[_m].v), (rhs[_n].v), dst[_m].s[_n]); \
3406            })                                                                                             \
3407        })                                                                                             \
3408    })
3409
3410#endif
3411
3412#if defined(INDIRECT_CONVOLUTION_ADDRESS_PRECALCULATION)
3413
3414
3415
3416__kernel void indirect_convolution_address_precalculation(
3417    TENSOR4D_WO_T(dst, DST_TENSOR_TYPE))
3418{
3419    const int x = get_global_id(0);
3420    const int y = get_global_id(1);
3421    const int z = get_global_id(2);
3422
3423
3424
3425
3426    const int mi = x % M0;
3427
3428    const int ki = x / M0;
3429
3430    const int xk = ki % WEI_CONV_WIDTH;
3431
3432    const int yk = ki / WEI_CONV_WIDTH;
3433
3434    TILE(DST_DATA_TYPE, 1, 1, xi);
3435    TILE(DST_DATA_TYPE, 1, 1, yi);
3436    TILE(DST_DATA_TYPE, 1, 1, my);
3437
3438    const int mout = y * M0;
3439
3440    xi[0].s[0] = ((mout + mi) % DST_CONV_WIDTH) * STRIDE_X;
3441    yi[0].s[0] = ((mout + mi) / DST_CONV_WIDTH) * STRIDE_Y;
3442    xi[0].s[0] -= PAD_LEFT;
3443    yi[0].s[0] -= PAD_TOP;
3444
3445    const int x_s = xi[0].s[0] + xk;
3446    const int y_s = yi[0].s[0] + yk;
3447    my[0].s[0]    = x_s + y_s * SRC_CONV_WIDTH;
3448    my[0].s[0]    = my[0].s[0] + z * (int)(SRC_CONV_WIDTH * SRC_CONV_HEIGHT);
3449    my[0].s[0]    = select(-1, my[0].s[0], x_s >= 0);
3450    my[0].s[0]    = select(-1, my[0].s[0], x_s < SRC_CONV_WIDTH);
3451    my[0].s[0]    = select(-1, my[0].s[0], y_s >= 0);
3452    my[0].s[0]    = select(-1, my[0].s[0], y_s < SRC_CONV_HEIGHT);
3453
3454    VSTORE(1)
3455    (my[0].s[0], 0, (__global DST_DATA_TYPE *)(dst_ptr + dst_offset_first_element_in_bytes + x * sizeof(DST_DATA_TYPE) + y * dst_stride_y + z * dst_stride_z));
3456}
3457#endif
3458
3459#if defined(INDIRECT_CONVOLUTION_NHWC)
3460
3461
3462
3463__kernel void indirect_convolution_nhwc(
3464    TENSOR4D_RO_T(src, SRC_TENSOR_TYPE),
3465    TENSOR4D_RO_T(off, OFF_TENSOR_TYPE),
3466    TENSOR4D_WO_T(dst, DST_TENSOR_TYPE),
3467    TENSOR4D_RO_T(wei, WEI_TENSOR_TYPE)
3468#if defined(HAS_BIAS)
3469    ,
3470    VECTOR_DECLARATION(bia)
3471#endif
3472)
3473{
3474
3475
3476#define _IWEI_WIDTH WEI_WIDTH
3477#define _IWEI_HEIGHT WEI_HEIGHT
3478#define _ISRC_CHANNELS SRC_CHANNELS
3479#define _IDST_WIDTH DST_WIDTH
3480#define _IDST_HEIGHT DST_HEIGHT
3481#define _IY_MULTIPLIER (_IWEI_WIDTH * _IWEI_HEIGHT)
3482
3483    const int cout = GET_SPATIAL_IDX(0, N0, PARTIAL_N0);
3484    const int mout = GET_SPATIAL_IDX(1, M0, 0);
3485    const int bout = GET_SPATIAL_IDX(2, 1, 0);
3486
3487    off_offset_first_element_in_bytes += get_global_id(1) * off_stride_y;
3488    off_offset_first_element_in_bytes += bout * off_stride_z;
3489
3490
3491    TILE(DST_DATA_TYPE, M0, N0, c);
3492
3493    LOOP_UNROLLING(int, i, 0, 1, M0,
3494    {
3495        c[i].v = 0;
3496    })
3497
3498    for(int i = 0; i < (_IWEI_WIDTH * _IWEI_HEIGHT); ++i)
3499    {
3500        TILE(int, 1, IND_BUFF_VEC_SIZE, my);
3501        T_LOAD(int, 1, IND_BUFF_VEC_SIZE, OFF_TENSOR_TYPE, off, i * M0, 0, 1, 0, my);
3502
3503        int ck = 0;
3504        for(; ck <= (_ISRC_CHANNELS - K0); ck += K0)
3505        {
3506            TILE(SRC_DATA_TYPE, M0, K0, a);
3507            TILE(WEI_DATA_TYPE, N0, K0, b);
3508
3509
3510            LOOP_UNROLLING(int, i, 0, 1, M0,
3511            {
3512                a[i].v = 0.0;
3513            })
3514
3515            LOOP_UNROLLING(int, i, 0, 1, N0,
3516            {
3517                b[i].v = 0.0;
3518            })
3519
3520
3521            T_LOAD2D_INDIRECT(SRC_DATA_TYPE, M0, K0, SRC_TENSOR_TYPE, src, ck, src_stride_y, my, a);
3522
3523
3524            T_LOAD(WEI_DATA_TYPE, N0, K0, WEI_TENSOR_TYPE, wei, ck, cout * _IY_MULTIPLIER + i, _IY_MULTIPLIER, wei_stride_y, b);
3525
3526
3527            T_MMUL(SRC_DATA_TYPE, WEI_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, NT, T, a, b, c);
3528        }
3529
3530
3531#if defined(LEFTOVER_LOOP)
3532
3533        for(; ck < _ISRC_CHANNELS; ++ck)
3534        {
3535            TILE(SRC_DATA_TYPE, M0, 1, a);
3536            TILE(WEI_DATA_TYPE, N0, 1, b);
3537
3538
3539            LOOP_UNROLLING(int, i, 0, 1, M0,
3540            {
3541                a[i].v = 0.0;
3542            })
3543
3544            LOOP_UNROLLING(int, i, 0, 1, N0,
3545            {
3546                b[i].v = 0.0;
3547            })
3548
3549
3550            T_LOAD2D_INDIRECT(SRC_DATA_TYPE, M0, 1, SRC_TENSOR_TYPE, src, ck, src_stride_y, my, a);
3551
3552
3553
3554            T_LOAD(WEI_DATA_TYPE, N0, 1, BUFFER, wei, ck, cout * _IY_MULTIPLIER + i, _IY_MULTIPLIER, wei_stride_y, b);
3555
3556
3557            T_MMUL(SRC_DATA_TYPE, WEI_DATA_TYPE, DST_DATA_TYPE, M0, N0, 1, NT, T, a, b, c);
3558        }
3559#endif
3560    }
3561
3562#if defined(HAS_BIAS)
3563    TILE(BIA_DATA_TYPE, 1, N0, bias0);
3564
3565    T_LOAD(BIA_DATA_TYPE, 1, N0, BUFFER, bia, cout, 0, 1, 0, bias0);
3566
3567
3568    T_ELTWISE_BROADCAST_ADD_X(DST_DATA_TYPE, M0, N0, c, bias0, c);
3569
3570#endif
3571
3572
3573    T_ACTIVATION(DST_DATA_TYPE, M0, N0, ACTIVATION_TYPE, A_VAL, B_VAL, c, c);
3574
3575    TILE(uint, M0, 1, dst_indirect_y);
3576
3577
3578    LOOP_UNROLLING(int, i, 0, 1, M0,
3579    {
3580        dst_indirect_y[i].v = (uint)min(mout + i, (int)(_IDST_WIDTH * _IDST_HEIGHT) - 1);
3581        dst_indirect_y[i].v += bout * (int)(_IDST_WIDTH * _IDST_HEIGHT);
3582    })
3583
3584    const bool x_cond = PARTIAL_N0 != 0 && get_global_id(0) == 0;
3585
3586
3587    T_STORE_INDIRECT_WIDTH_SELECT(DST_DATA_TYPE, M0, N0, PARTIAL_N0, DST_TENSOR_TYPE, dst, cout, dst_stride_y, x_cond, c, dst_indirect_y);
3588
3589#undef _IWEI_WIDTH
3590#undef _IWEI_HEIGHT
3591#undef _ISRC_CHANNELS
3592#undef _IDST_WIDTH
3593#undef _IDST_HEIGHT
3594#undef _IY_MULTIPLIER
3595}
3596#endif  )"