xref: /aosp_15_r20/external/ComputeLibrary/cl_kernels/common/activation_layer_quant.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#define TYPE VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE)
1250
1251#if defined(S1_VAL) && !defined(S2_VAL)
1252#define S2_VAL S1_VAL
1253#endif
1254#if defined(O1_VAL) && !defined(O2_VAL)
1255#define O2_VAL O1_VAL
1256#endif
1257
1258
1259inline TYPE relu_op(TYPE x)
1260{
1261    return max((TYPE)CONST_0, x);
1262}
1263
1264inline TYPE brelu_op(TYPE x)
1265{
1266    return min((TYPE)A_VAL, max((TYPE)CONST_0, x));
1267}
1268
1269inline TYPE lu_brelu_op(TYPE x)
1270{
1271    return min(max(x, (TYPE)B_VAL), (TYPE)A_VAL);
1272}
1273
1274inline TYPE hard_swish_op(TYPE x)
1275{
1276    return (x * ((min(max((TYPE)(x + (TYPE)3.f), (TYPE)0.f), (TYPE)6.f)) * (TYPE)0.166666667f));
1277}
1278
1279inline TYPE identiy_op(TYPE x)
1280{
1281    return x;
1282}
1283
1284#define ACTIVATION_OP2(op, x) op##_op(x)
1285#define ACTIVATION_OP(op, x) ACTIVATION_OP2(op, x)
1286
1287#if defined(S1_VAL) && defined(S2_VAL)
1288#if defined(O1_VAL) && defined(O2_VAL)
1289#define PERFORM_ACTIVATION_QUANT(act, data)                                                       \
1290    ({                                                                                            \
1291        data = ACTIVATION_OP(act, data);                                                          \
1292        \
1293        VEC_DATA_TYPE(float, VEC_SIZE)                                                            \
1294        fdata = CONVERT(data, VEC_DATA_TYPE(float, VEC_SIZE));                                    \
1295        \
1296        fdata = round((fdata - (float)O1_VAL) * ((float)S1_VAL / (float)S2_VAL) + (float)O2_VAL); \
1297        data  = CONVERT_SAT(fdata, VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE));                           \
1298    })
1299#else
1300#define PERFORM_ACTIVATION_QUANT(act, data)                             \
1301    ({                                                                  \
1302        data = ACTIVATION_OP(act, data);                                \
1303        \
1304        VEC_DATA_TYPE(float, VEC_SIZE)                                  \
1305        fdata = CONVERT(data, VEC_DATA_TYPE(float, VEC_SIZE));          \
1306        \
1307        fdata = round((fdata) * ((float)S1_VAL / (float)S2_VAL));       \
1308        data  = CONVERT_SAT(fdata, VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE)); \
1309    })
1310#endif
1311#else
1312#define PERFORM_ACTIVATION_QUANT(act, data) \
1313    ({                                      \
1314        data = ACTIVATION_OP(act, data);    \
1315    })
1316#endif
1317
1318#define VEC_FLOAT VEC_DATA_TYPE(float, VEC_SIZE)
1319
1320#if defined(FLOAT_DOMAIN)
1321
1322
1323
1324
1325
1326#ifndef ARM_COMPUTE_HELPER_H
1327#define ARM_COMPUTE_HELPER_H
1328
1329
1330
1331
1332#define STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1333    VSTORE(N0)                                                 \
1334    (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0));
1335
1336#define STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1337    STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1338    VSTORE(N0)                                                 \
1339    (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1));
1340
1341#define STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1342    STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1343    VSTORE(N0)                                                 \
1344    (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2));
1345
1346#define STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1347    STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1348    VSTORE(N0)                                                 \
1349    (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3));
1350
1351#define STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1352    STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1353    VSTORE(N0)                                                 \
1354    (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4));
1355
1356#define STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1357    STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1358    VSTORE(N0)                                                 \
1359    (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5));
1360
1361#define STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1362    STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1363    VSTORE(N0)                                                 \
1364    (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6));
1365
1366#define STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1367    STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1368    VSTORE(N0)                                                 \
1369    (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7));
1370
1371#define STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1372    STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1373    VSTORE(N0)                                                 \
1374    (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8));
1375
1376#define STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1377    STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \
1378    VSTORE(N0)                                                  \
1379    (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9));
1380
1381#define STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1382    STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1383    VSTORE(N0)                                                  \
1384    (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A));
1385
1386#define STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1387    STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1388    VSTORE(N0)                                                  \
1389    (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B));
1390
1391#define STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1392    STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1393    VSTORE(N0)                                                  \
1394    (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C));
1395
1396#define STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1397    STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1398    VSTORE(N0)                                                  \
1399    (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D));
1400
1401#define STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1402    STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1403    VSTORE(N0)                                                  \
1404    (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E));
1405
1406#define STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1407    STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1408    VSTORE(N0)                                                  \
1409    (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F));
1410
1411
1412
1413#define CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1414    VSTORE(N0)                                                         \
1415    (CONVERT_SAT((BASENAME##0), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0));
1416
1417#define CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1418    CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1419    VSTORE(N0)                                                         \
1420    (CONVERT_SAT((BASENAME##1), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1));
1421
1422#define CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1423    CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1424    VSTORE(N0)                                                         \
1425    (CONVERT_SAT((BASENAME##2), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2));
1426
1427#define CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1428    CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1429    VSTORE(N0)                                                         \
1430    (CONVERT_SAT((BASENAME##3), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3));
1431
1432#define CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1433    CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1434    VSTORE(N0)                                                         \
1435    (CONVERT_SAT((BASENAME##4), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4));
1436
1437#define CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1438    CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1439    VSTORE(N0)                                                         \
1440    (CONVERT_SAT((BASENAME##5), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5));
1441
1442#define CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1443    CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1444    VSTORE(N0)                                                         \
1445    (CONVERT_SAT((BASENAME##6), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6));
1446
1447#define CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1448    CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1449    VSTORE(N0)                                                         \
1450    (CONVERT_SAT((BASENAME##7), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7));
1451
1452#define CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1453    CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1454    VSTORE(N0)                                                         \
1455    (CONVERT_SAT((BASENAME##8), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8));
1456
1457#define CONVERT_STORE_ROW_10(N0, DATA, BASENAME, PTR, STRIDE_Y, Z) \
1458    CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1459    VSTORE(N0)                                                     \
1460    (CONVERT_SAT((BASENAME##9), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9));
1461
1462#define CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1463    CONVERT_STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1464    VSTORE(N0)                                                          \
1465    (CONVERT_SAT((BASENAME##A), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A));
1466
1467#define CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1468    CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1469    VSTORE(N0)                                                          \
1470    (CONVERT_SAT((BASENAME##B), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B));
1471
1472#define CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1473    CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1474    VSTORE(N0)                                                          \
1475    (CONVERT_SAT((BASENAME##C), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C));
1476
1477#define CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1478    CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1479    VSTORE(N0)                                                          \
1480    (CONVERT_SAT((BASENAME##D), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D));
1481
1482#define CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1483    CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1484    VSTORE(N0)                                                          \
1485    (CONVERT_SAT((BASENAME##E), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E));
1486
1487#define CONVERT_STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1488    CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1489    VSTORE(N0)                                                          \
1490    (CONVERT_SAT((BASENAME##F), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F));
1491
1492
1493
1494
1495#define STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1496#define STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1497
1498
1499
1500#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)
1501#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)
1502
1503
1504
1505#define STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1506    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1507    (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0));
1508
1509#define STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1510    STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1511    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1512    (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1));
1513
1514#define STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1515    STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1516    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1517    (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2));
1518
1519#define STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1520    STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1521    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1522    (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3));
1523
1524#define STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1525    STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1526    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1527    (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4));
1528
1529#define STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1530    STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1531    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1532    (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5));
1533
1534#define STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1535    STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1536    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1537    (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6));
1538
1539#define STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1540    STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1541    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1542    (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7));
1543
1544#define STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1545    STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1546    VSTORE_PARTIAL(N0, STORE_N0)                                                 \
1547    (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8));
1548
1549#define STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1550    STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \
1551    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1552    (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9));
1553
1554#define STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1555    STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1556    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1557    (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A));
1558
1559#define STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1560    STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1561    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1562    (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B));
1563
1564#define STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1565    STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1566    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1567    (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C));
1568
1569#define STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1570    STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1571    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1572    (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D));
1573
1574#define STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1575    STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1576    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1577    (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E));
1578
1579#define STORE_ROW_PARTIAL_16(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \
1580    STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \
1581    VSTORE_PARTIAL(N0, STORE_N0)                                                  \
1582    (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F));
1583
1584
1585
1586#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)
1587#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)
1588
1589#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) \
1590    if(!(PARTIAL_COND_X) && !(PARTIAL_COND_Y))                                                                                                            \
1591    {                                                                                                                                                     \
1592        STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                                           \
1593    }                                                                                                                                                     \
1594    else if((PARTIAL_COND_Y) && !(PARTIAL_COND_X))                                                                                                        \
1595    {                                                                                                                                                     \
1596        STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \
1597    }                                                                                                                                                     \
1598    else if(!(PARTIAL_COND_Y) && (PARTIAL_COND_X))                                                                                                        \
1599    {                                                                                                                                                     \
1600        STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \
1601    }                                                                                                                                                     \
1602    else                                                                                                                                                  \
1603    {                                                                                                                                                     \
1604        STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                               \
1605    }
1606
1607#define STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) \
1608    if(!(PARTIAL_COND_X))                                                                                         \
1609    {                                                                                                             \
1610        STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \
1611    }                                                                                                             \
1612    else                                                                                                          \
1613    {                                                                                                             \
1614        STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \
1615    }
1616
1617#define STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) \
1618    if(!(PARTIAL_COND_Y))                                                                                         \
1619    {                                                                                                             \
1620        STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \
1621    }                                                                                                             \
1622    else                                                                                                          \
1623    {                                                                                                             \
1624        STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \
1625    }
1626
1627
1628#if defined(PARTIAL_STORE_M0) && defined(PARTIAL_STORE_N0)
1629
1630
1631#if PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0
1632
1633#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) \
1634    STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)
1635
1636#elif PARTIAL_STORE_M0 > 0 && PARTIAL_STORE_N0 == 0
1637
1638#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) \
1639    STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y)
1640
1641#elif PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 > 0
1642
1643#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) \
1644    STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X)
1645
1646#else
1647
1648#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) \
1649    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)
1650
1651#endif
1652
1653#endif
1654
1655
1656#if defined(PARTIAL_STORE_M0)
1657
1658#define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \
1659    ((uint)(max(0, (int)(y * M0) - (int)((M0 - PARTIAL_STORE_M0) % M0))))
1660#else
1661#define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \
1662    ((uint)(y * M0))
1663#endif
1664
1665
1666
1667#define STORE_VECTOR_SELECT(basename, data_type, ptr, vec_size, leftover, cond) \
1668    STORE_BLOCK_PARTIAL_IN_X(1, vec_size, data_type, basename, ptr, 0, 0, leftover, cond)
1669
1670
1671#if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16)
1672#pragma OPENCL EXTENSION cl_khr_fp16 : enable
1673#endif
1674
1675#if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8)
1676#pragma OPENCL EXTENSION cl_arm_integer_dot_product_int8 : enable
1677#endif
1678
1679#if defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8)
1680#pragma OPENCL EXTENSION cl_arm_integer_dot_product_accumulate_int8 : enable
1681#endif
1682
1683#if defined(ARM_COMPUTE_DEBUG_ENABLED) && defined(cl_arm_printf)
1684#pragma OPENCL EXTENSION cl_arm_printf : enable
1685#endif
1686
1687#define GPU_ARCH_MIDGARD 0x100
1688#define GPU_ARCH_BIFROST 0x200
1689#define GPU_ARCH_VALHALL 0x300
1690
1691
1692#define CONCAT(a, b) a##b
1693
1694
1695#define EXPAND(x) x
1696
1697
1698#define CLAMP(x, min_val, max_val) min(max(x, min_val), max_val)
1699
1700
1701#define REV1(x) ((x))
1702#define REV2(x) ((x).s10)
1703#define REV3(x) ((x).s210)
1704#define REV4(x) ((x).s3210)
1705#define REV8(x) ((x).s76543210)
1706#define REV16(x) ((x).sFEDCBA9876543210)
1707
1708
1709
1710#define REVERSE_STR(x, s) REV##s((x))
1711#define REVERSE(x, s) REVERSE_STR(x, s)
1712
1713
1714
1715#define ROT1_0(x) ((x))
1716#define ROT1_1(x) ((x))
1717
1718#define ROT2_0(x) ((x))
1719#define ROT2_1(x) ((x).s10)
1720#define ROT2_2(x) ((x))
1721
1722#define ROT3_0(x) ((x))
1723#define ROT3_1(x) ((x).s201)
1724#define ROT3_2(x) ((x).s120)
1725#define ROT3_3(x) ((x))
1726
1727#define ROT4_0(x) ((x))
1728#define ROT4_1(x) ((x).s3012)
1729#define ROT4_2(x) ((x).s2301)
1730#define ROT4_3(x) ((x).s1230)
1731#define ROT4_4(x) ((x))
1732
1733#define ROT8_0(x) ((x))
1734#define ROT8_1(x) ((x).s70123456)
1735#define ROT8_2(x) ((x).s67012345)
1736#define ROT8_3(x) ((x).s56701234)
1737#define ROT8_4(x) ((x).s45670123)
1738#define ROT8_5(x) ((x).s34567012)
1739#define ROT8_6(x) ((x).s23456701)
1740#define ROT8_7(x) ((x).s12345670)
1741#define ROT8_8(x) ((x))
1742
1743#define ROT16_0(x) ((x))
1744#define ROT16_1(x) ((x).sF0123456789ABCDE)
1745#define ROT16_2(x) ((x).sEF0123456789ABCD)
1746#define ROT16_3(x) ((x).sDEF0123456789ABC)
1747#define ROT16_4(x) ((x).sCDEF0123456789AB)
1748#define ROT16_5(x) ((x).sBCDEF0123456789A)
1749#define ROT16_6(x) ((x).sABCDEF0123456789)
1750#define ROT16_7(x) ((x).s9ABCDEF012345678)
1751#define ROT16_8(x) ((x).s89ABCDEF01234567)
1752#define ROT16_9(x) ((x).s789ABCDEF0123456)
1753#define ROT16_10(x) ((x).s6789ABCDEF012345)
1754#define ROT16_11(x) ((x).s56789ABCDEF01234)
1755#define ROT16_12(x) ((x).s456789ABCDEF0123)
1756#define ROT16_13(x) ((x).s3456789ABCDEF012)
1757#define ROT16_14(x) ((x).s23456789ABCDEF01)
1758#define ROT16_15(x) ((x).s123456789ABCDEF0)
1759#define ROT16_16(x) ((x))
1760
1761
1762
1763#define ROTATE_STR(x, s, n) ROT##s##_##n(x)
1764#define ROTATE(x, s, n) ROTATE_STR(x, s, n)
1765
1766
1767
1768#define V_OFFS1(dt) (dt##1)(0)
1769#define V_OFFS2(dt) (dt##2)(0, 1)
1770#define V_OFFS3(dt) (dt##3)(0, 1, 2)
1771#define V_OFFS4(dt) (dt##4)(0, 1, 2, 3)
1772#define V_OFFS8(dt) (dt##8)(0, 1, 2, 3, 4, 5, 6, 7)
1773#define V_OFFS16(dt) (dt##16)(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15)
1774
1775
1776
1777#define VEC_OFFS_STR(dt, s) V_OFFS##s(dt)
1778#define VEC_OFFS(dt, s) VEC_OFFS_STR(dt, s)
1779
1780
1781#define VLOAD_STR(size) vload##size
1782#define VLOAD(size) VLOAD_STR(size)
1783
1784
1785#define VLOAD_PARTIAL_STR(size, load_size) vload_partial_##size##_##load_size
1786#define VLOAD_PARTIAL(size, load_size) VLOAD_PARTIAL_STR(size, load_size)
1787
1788#define NO_LOAD(data, offs, ptr) \
1789    {                            \
1790    }
1791
1792
1793#define vload_partial_1_0 NO_LOAD
1794#define vload_partial_1_1 vload1
1795#define vload_partial_1_2 NO_LOAD
1796#define vload_partial_1_3 NO_LOAD
1797#define vload_partial_1_4 NO_LOAD
1798#define vload_partial_1_5 NO_LOAD
1799#define vload_partial_1_6 NO_LOAD
1800#define vload_partial_1_7 NO_LOAD
1801#define vload_partial_1_8 NO_LOAD
1802#define vload_partial_1_9 NO_LOAD
1803#define vload_partial_1_10 NO_LOAD
1804#define vload_partial_1_11 NO_LOAD
1805#define vload_partial_1_12 NO_LOAD
1806#define vload_partial_1_13 NO_LOAD
1807#define vload_partial_1_14 NO_LOAD
1808#define vload_partial_1_15 NO_LOAD
1809#define vload_partial_1_16 NO_LOAD
1810
1811#define vload_partial_2_0 NO_LOAD
1812#define vload_partial_2_1 vload_partial_1
1813#define vload_partial_2_2 vload_partial_2
1814#define vload_partial_2_3 NO_LOAD
1815#define vload_partial_2_4 NO_LOAD
1816#define vload_partial_2_5 NO_LOAD
1817#define vload_partial_2_6 NO_LOAD
1818#define vload_partial_2_7 NO_LOAD
1819#define vload_partial_2_8 NO_LOAD
1820#define vload_partial_2_9 NO_LOAD
1821#define vload_partial_2_10 NO_LOAD
1822#define vload_partial_2_11 NO_LOAD
1823#define vload_partial_2_12 NO_LOAD
1824#define vload_partial_2_13 NO_LOAD
1825#define vload_partial_2_14 NO_LOAD
1826#define vload_partial_2_15 NO_LOAD
1827#define vload_partial_2_16 NO_LOAD
1828
1829#define vload_partial_3_0 NO_LOAD
1830#define vload_partial_3_1 vload_partial_1
1831#define vload_partial_3_2 vload_partial_2
1832#define vload_partial_3_3 vload_partial_3
1833#define vload_partial_3_4 NO_LOAD
1834#define vload_partial_3_5 NO_LOAD
1835#define vload_partial_3_6 NO_LOAD
1836#define vload_partial_3_7 NO_LOAD
1837#define vload_partial_3_8 NO_LOAD
1838#define vload_partial_3_9 NO_LOAD
1839#define vload_partial_3_10 NO_LOAD
1840#define vload_partial_3_11 NO_LOAD
1841#define vload_partial_3_12 NO_LOAD
1842#define vload_partial_3_13 NO_LOAD
1843#define vload_partial_3_14 NO_LOAD
1844#define vload_partial_3_15 NO_LOAD
1845#define vload_partial_3_16 NO_LOAD
1846
1847#define vload_partial_4_0 NO_LOAD
1848#define vload_partial_4_1 vload_partial_1
1849#define vload_partial_4_2 vload_partial_2
1850#define vload_partial_4_3 vload_partial_3
1851#define vload_partial_4_4 vload_partial_4
1852#define vload_partial_4_5 NO_LOAD
1853#define vload_partial_4_6 NO_LOAD
1854#define vload_partial_4_7 NO_LOAD
1855#define vload_partial_4_8 NO_LOAD
1856#define vload_partial_4_9 NO_LOAD
1857#define vload_partial_4_10 NO_LOAD
1858#define vload_partial_4_11 NO_LOAD
1859#define vload_partial_4_12 NO_LOAD
1860#define vload_partial_4_13 NO_LOAD
1861#define vload_partial_4_14 NO_LOAD
1862#define vload_partial_4_15 NO_LOAD
1863#define vload_partial_4_16 NO_LOAD
1864
1865#define vload_partial_8_0 NO_LOAD
1866#define vload_partial_8_1 vload_partial_1
1867#define vload_partial_8_2 vload_partial_2
1868#define vload_partial_8_3 vload_partial_3
1869#define vload_partial_8_4 vload_partial_4
1870#define vload_partial_8_5 vload_partial_5
1871#define vload_partial_8_6 vload_partial_6
1872#define vload_partial_8_7 vload_partial_7
1873#define vload_partial_8_8 vload_partial_8
1874#define vload_partial_8_9 NO_LOAD
1875#define vload_partial_8_10 NO_LOAD
1876#define vload_partial_8_11 NO_LOAD
1877#define vload_partial_8_12 NO_LOAD
1878#define vload_partial_8_13 NO_LOAD
1879#define vload_partial_8_14 NO_LOAD
1880#define vload_partial_8_15 NO_LOAD
1881#define vload_partial_8_16 NO_LOAD
1882
1883#define vload_partial_16_0 NO_LOAD
1884#define vload_partial_16_1 vload_partial_1
1885#define vload_partial_16_2 vload_partial_2
1886#define vload_partial_16_3 vload_partial_3
1887#define vload_partial_16_4 vload_partial_4
1888#define vload_partial_16_5 vload_partial_5
1889#define vload_partial_16_6 vload_partial_6
1890#define vload_partial_16_7 vload_partial_7
1891#define vload_partial_16_8 vload_partial_8
1892#define vload_partial_16_9 vload_partial_9
1893#define vload_partial_16_10 vload_partial_10
1894#define vload_partial_16_11 vload_partial_11
1895#define vload_partial_16_12 vload_partial_12
1896#define vload_partial_16_13 vload_partial_13
1897#define vload_partial_16_14 vload_partial_14
1898#define vload_partial_16_15 vload_partial_15
1899#define vload_partial_16_16 vload_partial_16
1900
1901
1902#define vload_partial_1(DATA, OFFSET, PTR) \
1903    DATA.s0 = vload1(OFFSET, PTR);
1904
1905#define vload_partial_2(DATA, OFFSET, PTR) \
1906    DATA.s01 = vload2(OFFSET, PTR);
1907
1908#define vload_partial_3(DATA, OFFSET, PTR) \
1909    DATA.s012 = vload3(OFFSET, PTR);
1910
1911#define vload_partial_4(DATA, OFFSET, PTR) \
1912    DATA.s0123 = vload4(OFFSET, PTR);
1913
1914#define vload_partial_5(DATA, OFFSET, PTR)    \
1915    vload_partial_4(DATA.s0123, OFFSET, PTR); \
1916    DATA.s4 = vload1(OFFSET, PTR + 4);
1917
1918#define vload_partial_6(DATA, OFFSET, PTR)    \
1919    vload_partial_4(DATA.s0123, OFFSET, PTR); \
1920    vload_partial_2(DATA.s45, OFFSET, PTR + 4);
1921
1922#define vload_partial_7(DATA, OFFSET, PTR)    \
1923    vload_partial_4(DATA.s0123, OFFSET, PTR); \
1924    vload_partial_3(DATA.s456, OFFSET, PTR + 4);
1925
1926#define vload_partial_8(DATA, OFFSET, PTR) \
1927    DATA.s01234567 = vload8(OFFSET, PTR);
1928
1929#define vload_partial_9(DATA, OFFSET, PTR)        \
1930    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1931    DATA.s8 = vload1(OFFSET, PTR + 8);
1932
1933#define vload_partial_10(DATA, OFFSET, PTR)       \
1934    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1935    vload_partial_2(DATA.s89, OFFSET, PTR + 8);
1936
1937#define vload_partial_11(DATA, OFFSET, PTR)       \
1938    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1939    vload_partial_3(DATA.s89A, OFFSET, PTR + 8);
1940
1941#define vload_partial_12(DATA, OFFSET, PTR)       \
1942    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1943    vload_partial_4(DATA.s89AB, OFFSET, PTR + 8);
1944
1945#define vload_partial_13(DATA, OFFSET, PTR)       \
1946    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1947    vload_partial_5(DATA.s89ABCDEF, OFFSET, PTR + 8);
1948
1949#define vload_partial_14(DATA, OFFSET, PTR)       \
1950    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1951    vload_partial_6(DATA.s89ABCDEF, OFFSET, PTR + 8);
1952
1953#define vload_partial_15(DATA, OFFSET, PTR)       \
1954    vload_partial_8(DATA.s01234567, OFFSET, PTR); \
1955    vload_partial_7(DATA.s89ABCDEF, OFFSET, PTR + 8);
1956
1957#define vload_partial_16(DATA, OFFSET, PTR) \
1958    DATA = vload16(OFFSET, PTR);
1959
1960
1961
1962#define PIXEL_UNIT4 1
1963#define PIXEL_UNIT8 2
1964#define PIXEL_UNIT16 4
1965
1966
1967#define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size) PIXEL_UNIT##vec_size
1968#define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(vec_size) CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size)
1969
1970
1971#define read_image2d_floatx1(img, x_coord, y_coord) (float4)(read_imagef(img, (int2)(x_coord, y_coord)));
1972#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)));
1973#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)));
1974
1975#if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16)
1976#define read_image2d_halfx1(img, x_coord, y_coord) (half4)(read_imageh(img, (int2)(x_coord, y_coord)));
1977#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)));
1978#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)));
1979#endif
1980
1981#define write_image2d_floatx1(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values));
1982#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));
1983#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));
1984
1985#if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16)
1986#define write_image2d_halfx1(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values));
1987#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));
1988#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));
1989#endif
1990
1991
1992#define READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord) read_image2d_##data_type##x##n0(img, x_coord, y_coord)
1993#define READ_IMAGE2D(data_type, n0, img, x_coord, y_coord) READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord)
1994
1995
1996#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)
1997#define WRITE_IMAGE2D(data_type, n0, img, x_coord, y_coord, values) WRITE_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord, values)
1998
1999#define VSTORE_STR(size) vstore##size
2000#define VSTORE(size) VSTORE_STR(size)
2001
2002#define float1 float
2003#define half1 half
2004#define char1 char
2005#define uchar1 uchar
2006#define short1 short
2007#define ushort1 ushort
2008#define int1 int
2009#define uint1 uint
2010#define long1 long
2011#define ulong1 ulong
2012#define double1 double
2013
2014#define vload1(OFFSET, PTR) *(OFFSET + PTR)
2015#define vstore1(DATA, OFFSET, PTR) *(OFFSET + PTR) = DATA
2016
2017
2018#define VSTORE_PARTIAL_STR(size, store_size) vstore_partial_##size##_##store_size
2019#define VSTORE_PARTIAL(size, store_size) VSTORE_PARTIAL_STR(size, store_size)
2020
2021#define NO_STORE(data, offs, ptr) \
2022    {                             \
2023    }
2024
2025
2026#define vstore_partial_1_0 NO_STORE
2027#define vstore_partial_1_1 vstore1
2028#define vstore_partial_1_2 NO_STORE
2029#define vstore_partial_1_3 NO_STORE
2030#define vstore_partial_1_4 NO_STORE
2031#define vstore_partial_1_5 NO_STORE
2032#define vstore_partial_1_6 NO_STORE
2033#define vstore_partial_1_7 NO_STORE
2034#define vstore_partial_1_8 NO_STORE
2035#define vstore_partial_1_9 NO_STORE
2036#define vstore_partial_1_10 NO_STORE
2037#define vstore_partial_1_11 NO_STORE
2038#define vstore_partial_1_12 NO_STORE
2039#define vstore_partial_1_13 NO_STORE
2040#define vstore_partial_1_14 NO_STORE
2041#define vstore_partial_1_15 NO_STORE
2042#define vstore_partial_1_16 NO_STORE
2043
2044#define vstore_partial_2_0 NO_STORE
2045#define vstore_partial_2_1 vstore_partial_1
2046#define vstore_partial_2_2 vstore_partial_2
2047#define vstore_partial_2_3 NO_STORE
2048#define vstore_partial_2_4 NO_STORE
2049#define vstore_partial_2_5 NO_STORE
2050#define vstore_partial_2_6 NO_STORE
2051#define vstore_partial_2_7 NO_STORE
2052#define vstore_partial_2_8 NO_STORE
2053#define vstore_partial_2_9 NO_STORE
2054#define vstore_partial_2_10 NO_STORE
2055#define vstore_partial_2_11 NO_STORE
2056#define vstore_partial_2_12 NO_STORE
2057#define vstore_partial_2_13 NO_STORE
2058#define vstore_partial_2_14 NO_STORE
2059#define vstore_partial_2_15 NO_STORE
2060#define vstore_partial_2_16 NO_STORE
2061
2062#define vstore_partial_3_0 NO_STORE
2063#define vstore_partial_3_1 vstore_partial_1
2064#define vstore_partial_3_2 vstore_partial_2
2065#define vstore_partial_3_3 vstore_partial_3
2066#define vstore_partial_3_4 NO_STORE
2067#define vstore_partial_3_5 NO_STORE
2068#define vstore_partial_3_6 NO_STORE
2069#define vstore_partial_3_7 NO_STORE
2070#define vstore_partial_3_8 NO_STORE
2071#define vstore_partial_3_9 NO_STORE
2072#define vstore_partial_3_10 NO_STORE
2073#define vstore_partial_3_11 NO_STORE
2074#define vstore_partial_3_12 NO_STORE
2075#define vstore_partial_3_13 NO_STORE
2076#define vstore_partial_3_14 NO_STORE
2077#define vstore_partial_3_15 NO_STORE
2078#define vstore_partial_3_16 NO_STORE
2079
2080#define vstore_partial_4_0 NO_STORE
2081#define vstore_partial_4_1 vstore_partial_1
2082#define vstore_partial_4_2 vstore_partial_2
2083#define vstore_partial_4_3 vstore_partial_3
2084#define vstore_partial_4_4 vstore_partial_4
2085#define vstore_partial_4_5 NO_STORE
2086#define vstore_partial_4_6 NO_STORE
2087#define vstore_partial_4_7 NO_STORE
2088#define vstore_partial_4_8 NO_STORE
2089#define vstore_partial_4_9 NO_STORE
2090#define vstore_partial_4_10 NO_STORE
2091#define vstore_partial_4_11 NO_STORE
2092#define vstore_partial_4_12 NO_STORE
2093#define vstore_partial_4_13 NO_STORE
2094#define vstore_partial_4_14 NO_STORE
2095#define vstore_partial_4_15 NO_STORE
2096#define vstore_partial_4_16 NO_STORE
2097
2098#define vstore_partial_8_0 NO_STORE
2099#define vstore_partial_8_1 vstore_partial_1
2100#define vstore_partial_8_2 vstore_partial_2
2101#define vstore_partial_8_3 vstore_partial_3
2102#define vstore_partial_8_4 vstore_partial_4
2103#define vstore_partial_8_5 vstore_partial_5
2104#define vstore_partial_8_6 vstore_partial_6
2105#define vstore_partial_8_7 vstore_partial_7
2106#define vstore_partial_8_8 vstore_partial_8
2107#define vstore_partial_8_9 NO_STORE
2108#define vstore_partial_8_10 NO_STORE
2109#define vstore_partial_8_11 NO_STORE
2110#define vstore_partial_8_12 NO_STORE
2111#define vstore_partial_8_13 NO_STORE
2112#define vstore_partial_8_14 NO_STORE
2113#define vstore_partial_8_15 NO_STORE
2114#define vstore_partial_8_16 NO_STORE
2115
2116#define vstore_partial_16_0 NO_STORE
2117#define vstore_partial_16_1 vstore_partial_1
2118#define vstore_partial_16_2 vstore_partial_2
2119#define vstore_partial_16_3 vstore_partial_3
2120#define vstore_partial_16_4 vstore_partial_4
2121#define vstore_partial_16_5 vstore_partial_5
2122#define vstore_partial_16_6 vstore_partial_6
2123#define vstore_partial_16_7 vstore_partial_7
2124#define vstore_partial_16_8 vstore_partial_8
2125#define vstore_partial_16_9 vstore_partial_9
2126#define vstore_partial_16_10 vstore_partial_10
2127#define vstore_partial_16_11 vstore_partial_11
2128#define vstore_partial_16_12 vstore_partial_12
2129#define vstore_partial_16_13 vstore_partial_13
2130#define vstore_partial_16_14 vstore_partial_14
2131#define vstore_partial_16_15 vstore_partial_15
2132#define vstore_partial_16_16 vstore_partial_16
2133
2134
2135#define vstore_partial_1(DATA, OFFSET, PTR) \
2136    vstore1(DATA.s0, OFFSET, PTR);
2137
2138#define vstore_partial_2(DATA, OFFSET, PTR) \
2139    vstore2(DATA.s01, OFFSET, PTR);
2140
2141#define vstore_partial_3(DATA, OFFSET, PTR) \
2142    vstore3(DATA.s012, OFFSET, PTR);
2143
2144#define vstore_partial_4(DATA, OFFSET, PTR) \
2145    vstore4(DATA.s0123, OFFSET, PTR);
2146
2147#define vstore_partial_5(DATA, OFFSET, PTR)    \
2148    vstore_partial_4(DATA.s0123, OFFSET, PTR); \
2149    vstore1(DATA.s4, OFFSET, PTR + 4);
2150
2151#define vstore_partial_6(DATA, OFFSET, PTR)    \
2152    vstore_partial_4(DATA.s0123, OFFSET, PTR); \
2153    vstore_partial_2(DATA.s45, OFFSET, PTR + 4);
2154
2155#define vstore_partial_7(DATA, OFFSET, PTR)    \
2156    vstore_partial_4(DATA.s0123, OFFSET, PTR); \
2157    vstore_partial_3(DATA.s456, OFFSET, PTR + 4);
2158
2159#define vstore_partial_8(DATA, OFFSET, PTR) \
2160    vstore8(DATA.s01234567, OFFSET, PTR);
2161
2162#define vstore_partial_9(DATA, OFFSET, PTR)        \
2163    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2164    vstore1(DATA.s8, OFFSET, PTR + 8);
2165
2166#define vstore_partial_10(DATA, OFFSET, PTR)       \
2167    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2168    vstore_partial_2(DATA.s89, OFFSET, PTR + 8);
2169
2170#define vstore_partial_11(DATA, OFFSET, PTR)       \
2171    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2172    vstore_partial_3(DATA.s89a, OFFSET, PTR + 8);
2173
2174#define vstore_partial_12(DATA, OFFSET, PTR)       \
2175    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2176    vstore_partial_4(DATA.s89ab, OFFSET, PTR + 8);
2177
2178#define vstore_partial_13(DATA, OFFSET, PTR)       \
2179    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2180    vstore_partial_5(DATA.s89abcdef, OFFSET, PTR + 8);
2181
2182#define vstore_partial_14(DATA, OFFSET, PTR)       \
2183    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2184    vstore_partial_6(DATA.s89abcdef, OFFSET, PTR + 8);
2185
2186#define vstore_partial_15(DATA, OFFSET, PTR)       \
2187    vstore_partial_8(DATA.s01234567, OFFSET, PTR); \
2188    vstore_partial_7(DATA.s89abcdef, OFFSET, PTR + 8);
2189
2190#define vstore_partial_16(DATA, OFFSET, PTR) \
2191    vstore16(DATA, OFFSET, PTR);
2192
2193
2194
2195
2196
2197#define convert_float_sat convert_float
2198#define convert_float1_sat convert_float
2199#define convert_float2_sat convert_float2
2200#define convert_float3_sat convert_float3
2201#define convert_float4_sat convert_float4
2202#define convert_float8_sat convert_float8
2203#define convert_float16_sat convert_float16
2204#define convert_half_sat convert_float
2205#define convert_half1_sat convert_half
2206#define convert_half2_sat convert_half2
2207#define convert_half3_sat convert_half3
2208#define convert_half4_sat convert_half4
2209#define convert_half8_sat convert_half8
2210#define convert_half16_sat convert_half16
2211
2212#define convert_float1 convert_float
2213#define convert_half1 convert_half
2214#define convert_char1 convert_char
2215#define convert_uchar1 convert_uchar
2216#define convert_short1 convert_short
2217#define convert_ushort1 convert_ushort
2218#define convert_int1 convert_int
2219#define convert_uint1 convert_uint
2220#define convert_long1 convert_long
2221#define convert_ulong1 convert_ulong
2222#define convert_double1 convert_double
2223
2224#define convert_char1_sat convert_char_sat
2225#define convert_uchar1_sat convert_uchar_sat
2226#define convert_uchar2_sat convert_uchar2_sat
2227#define convert_uchar3_sat convert_uchar3_sat
2228#define convert_uchar4_sat convert_uchar4_sat
2229#define convert_uchar8_sat convert_uchar8_sat
2230#define convert_uchar16_sat convert_uchar16_sat
2231#define convert_short1_sat convert_short_sat
2232#define convert_ushort1_sat convert_ushort_sat
2233#define convert_int1_sat convert_int_sat
2234#define convert_uint1_sat convert_uint_sat
2235#define convert_long1_sat convert_long_sat
2236#define convert_ulong1_sat convert_ulong_sat
2237#define convert_double1_sat convert_double_sat
2238
2239#define VEC_DATA_TYPE_STR(type, size) type##size
2240#define VEC_DATA_TYPE(type, size) VEC_DATA_TYPE_STR(type, size)
2241
2242#define CONVERT_STR(x, type) (convert_##type((x)))
2243#define CONVERT(x, type) CONVERT_STR(x, type)
2244
2245#define CONVERT_SAT_STR(x, type) (convert_##type##_sat((x)))
2246#define CONVERT_SAT(x, type) CONVERT_SAT_STR(x, type)
2247
2248#define CONVERT_SAT_ROUND_STR(x, type, round) (convert_##type##_sat_##round((x)))
2249#define CONVERT_SAT_ROUND(x, type, round) CONVERT_SAT_ROUND_STR(x, type, round)
2250
2251#define select_vec_dt_uchar(size) uchar##size
2252#define select_vec_dt_char(size) char##size
2253#define select_vec_dt_ushort(size) ushort##size
2254#define select_vec_dt_short(size) short##size
2255#define select_vec_dt_half(size) short##size
2256#define select_vec_dt_uint(size) uint##size
2257#define select_vec_dt_int(size) int##size
2258#define select_vec_dt_float(size) int##size
2259#define select_vec_dt_ulong(size) ulong##size
2260#define select_vec_dt_long(size) long##size
2261
2262#define SELECT_VEC_DATA_TYPE_STR(type, size) select_vec_dt_##type(size)
2263#define SELECT_VEC_DATA_TYPE(type, size) SELECT_VEC_DATA_TYPE_STR(type, size)
2264#define SELECT_DATA_TYPE(type) SELECT_VEC_DATA_TYPE_STR(type, 1)
2265
2266#define signed_int_vec_dt_uchar(size) char##size
2267#define signed_int_vec_dt_char(size) char##size
2268#define signed_int_vec_dt_ushort(size) short##size
2269#define signed_int_vec_dt_short(size) short##size
2270#define signed_int_vec_dt_half(size) short##size
2271#define signed_int_vec_dt_uint(size) int##size
2272#define signed_int_vec_dt_int(size) int##size
2273#define signed_int_vec_dt_float(size) int##size
2274#define signed_int_vec_dt_ulong(size) long##size
2275#define signed_int_vec_dt_long(size) long##size
2276
2277#define SIGNED_INT_VEC_DATA_TYPE_STR(type, size) signed_int_vec_dt_##type(size)
2278#define SIGNED_INT_VEC_DATA_TYPE(type, size) SIGNED_INT_VEC_DATA_TYPE_STR(type, size)
2279#define SIGNED_INT_DATA_TYPE(type) SIGNED_INT_VEC_DATA_TYPE_STR(type, 1)
2280
2281#define sum_reduce_1(x) (x)
2282#define sum_reduce_2(x) ((x).s0) + ((x).s1)
2283#define sum_reduce_3(x) sum_reduce_2((x).s01) + ((x).s2)
2284#define sum_reduce_4(x) sum_reduce_2((x).s01) + sum_reduce_2((x).s23)
2285#define sum_reduce_8(x) sum_reduce_4((x).s0123) + sum_reduce_4((x).s4567)
2286#define sum_reduce_16(x) sum_reduce_8((x).s01234567) + sum_reduce_8((x).s89ABCDEF)
2287
2288#define SUM_REDUCE_STR(x, size) sum_reduce_##size(x)
2289#define SUM_REDUCE(x, size) SUM_REDUCE_STR(x, size)
2290
2291#define prod_reduce_1(x) (x)
2292#define prod_reduce_2(x) ((x).s0) * ((x).s1)
2293#define prod_reduce_3(x) prod_reduce_2((x).s01) * ((x).s2)
2294#define prod_reduce_4(x) prod_reduce_2((x).s01) * prod_reduce_2((x).s23)
2295#define prod_reduce_8(x) prod_reduce_4((x).s0123) * prod_reduce_4((x).s4567)
2296#define prod_reduce_16(x) prod_reduce_8((x).s01234567) * prod_reduce_8((x).s89ABCDEF)
2297
2298#define PROD_REDUCE_STR(x, size) prod_reduce_##size(x)
2299#define PROD_REDUCE(x, size) PROD_REDUCE_STR(x, size)
2300
2301#define max_reduce_1(x) (x)
2302#define max_reduce_2(x) max(((x).s0), ((x).s1))
2303#define max_reduce_3(x) max(max_reduce_2((x).s01), ((x).s2))
2304#define max_reduce_4(x) max(max_reduce_2((x).s01), max_reduce_2((x).s23))
2305#define max_reduce_8(x) max(max_reduce_4((x).s0123), max_reduce_4((x).s4567))
2306#define max_reduce_16(x) max(max_reduce_8((x).s01234567), max_reduce_8((x).s89ABCDEF))
2307
2308#define MAX_REDUCE_STR(x, size) max_reduce_##size(x)
2309#define MAX_REDUCE(x, size) MAX_REDUCE_STR(x, size)
2310
2311#define VECTOR_DECLARATION(name)     \
2312    __global uchar *name##_ptr,      \
2313    uint        name##_stride_x, \
2314    uint        name##_step_x,   \
2315    uint        name##_offset_first_element_in_bytes
2316
2317#define IMAGE_DECLARATION(name)      \
2318    __global uchar *name##_ptr,      \
2319    uint        name##_stride_x, \
2320    uint        name##_step_x,   \
2321    uint        name##_stride_y, \
2322    uint        name##_step_y,   \
2323    uint        name##_offset_first_element_in_bytes
2324
2325#define TENSOR3D_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##_offset_first_element_in_bytes
2334
2335#define TENSOR4D_DECLARATION(name)   \
2336    __global uchar *name##_ptr,      \
2337    uint        name##_stride_x, \
2338    uint        name##_step_x,   \
2339    uint        name##_stride_y, \
2340    uint        name##_step_y,   \
2341    uint        name##_stride_z, \
2342    uint        name##_step_z,   \
2343    uint        name##_stride_w, \
2344    uint        name##_step_w,   \
2345    uint        name##_offset_first_element_in_bytes
2346
2347#define TENSOR5D_DECLARATION(name)   \
2348    __global uchar *name##_ptr,      \
2349    uint        name##_stride_x, \
2350    uint        name##_step_x,   \
2351    uint        name##_stride_y, \
2352    uint        name##_step_y,   \
2353    uint        name##_stride_z, \
2354    uint        name##_step_z,   \
2355    uint        name##_stride_w, \
2356    uint        name##_step_w,   \
2357    uint        name##_stride_v, \
2358    uint        name##_step_v,   \
2359    uint        name##_offset_first_element_in_bytes
2360
2361#define CONVERT_TO_VECTOR_STRUCT(name) \
2362    update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x)
2363
2364#define CONVERT_TO_VECTOR_STRUCT_NO_STEP(name) \
2365    update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0)
2366
2367#define CONVERT_TO_IMAGE_STRUCT(name) \
2368    update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y)
2369
2370#define CONVERT_TO_IMAGE_STRUCT_NO_STEP(name) \
2371    update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0)
2372
2373#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \
2374    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)
2375
2376#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP(name) \
2377    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)
2378
2379#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \
2380    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)
2381
2382#define CONVERT_TO_TENSOR3D_STRUCT(name)                                                                                                           \
2383    update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \
2384                                 name##_stride_z, name##_step_z)
2385
2386#define CONVERT_TO_TENSOR3D_STRUCT_NO_STEP(name) \
2387    update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, 0)
2388
2389#define CONVERT_TO_TENSOR4D_STRUCT(name, mod_size)                                                                                                 \
2390    update_tensor4D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \
2391                                 name##_stride_z, name##_step_z, name##_stride_w, name##_step_w, mod_size)
2392
2393#define CONVERT_TO_TENSOR4D_STRUCT_NO_STEP(name, mod_size) \
2394    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)
2395
2396#define CONVERT_TO_TENSOR3D_STRUCT_NO_UPDATE_PTR(name)                                                                                       \
2397    tensor3D_ptr_no_update(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \
2398                           name##_stride_z, name##_step_z)
2399
2400
2401typedef struct Vector
2402{
2403    __global uchar *ptr;
2404    int             offset_first_element_in_bytes;
2405    int             stride_x;
2406} Vector;
2407
2408
2409typedef struct Image
2410{
2411    __global uchar *ptr;
2412    int             offset_first_element_in_bytes;
2413    int             stride_x;
2414    int             stride_y;
2415} Image;
2416
2417
2418typedef struct Tensor3D
2419{
2420    __global uchar *ptr;
2421    int             offset_first_element_in_bytes;
2422    int             stride_x;
2423    int             stride_y;
2424    int             stride_z;
2425} Tensor3D;
2426
2427
2428typedef struct Tensor4D
2429{
2430    __global uchar *ptr;
2431    int             offset_first_element_in_bytes;
2432    int             stride_x;
2433    int             stride_y;
2434    int             stride_z;
2435    int             stride_w;
2436} Tensor4D;
2437
2438
2439inline Vector update_vector_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x)
2440{
2441    Vector vector =
2442    {
2443        .ptr                           = ptr,
2444        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2445        .stride_x                      = stride_x,
2446    };
2447    vector.ptr += vector.offset_first_element_in_bytes + get_global_id(0) * step_x;
2448    return vector;
2449}
2450
2451
2452inline 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)
2453{
2454    Image img =
2455    {
2456        .ptr                           = ptr,
2457        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2458        .stride_x                      = stride_x,
2459        .stride_y                      = stride_y
2460    };
2461    img.ptr += img.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y;
2462    return img;
2463}
2464
2465
2466inline 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)
2467{
2468    Image img =
2469    {
2470        .ptr                           = ptr,
2471        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2472        .stride_x                      = stride_x,
2473        .stride_y                      = stride_y
2474    };
2475    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;
2476    return img;
2477}
2478
2479
2480inline 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)
2481{
2482    Tensor3D tensor =
2483    {
2484        .ptr                           = ptr,
2485        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2486        .stride_x                      = stride_x,
2487        .stride_y                      = stride_y,
2488        .stride_z                      = stride_z
2489    };
2490    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;
2491    return tensor;
2492}
2493
2494
2495inline 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)
2496{
2497    Tensor3D tensor =
2498    {
2499        .ptr                           = ptr,
2500        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2501        .stride_x                      = stride_x,
2502        .stride_y                      = stride_y,
2503        .stride_z                      = stride_z
2504    };
2505    return tensor;
2506}
2507
2508inline 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,
2509                                             uint step_w,
2510                                             uint mod_size)
2511{
2512    Tensor4D tensor =
2513    {
2514        .ptr                           = ptr,
2515        .offset_first_element_in_bytes = offset_first_element_in_bytes,
2516        .stride_x                      = stride_x,
2517        .stride_y                      = stride_y,
2518        .stride_z                      = stride_z,
2519        .stride_w                      = stride_w
2520    };
2521
2522    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;
2523    return tensor;
2524}
2525
2526
2527inline __global const uchar *vector_offset(const Vector *vec, int x)
2528{
2529    return vec->ptr + x * vec->stride_x;
2530}
2531
2532
2533inline __global uchar *offset(const Image *img, int x, int y)
2534{
2535    return img->ptr + x * img->stride_x + y * img->stride_y;
2536}
2537
2538
2539inline __global const uchar *tensor3D_offset(const Tensor3D *tensor, int x, int y, int z)
2540{
2541    return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z;
2542}
2543
2544
2545inline __global const uchar *tensor4D_offset(const Tensor4D *tensor, int x, int y, int z, int w)
2546{
2547    return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + w * tensor->stride_w;
2548}
2549
2550
2551inline __global const uchar *tensor3D_index2ptr(const Tensor3D *tensor, uint width, uint height, uint depth, uint index)
2552{
2553    uint num_elements = width * height;
2554
2555    const uint z = index / num_elements;
2556
2557    index %= num_elements;
2558
2559    const uint y = index / width;
2560
2561    index %= width;
2562
2563    const uint x = index;
2564
2565    return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + tensor->offset_first_element_in_bytes;
2566}
2567
2568#endif
2569
2570#if GPU_ARCH == GPU_ARCH_BIFROST
2571#define MLA(a, b, c) (fma(c, b, a))
2572#else
2573#define MLA(a, b, c) ((b) * (c) + (a))
2574#endif
2575
2576
2577#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))
2578
2579
2580#define logistic_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((DATA_TYPE)1.0 / ((DATA_TYPE)1.0 + exp(-x)))
2581
2582
2583#define tanh_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((DATA_TYPE)A_VAL * tanh((DATA_TYPE)B_VAL * x))
2584
2585
2586#define relu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (max((DATA_TYPE)0.0, x))
2587
2588
2589#define brelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (min((DATA_TYPE)A_VAL, max((DATA_TYPE)0.0, x)))
2590
2591
2592#define lu_brelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (min(max(x, (DATA_TYPE)B_VAL), (DATA_TYPE)A_VAL))
2593
2594
2595#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))
2596
2597
2598#define srelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (log((DATA_TYPE)1.0 + exp(x)))
2599
2600
2601#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)))
2602
2603
2604#define abs_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (fabs(x))
2605
2606
2607#define square_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x * x)
2608
2609
2610#define sqrt_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (sqrt(x))
2611
2612
2613#define linear_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (MLA((DATA_TYPE)B_VAL, (DATA_TYPE)A_VAL, x))
2614
2615
2616#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)))
2617
2618
2619#define identity_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x)
2620
2621#define ACT_OP(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) op##_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL)
2622
2623#define ACTIVATION(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ACT_OP(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL)
2624
2625
2626__kernel void activation_layer_quant_f32(
2627    TENSOR3D_DECLARATION(input)
2628#ifndef IN_PLACE
2629    ,
2630    TENSOR3D_DECLARATION(output)
2631#endif
2632)
2633{
2634    uint x_offs = max((int)(get_global_id(0) * VEC_SIZE * sizeof(DATA_TYPE) - (VEC_SIZE - VEC_SIZE_LEFTOVER) % VEC_SIZE * sizeof(DATA_TYPE)), 0);
2635
2636
2637    __global uchar *input_addr = input_ptr + input_offset_first_element_in_bytes + x_offs + get_global_id(1) * input_stride_y + get_global_id(2) * input_stride_z;
2638#ifdef IN_PLACE
2639    __global uchar *output_addr = input_addr;
2640#else
2641    __global uchar *output_addr = output_ptr + output_offset_first_element_in_bytes + x_offs + get_global_id(1) * output_stride_y + get_global_id(2) * output_stride_z;
2642#endif
2643
2644
2645    TYPE data0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)input_addr);
2646
2647    VEC_FLOAT data_flt = CONVERT(data0, VEC_FLOAT);
2648#if defined(O1_VAL)
2649    data_flt = round(data_flt - (float)O1_VAL) * ((float)S1_VAL);
2650#else
2651    data_flt                    = round(data_flt) * ((float)S1_VAL);
2652#endif
2653    data_flt = ACTIVATION(ACT, float, VEC_SIZE, data_flt, A_VAL, B_VAL);
2654
2655#if defined(O2_VAL)
2656    data0 = CONVERT_SAT(round(data_flt / ((float)S2_VAL)) + (float)O2_VAL, TYPE);
2657#else
2658    data0                       = CONVERT_SAT(round(data_flt / ((float)S2_VAL)), TYPE);
2659#endif
2660
2661
2662    STORE_VECTOR_SELECT(data, DATA_TYPE, output_addr, VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0)
2663}
2664
2665#else
2666
2667
2668#if defined(ACT)
2669
2670__kernel void activation_layer_quant(
2671    TENSOR3D_DECLARATION(input)
2672#ifndef IN_PLACE
2673    ,
2674    TENSOR3D_DECLARATION(output)
2675#endif
2676)
2677{
2678    uint x_offs = max((int)(get_global_id(0) * VEC_SIZE * sizeof(DATA_TYPE) - (VEC_SIZE - VEC_SIZE_LEFTOVER) % VEC_SIZE * sizeof(DATA_TYPE)), 0);
2679
2680
2681    __global uchar *input_addr  = input_ptr + input_offset_first_element_in_bytes + x_offs + get_global_id(1) * input_stride_y + get_global_id(2) * input_stride_z;
2682#ifdef IN_PLACE
2683    __global uchar *output_addr = input_addr;
2684#else
2685    __global uchar *output_addr = output_ptr + output_offset_first_element_in_bytes + x_offs + get_global_id(1) * output_stride_y + get_global_id(2) * output_stride_z;
2686#endif
2687
2688
2689    TYPE data0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)input_addr);
2690
2691    data0 = PERFORM_ACTIVATION_QUANT(ACT, data0);
2692
2693
2694    STORE_VECTOR_SELECT(data, DATA_TYPE, output_addr, VEC_SIZE, VEC_SIZE_LEFTOVER, VEC_SIZE_LEFTOVER != 0 && get_global_id(0) == 0)
2695}
2696#endif
2697#endif  )"