|  | R"( | 
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|  |  | 
|  | #ifndef ARM_COMPUTE_HELPER_H | 
|  | #define ARM_COMPUTE_HELPER_H | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  | #define STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); | 
|  |  | 
|  | #define STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); | 
|  |  | 
|  | #define STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); | 
|  |  | 
|  | #define STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); | 
|  |  | 
|  | #define STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); | 
|  |  | 
|  | #define STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); | 
|  |  | 
|  | #define STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); | 
|  |  | 
|  | #define STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); | 
|  |  | 
|  | #define STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); | 
|  |  | 
|  | #define STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); | 
|  |  | 
|  | #define STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); | 
|  |  | 
|  | #define STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); | 
|  |  | 
|  | #define STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); | 
|  |  | 
|  | #define STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); | 
|  |  | 
|  | #define STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); | 
|  |  | 
|  | #define STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); | 
|  |  | 
|  |  | 
|  |  | 
|  | #define CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##0), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##1), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##2), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##3), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##4), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##5), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##6), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##7), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##8), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_10(N0, DATA, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | VSTORE(N0)                                                     \ | 
|  | (CONVERT_SAT((BASENAME##9), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##A), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##B), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##C), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##D), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##E), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##F), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  | #define STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) | 
|  | #define STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) | 
|  |  | 
|  |  | 
|  |  | 
|  | #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) | 
|  | #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) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_16(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); | 
|  |  | 
|  |  | 
|  |  | 
|  | #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) | 
|  | #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) | 
|  |  | 
|  | #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) \ | 
|  | if(!(PARTIAL_COND_X) && !(PARTIAL_COND_Y))                                                                                                            \ | 
|  | {                                                                                                                                                     \ | 
|  | STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                                           \ | 
|  | }                                                                                                                                                     \ | 
|  | else if((PARTIAL_COND_Y) && !(PARTIAL_COND_X))                                                                                                        \ | 
|  | {                                                                                                                                                     \ | 
|  | STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \ | 
|  | }                                                                                                                                                     \ | 
|  | else if(!(PARTIAL_COND_Y) && (PARTIAL_COND_X))                                                                                                        \ | 
|  | {                                                                                                                                                     \ | 
|  | STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \ | 
|  | }                                                                                                                                                     \ | 
|  | else                                                                                                                                                  \ | 
|  | {                                                                                                                                                     \ | 
|  | STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                               \ | 
|  | } | 
|  |  | 
|  | #define STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) \ | 
|  | if(!(PARTIAL_COND_X))                                                                                         \ | 
|  | {                                                                                                             \ | 
|  | STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \ | 
|  | }                                                                                                             \ | 
|  | else                                                                                                          \ | 
|  | {                                                                                                             \ | 
|  | STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \ | 
|  | } | 
|  |  | 
|  | #define STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) \ | 
|  | if(!(PARTIAL_COND_Y))                                                                                         \ | 
|  | {                                                                                                             \ | 
|  | STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \ | 
|  | }                                                                                                             \ | 
|  | else                                                                                                          \ | 
|  | {                                                                                                             \ | 
|  | STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \ | 
|  | } | 
|  |  | 
|  |  | 
|  | #if defined(PARTIAL_STORE_M0) && defined(PARTIAL_STORE_N0) | 
|  |  | 
|  |  | 
|  | #if PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0 | 
|  |  | 
|  | #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) \ | 
|  | STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) | 
|  |  | 
|  | #elif PARTIAL_STORE_M0 > 0 && PARTIAL_STORE_N0 == 0 | 
|  |  | 
|  | #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) \ | 
|  | STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) | 
|  |  | 
|  | #elif PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 > 0 | 
|  |  | 
|  | #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) \ | 
|  | STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) | 
|  |  | 
|  | #else | 
|  |  | 
|  | #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) \ | 
|  | 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) | 
|  |  | 
|  | #endif | 
|  |  | 
|  | #endif | 
|  |  | 
|  |  | 
|  | #if defined(PARTIAL_STORE_M0) | 
|  |  | 
|  | #define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \ | 
|  | ((uint)(max(0, (int)(y * M0) - (int)((M0 - PARTIAL_STORE_M0) % M0)))) | 
|  | #else | 
|  | #define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \ | 
|  | ((uint)(y * M0)) | 
|  | #endif | 
|  |  | 
|  |  | 
|  |  | 
|  | #define STORE_VECTOR_SELECT(basename, data_type, ptr, vec_size, leftover, cond) \ | 
|  | STORE_BLOCK_PARTIAL_IN_X(1, vec_size, data_type, basename, ptr, 0, 0, leftover, cond) | 
|  |  | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) | 
|  | #pragma OPENCL EXTENSION cl_khr_fp16 : enable | 
|  | #endif | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8) | 
|  | #pragma OPENCL EXTENSION cl_arm_integer_dot_product_int8 : enable | 
|  | #endif | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8) | 
|  | #pragma OPENCL EXTENSION cl_arm_integer_dot_product_accumulate_int8 : enable | 
|  | #endif | 
|  |  | 
|  | #if defined(ARM_COMPUTE_DEBUG_ENABLED) && defined(cl_arm_printf) | 
|  | #pragma OPENCL EXTENSION cl_arm_printf : enable | 
|  | #endif | 
|  |  | 
|  | #define GPU_ARCH_MIDGARD 0x100 | 
|  | #define GPU_ARCH_BIFROST 0x200 | 
|  | #define GPU_ARCH_VALHALL 0x300 | 
|  |  | 
|  |  | 
|  | #define CONCAT(a, b) a##b | 
|  |  | 
|  |  | 
|  | #define EXPAND(x) x | 
|  |  | 
|  |  | 
|  | #define CLAMP(x, min_val, max_val) min(max(x, min_val), max_val) | 
|  |  | 
|  |  | 
|  | #define REV1(x) ((x)) | 
|  | #define REV2(x) ((x).s10) | 
|  | #define REV3(x) ((x).s210) | 
|  | #define REV4(x) ((x).s3210) | 
|  | #define REV8(x) ((x).s76543210) | 
|  | #define REV16(x) ((x).sFEDCBA9876543210) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define REVERSE_STR(x, s) REV##s((x)) | 
|  | #define REVERSE(x, s) REVERSE_STR(x, s) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define ROT1_0(x) ((x)) | 
|  | #define ROT1_1(x) ((x)) | 
|  |  | 
|  | #define ROT2_0(x) ((x)) | 
|  | #define ROT2_1(x) ((x).s10) | 
|  | #define ROT2_2(x) ((x)) | 
|  |  | 
|  | #define ROT3_0(x) ((x)) | 
|  | #define ROT3_1(x) ((x).s201) | 
|  | #define ROT3_2(x) ((x).s120) | 
|  | #define ROT3_3(x) ((x)) | 
|  |  | 
|  | #define ROT4_0(x) ((x)) | 
|  | #define ROT4_1(x) ((x).s3012) | 
|  | #define ROT4_2(x) ((x).s2301) | 
|  | #define ROT4_3(x) ((x).s1230) | 
|  | #define ROT4_4(x) ((x)) | 
|  |  | 
|  | #define ROT8_0(x) ((x)) | 
|  | #define ROT8_1(x) ((x).s70123456) | 
|  | #define ROT8_2(x) ((x).s67012345) | 
|  | #define ROT8_3(x) ((x).s56701234) | 
|  | #define ROT8_4(x) ((x).s45670123) | 
|  | #define ROT8_5(x) ((x).s34567012) | 
|  | #define ROT8_6(x) ((x).s23456701) | 
|  | #define ROT8_7(x) ((x).s12345670) | 
|  | #define ROT8_8(x) ((x)) | 
|  |  | 
|  | #define ROT16_0(x) ((x)) | 
|  | #define ROT16_1(x) ((x).sF0123456789ABCDE) | 
|  | #define ROT16_2(x) ((x).sEF0123456789ABCD) | 
|  | #define ROT16_3(x) ((x).sDEF0123456789ABC) | 
|  | #define ROT16_4(x) ((x).sCDEF0123456789AB) | 
|  | #define ROT16_5(x) ((x).sBCDEF0123456789A) | 
|  | #define ROT16_6(x) ((x).sABCDEF0123456789) | 
|  | #define ROT16_7(x) ((x).s9ABCDEF012345678) | 
|  | #define ROT16_8(x) ((x).s89ABCDEF01234567) | 
|  | #define ROT16_9(x) ((x).s789ABCDEF0123456) | 
|  | #define ROT16_10(x) ((x).s6789ABCDEF012345) | 
|  | #define ROT16_11(x) ((x).s56789ABCDEF01234) | 
|  | #define ROT16_12(x) ((x).s456789ABCDEF0123) | 
|  | #define ROT16_13(x) ((x).s3456789ABCDEF012) | 
|  | #define ROT16_14(x) ((x).s23456789ABCDEF01) | 
|  | #define ROT16_15(x) ((x).s123456789ABCDEF0) | 
|  | #define ROT16_16(x) ((x)) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define ROTATE_STR(x, s, n) ROT##s##_##n(x) | 
|  | #define ROTATE(x, s, n) ROTATE_STR(x, s, n) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define V_OFFS1(dt) (dt##1)(0) | 
|  | #define V_OFFS2(dt) (dt##2)(0, 1) | 
|  | #define V_OFFS3(dt) (dt##3)(0, 1, 2) | 
|  | #define V_OFFS4(dt) (dt##4)(0, 1, 2, 3) | 
|  | #define V_OFFS8(dt) (dt##8)(0, 1, 2, 3, 4, 5, 6, 7) | 
|  | #define V_OFFS16(dt) (dt##16)(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define VEC_OFFS_STR(dt, s) V_OFFS##s(dt) | 
|  | #define VEC_OFFS(dt, s) VEC_OFFS_STR(dt, s) | 
|  |  | 
|  |  | 
|  | #define VLOAD_STR(size) vload##size | 
|  | #define VLOAD(size) VLOAD_STR(size) | 
|  |  | 
|  |  | 
|  | #define VLOAD_PARTIAL_STR(size, load_size) vload_partial_##size##_##load_size | 
|  | #define VLOAD_PARTIAL(size, load_size) VLOAD_PARTIAL_STR(size, load_size) | 
|  |  | 
|  | #define NO_LOAD(data, offs, ptr) \ | 
|  | {                            \ | 
|  | } | 
|  |  | 
|  |  | 
|  | #define vload_partial_1_0 NO_LOAD | 
|  | #define vload_partial_1_1 vload1 | 
|  | #define vload_partial_1_2 NO_LOAD | 
|  | #define vload_partial_1_3 NO_LOAD | 
|  | #define vload_partial_1_4 NO_LOAD | 
|  | #define vload_partial_1_5 NO_LOAD | 
|  | #define vload_partial_1_6 NO_LOAD | 
|  | #define vload_partial_1_7 NO_LOAD | 
|  | #define vload_partial_1_8 NO_LOAD | 
|  | #define vload_partial_1_9 NO_LOAD | 
|  | #define vload_partial_1_10 NO_LOAD | 
|  | #define vload_partial_1_11 NO_LOAD | 
|  | #define vload_partial_1_12 NO_LOAD | 
|  | #define vload_partial_1_13 NO_LOAD | 
|  | #define vload_partial_1_14 NO_LOAD | 
|  | #define vload_partial_1_15 NO_LOAD | 
|  | #define vload_partial_1_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_2_0 NO_LOAD | 
|  | #define vload_partial_2_1 vload_partial_1 | 
|  | #define vload_partial_2_2 vload_partial_2 | 
|  | #define vload_partial_2_3 NO_LOAD | 
|  | #define vload_partial_2_4 NO_LOAD | 
|  | #define vload_partial_2_5 NO_LOAD | 
|  | #define vload_partial_2_6 NO_LOAD | 
|  | #define vload_partial_2_7 NO_LOAD | 
|  | #define vload_partial_2_8 NO_LOAD | 
|  | #define vload_partial_2_9 NO_LOAD | 
|  | #define vload_partial_2_10 NO_LOAD | 
|  | #define vload_partial_2_11 NO_LOAD | 
|  | #define vload_partial_2_12 NO_LOAD | 
|  | #define vload_partial_2_13 NO_LOAD | 
|  | #define vload_partial_2_14 NO_LOAD | 
|  | #define vload_partial_2_15 NO_LOAD | 
|  | #define vload_partial_2_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_3_0 NO_LOAD | 
|  | #define vload_partial_3_1 vload_partial_1 | 
|  | #define vload_partial_3_2 vload_partial_2 | 
|  | #define vload_partial_3_3 vload_partial_3 | 
|  | #define vload_partial_3_4 NO_LOAD | 
|  | #define vload_partial_3_5 NO_LOAD | 
|  | #define vload_partial_3_6 NO_LOAD | 
|  | #define vload_partial_3_7 NO_LOAD | 
|  | #define vload_partial_3_8 NO_LOAD | 
|  | #define vload_partial_3_9 NO_LOAD | 
|  | #define vload_partial_3_10 NO_LOAD | 
|  | #define vload_partial_3_11 NO_LOAD | 
|  | #define vload_partial_3_12 NO_LOAD | 
|  | #define vload_partial_3_13 NO_LOAD | 
|  | #define vload_partial_3_14 NO_LOAD | 
|  | #define vload_partial_3_15 NO_LOAD | 
|  | #define vload_partial_3_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_4_0 NO_LOAD | 
|  | #define vload_partial_4_1 vload_partial_1 | 
|  | #define vload_partial_4_2 vload_partial_2 | 
|  | #define vload_partial_4_3 vload_partial_3 | 
|  | #define vload_partial_4_4 vload_partial_4 | 
|  | #define vload_partial_4_5 NO_LOAD | 
|  | #define vload_partial_4_6 NO_LOAD | 
|  | #define vload_partial_4_7 NO_LOAD | 
|  | #define vload_partial_4_8 NO_LOAD | 
|  | #define vload_partial_4_9 NO_LOAD | 
|  | #define vload_partial_4_10 NO_LOAD | 
|  | #define vload_partial_4_11 NO_LOAD | 
|  | #define vload_partial_4_12 NO_LOAD | 
|  | #define vload_partial_4_13 NO_LOAD | 
|  | #define vload_partial_4_14 NO_LOAD | 
|  | #define vload_partial_4_15 NO_LOAD | 
|  | #define vload_partial_4_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_8_0 NO_LOAD | 
|  | #define vload_partial_8_1 vload_partial_1 | 
|  | #define vload_partial_8_2 vload_partial_2 | 
|  | #define vload_partial_8_3 vload_partial_3 | 
|  | #define vload_partial_8_4 vload_partial_4 | 
|  | #define vload_partial_8_5 vload_partial_5 | 
|  | #define vload_partial_8_6 vload_partial_6 | 
|  | #define vload_partial_8_7 vload_partial_7 | 
|  | #define vload_partial_8_8 vload_partial_8 | 
|  | #define vload_partial_8_9 NO_LOAD | 
|  | #define vload_partial_8_10 NO_LOAD | 
|  | #define vload_partial_8_11 NO_LOAD | 
|  | #define vload_partial_8_12 NO_LOAD | 
|  | #define vload_partial_8_13 NO_LOAD | 
|  | #define vload_partial_8_14 NO_LOAD | 
|  | #define vload_partial_8_15 NO_LOAD | 
|  | #define vload_partial_8_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_16_0 NO_LOAD | 
|  | #define vload_partial_16_1 vload_partial_1 | 
|  | #define vload_partial_16_2 vload_partial_2 | 
|  | #define vload_partial_16_3 vload_partial_3 | 
|  | #define vload_partial_16_4 vload_partial_4 | 
|  | #define vload_partial_16_5 vload_partial_5 | 
|  | #define vload_partial_16_6 vload_partial_6 | 
|  | #define vload_partial_16_7 vload_partial_7 | 
|  | #define vload_partial_16_8 vload_partial_8 | 
|  | #define vload_partial_16_9 vload_partial_9 | 
|  | #define vload_partial_16_10 vload_partial_10 | 
|  | #define vload_partial_16_11 vload_partial_11 | 
|  | #define vload_partial_16_12 vload_partial_12 | 
|  | #define vload_partial_16_13 vload_partial_13 | 
|  | #define vload_partial_16_14 vload_partial_14 | 
|  | #define vload_partial_16_15 vload_partial_15 | 
|  | #define vload_partial_16_16 vload_partial_16 | 
|  |  | 
|  |  | 
|  | #define vload_partial_1(DATA, OFFSET, PTR) \ | 
|  | DATA.s0 = vload1(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_2(DATA, OFFSET, PTR) \ | 
|  | DATA.s01 = vload2(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_3(DATA, OFFSET, PTR) \ | 
|  | DATA.s012 = vload3(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_4(DATA, OFFSET, PTR) \ | 
|  | DATA.s0123 = vload4(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_5(DATA, OFFSET, PTR)    \ | 
|  | vload_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | DATA.s4 = vload1(OFFSET, PTR + 4); | 
|  |  | 
|  | #define vload_partial_6(DATA, OFFSET, PTR)    \ | 
|  | vload_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vload_partial_2(DATA.s45, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vload_partial_7(DATA, OFFSET, PTR)    \ | 
|  | vload_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vload_partial_3(DATA.s456, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vload_partial_8(DATA, OFFSET, PTR) \ | 
|  | DATA.s01234567 = vload8(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_9(DATA, OFFSET, PTR)        \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | DATA.s8 = vload1(OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_10(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_2(DATA.s89, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_11(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_3(DATA.s89A, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_12(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_4(DATA.s89AB, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_13(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_5(DATA.s89ABCDEF, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_14(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_6(DATA.s89ABCDEF, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_15(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_7(DATA.s89ABCDEF, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_16(DATA, OFFSET, PTR) \ | 
|  | DATA = vload16(OFFSET, PTR); | 
|  |  | 
|  |  | 
|  |  | 
|  | #define PIXEL_UNIT4 1 | 
|  | #define PIXEL_UNIT8 2 | 
|  | #define PIXEL_UNIT16 4 | 
|  |  | 
|  |  | 
|  | #define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size) PIXEL_UNIT##vec_size | 
|  | #define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(vec_size) CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size) | 
|  |  | 
|  |  | 
|  | #define read_image2d_floatx1(img, x_coord, y_coord) (float4)(read_imagef(img, (int2)(x_coord, y_coord))); | 
|  | #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))); | 
|  | #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))); | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) | 
|  | #define read_image2d_halfx1(img, x_coord, y_coord) (half4)(read_imageh(img, (int2)(x_coord, y_coord))); | 
|  | #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))); | 
|  | #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))); | 
|  | #endif | 
|  |  | 
|  | #define write_image2d_floatx1(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values)); | 
|  | #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)); | 
|  | #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)); | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) | 
|  | #define write_image2d_halfx1(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values)); | 
|  | #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)); | 
|  | #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)); | 
|  | #endif | 
|  |  | 
|  |  | 
|  | #define READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord) read_image2d_##data_type##x##n0(img, x_coord, y_coord) | 
|  | #define READ_IMAGE2D(data_type, n0, img, x_coord, y_coord) READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord) | 
|  |  | 
|  |  | 
|  | #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) | 
|  | #define WRITE_IMAGE2D(data_type, n0, img, x_coord, y_coord, values) WRITE_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord, values) | 
|  |  | 
|  | #define VSTORE_STR(size) vstore##size | 
|  | #define VSTORE(size) VSTORE_STR(size) | 
|  |  | 
|  | #define float1 float | 
|  | #define half1 half | 
|  | #define char1 char | 
|  | #define uchar1 uchar | 
|  | #define short1 short | 
|  | #define ushort1 ushort | 
|  | #define int1 int | 
|  | #define uint1 uint | 
|  | #define long1 long | 
|  | #define ulong1 ulong | 
|  | #define double1 double | 
|  |  | 
|  | #define vload1(OFFSET, PTR) *(OFFSET + PTR) | 
|  | #define vstore1(DATA, OFFSET, PTR) *(OFFSET + PTR) = DATA | 
|  |  | 
|  |  | 
|  | #define VSTORE_PARTIAL_STR(size, store_size) vstore_partial_##size##_##store_size | 
|  | #define VSTORE_PARTIAL(size, store_size) VSTORE_PARTIAL_STR(size, store_size) | 
|  |  | 
|  | #define NO_STORE(data, offs, ptr) \ | 
|  | {                             \ | 
|  | } | 
|  |  | 
|  |  | 
|  | #define vstore_partial_1_0 NO_STORE | 
|  | #define vstore_partial_1_1 vstore1 | 
|  | #define vstore_partial_1_2 NO_STORE | 
|  | #define vstore_partial_1_3 NO_STORE | 
|  | #define vstore_partial_1_4 NO_STORE | 
|  | #define vstore_partial_1_5 NO_STORE | 
|  | #define vstore_partial_1_6 NO_STORE | 
|  | #define vstore_partial_1_7 NO_STORE | 
|  | #define vstore_partial_1_8 NO_STORE | 
|  | #define vstore_partial_1_9 NO_STORE | 
|  | #define vstore_partial_1_10 NO_STORE | 
|  | #define vstore_partial_1_11 NO_STORE | 
|  | #define vstore_partial_1_12 NO_STORE | 
|  | #define vstore_partial_1_13 NO_STORE | 
|  | #define vstore_partial_1_14 NO_STORE | 
|  | #define vstore_partial_1_15 NO_STORE | 
|  | #define vstore_partial_1_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_2_0 NO_STORE | 
|  | #define vstore_partial_2_1 vstore_partial_1 | 
|  | #define vstore_partial_2_2 vstore_partial_2 | 
|  | #define vstore_partial_2_3 NO_STORE | 
|  | #define vstore_partial_2_4 NO_STORE | 
|  | #define vstore_partial_2_5 NO_STORE | 
|  | #define vstore_partial_2_6 NO_STORE | 
|  | #define vstore_partial_2_7 NO_STORE | 
|  | #define vstore_partial_2_8 NO_STORE | 
|  | #define vstore_partial_2_9 NO_STORE | 
|  | #define vstore_partial_2_10 NO_STORE | 
|  | #define vstore_partial_2_11 NO_STORE | 
|  | #define vstore_partial_2_12 NO_STORE | 
|  | #define vstore_partial_2_13 NO_STORE | 
|  | #define vstore_partial_2_14 NO_STORE | 
|  | #define vstore_partial_2_15 NO_STORE | 
|  | #define vstore_partial_2_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_3_0 NO_STORE | 
|  | #define vstore_partial_3_1 vstore_partial_1 | 
|  | #define vstore_partial_3_2 vstore_partial_2 | 
|  | #define vstore_partial_3_3 vstore_partial_3 | 
|  | #define vstore_partial_3_4 NO_STORE | 
|  | #define vstore_partial_3_5 NO_STORE | 
|  | #define vstore_partial_3_6 NO_STORE | 
|  | #define vstore_partial_3_7 NO_STORE | 
|  | #define vstore_partial_3_8 NO_STORE | 
|  | #define vstore_partial_3_9 NO_STORE | 
|  | #define vstore_partial_3_10 NO_STORE | 
|  | #define vstore_partial_3_11 NO_STORE | 
|  | #define vstore_partial_3_12 NO_STORE | 
|  | #define vstore_partial_3_13 NO_STORE | 
|  | #define vstore_partial_3_14 NO_STORE | 
|  | #define vstore_partial_3_15 NO_STORE | 
|  | #define vstore_partial_3_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_4_0 NO_STORE | 
|  | #define vstore_partial_4_1 vstore_partial_1 | 
|  | #define vstore_partial_4_2 vstore_partial_2 | 
|  | #define vstore_partial_4_3 vstore_partial_3 | 
|  | #define vstore_partial_4_4 vstore_partial_4 | 
|  | #define vstore_partial_4_5 NO_STORE | 
|  | #define vstore_partial_4_6 NO_STORE | 
|  | #define vstore_partial_4_7 NO_STORE | 
|  | #define vstore_partial_4_8 NO_STORE | 
|  | #define vstore_partial_4_9 NO_STORE | 
|  | #define vstore_partial_4_10 NO_STORE | 
|  | #define vstore_partial_4_11 NO_STORE | 
|  | #define vstore_partial_4_12 NO_STORE | 
|  | #define vstore_partial_4_13 NO_STORE | 
|  | #define vstore_partial_4_14 NO_STORE | 
|  | #define vstore_partial_4_15 NO_STORE | 
|  | #define vstore_partial_4_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_8_0 NO_STORE | 
|  | #define vstore_partial_8_1 vstore_partial_1 | 
|  | #define vstore_partial_8_2 vstore_partial_2 | 
|  | #define vstore_partial_8_3 vstore_partial_3 | 
|  | #define vstore_partial_8_4 vstore_partial_4 | 
|  | #define vstore_partial_8_5 vstore_partial_5 | 
|  | #define vstore_partial_8_6 vstore_partial_6 | 
|  | #define vstore_partial_8_7 vstore_partial_7 | 
|  | #define vstore_partial_8_8 vstore_partial_8 | 
|  | #define vstore_partial_8_9 NO_STORE | 
|  | #define vstore_partial_8_10 NO_STORE | 
|  | #define vstore_partial_8_11 NO_STORE | 
|  | #define vstore_partial_8_12 NO_STORE | 
|  | #define vstore_partial_8_13 NO_STORE | 
|  | #define vstore_partial_8_14 NO_STORE | 
|  | #define vstore_partial_8_15 NO_STORE | 
|  | #define vstore_partial_8_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_16_0 NO_STORE | 
|  | #define vstore_partial_16_1 vstore_partial_1 | 
|  | #define vstore_partial_16_2 vstore_partial_2 | 
|  | #define vstore_partial_16_3 vstore_partial_3 | 
|  | #define vstore_partial_16_4 vstore_partial_4 | 
|  | #define vstore_partial_16_5 vstore_partial_5 | 
|  | #define vstore_partial_16_6 vstore_partial_6 | 
|  | #define vstore_partial_16_7 vstore_partial_7 | 
|  | #define vstore_partial_16_8 vstore_partial_8 | 
|  | #define vstore_partial_16_9 vstore_partial_9 | 
|  | #define vstore_partial_16_10 vstore_partial_10 | 
|  | #define vstore_partial_16_11 vstore_partial_11 | 
|  | #define vstore_partial_16_12 vstore_partial_12 | 
|  | #define vstore_partial_16_13 vstore_partial_13 | 
|  | #define vstore_partial_16_14 vstore_partial_14 | 
|  | #define vstore_partial_16_15 vstore_partial_15 | 
|  | #define vstore_partial_16_16 vstore_partial_16 | 
|  |  | 
|  |  | 
|  | #define vstore_partial_1(DATA, OFFSET, PTR) \ | 
|  | vstore1(DATA.s0, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_2(DATA, OFFSET, PTR) \ | 
|  | vstore2(DATA.s01, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_3(DATA, OFFSET, PTR) \ | 
|  | vstore3(DATA.s012, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_4(DATA, OFFSET, PTR) \ | 
|  | vstore4(DATA.s0123, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_5(DATA, OFFSET, PTR)    \ | 
|  | vstore_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vstore1(DATA.s4, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vstore_partial_6(DATA, OFFSET, PTR)    \ | 
|  | vstore_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vstore_partial_2(DATA.s45, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vstore_partial_7(DATA, OFFSET, PTR)    \ | 
|  | vstore_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vstore_partial_3(DATA.s456, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vstore_partial_8(DATA, OFFSET, PTR) \ | 
|  | vstore8(DATA.s01234567, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_9(DATA, OFFSET, PTR)        \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore1(DATA.s8, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_10(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_2(DATA.s89, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_11(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_3(DATA.s89a, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_12(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_4(DATA.s89ab, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_13(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_5(DATA.s89abcdef, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_14(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_6(DATA.s89abcdef, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_15(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_7(DATA.s89abcdef, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_16(DATA, OFFSET, PTR) \ | 
|  | vstore16(DATA, OFFSET, PTR); | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  | #define convert_float_sat convert_float | 
|  | #define convert_float1_sat convert_float | 
|  | #define convert_float2_sat convert_float2 | 
|  | #define convert_float3_sat convert_float3 | 
|  | #define convert_float4_sat convert_float4 | 
|  | #define convert_float8_sat convert_float8 | 
|  | #define convert_float16_sat convert_float16 | 
|  | #define convert_half_sat convert_float | 
|  | #define convert_half1_sat convert_half | 
|  | #define convert_half2_sat convert_half2 | 
|  | #define convert_half3_sat convert_half3 | 
|  | #define convert_half4_sat convert_half4 | 
|  | #define convert_half8_sat convert_half8 | 
|  | #define convert_half16_sat convert_half16 | 
|  |  | 
|  | #define convert_float1 convert_float | 
|  | #define convert_half1 convert_half | 
|  | #define convert_char1 convert_char | 
|  | #define convert_uchar1 convert_uchar | 
|  | #define convert_short1 convert_short | 
|  | #define convert_ushort1 convert_ushort | 
|  | #define convert_int1 convert_int | 
|  | #define convert_uint1 convert_uint | 
|  | #define convert_long1 convert_long | 
|  | #define convert_ulong1 convert_ulong | 
|  | #define convert_double1 convert_double | 
|  |  | 
|  | #define convert_char1_sat convert_char_sat | 
|  | #define convert_uchar1_sat convert_uchar_sat | 
|  | #define convert_uchar2_sat convert_uchar2_sat | 
|  | #define convert_uchar3_sat convert_uchar3_sat | 
|  | #define convert_uchar4_sat convert_uchar4_sat | 
|  | #define convert_uchar8_sat convert_uchar8_sat | 
|  | #define convert_uchar16_sat convert_uchar16_sat | 
|  | #define convert_short1_sat convert_short_sat | 
|  | #define convert_ushort1_sat convert_ushort_sat | 
|  | #define convert_int1_sat convert_int_sat | 
|  | #define convert_uint1_sat convert_uint_sat | 
|  | #define convert_long1_sat convert_long_sat | 
|  | #define convert_ulong1_sat convert_ulong_sat | 
|  | #define convert_double1_sat convert_double_sat | 
|  |  | 
|  | #define VEC_DATA_TYPE_STR(type, size) type##size | 
|  | #define VEC_DATA_TYPE(type, size) VEC_DATA_TYPE_STR(type, size) | 
|  |  | 
|  | #define CONVERT_STR(x, type) (convert_##type((x))) | 
|  | #define CONVERT(x, type) CONVERT_STR(x, type) | 
|  |  | 
|  | #define CONVERT_SAT_STR(x, type) (convert_##type##_sat((x))) | 
|  | #define CONVERT_SAT(x, type) CONVERT_SAT_STR(x, type) | 
|  |  | 
|  | #define CONVERT_SAT_ROUND_STR(x, type, round) (convert_##type##_sat_##round((x))) | 
|  | #define CONVERT_SAT_ROUND(x, type, round) CONVERT_SAT_ROUND_STR(x, type, round) | 
|  |  | 
|  | #define select_vec_dt_uchar(size) uchar##size | 
|  | #define select_vec_dt_char(size) char##size | 
|  | #define select_vec_dt_ushort(size) ushort##size | 
|  | #define select_vec_dt_short(size) short##size | 
|  | #define select_vec_dt_half(size) short##size | 
|  | #define select_vec_dt_uint(size) uint##size | 
|  | #define select_vec_dt_int(size) int##size | 
|  | #define select_vec_dt_float(size) int##size | 
|  | #define select_vec_dt_ulong(size) ulong##size | 
|  | #define select_vec_dt_long(size) long##size | 
|  |  | 
|  | #define SELECT_VEC_DATA_TYPE_STR(type, size) select_vec_dt_##type(size) | 
|  | #define SELECT_VEC_DATA_TYPE(type, size) SELECT_VEC_DATA_TYPE_STR(type, size) | 
|  | #define SELECT_DATA_TYPE(type) SELECT_VEC_DATA_TYPE_STR(type, 1) | 
|  |  | 
|  | #define signed_int_vec_dt_uchar(size) char##size | 
|  | #define signed_int_vec_dt_char(size) char##size | 
|  | #define signed_int_vec_dt_ushort(size) short##size | 
|  | #define signed_int_vec_dt_short(size) short##size | 
|  | #define signed_int_vec_dt_half(size) short##size | 
|  | #define signed_int_vec_dt_uint(size) int##size | 
|  | #define signed_int_vec_dt_int(size) int##size | 
|  | #define signed_int_vec_dt_float(size) int##size | 
|  | #define signed_int_vec_dt_ulong(size) long##size | 
|  | #define signed_int_vec_dt_long(size) long##size | 
|  |  | 
|  | #define SIGNED_INT_VEC_DATA_TYPE_STR(type, size) signed_int_vec_dt_##type(size) | 
|  | #define SIGNED_INT_VEC_DATA_TYPE(type, size) SIGNED_INT_VEC_DATA_TYPE_STR(type, size) | 
|  | #define SIGNED_INT_DATA_TYPE(type) SIGNED_INT_VEC_DATA_TYPE_STR(type, 1) | 
|  |  | 
|  | #define sum_reduce_1(x) (x) | 
|  | #define sum_reduce_2(x) ((x).s0) + ((x).s1) | 
|  | #define sum_reduce_3(x) sum_reduce_2((x).s01) + ((x).s2) | 
|  | #define sum_reduce_4(x) sum_reduce_2((x).s01) + sum_reduce_2((x).s23) | 
|  | #define sum_reduce_8(x) sum_reduce_4((x).s0123) + sum_reduce_4((x).s4567) | 
|  | #define sum_reduce_16(x) sum_reduce_8((x).s01234567) + sum_reduce_8((x).s89ABCDEF) | 
|  |  | 
|  | #define SUM_REDUCE_STR(x, size) sum_reduce_##size(x) | 
|  | #define SUM_REDUCE(x, size) SUM_REDUCE_STR(x, size) | 
|  |  | 
|  | #define prod_reduce_1(x) (x) | 
|  | #define prod_reduce_2(x) ((x).s0) * ((x).s1) | 
|  | #define prod_reduce_3(x) prod_reduce_2((x).s01) * ((x).s2) | 
|  | #define prod_reduce_4(x) prod_reduce_2((x).s01) * prod_reduce_2((x).s23) | 
|  | #define prod_reduce_8(x) prod_reduce_4((x).s0123) * prod_reduce_4((x).s4567) | 
|  | #define prod_reduce_16(x) prod_reduce_8((x).s01234567) * prod_reduce_8((x).s89ABCDEF) | 
|  |  | 
|  | #define PROD_REDUCE_STR(x, size) prod_reduce_##size(x) | 
|  | #define PROD_REDUCE(x, size) PROD_REDUCE_STR(x, size) | 
|  |  | 
|  | #define max_reduce_1(x) (x) | 
|  | #define max_reduce_2(x) max(((x).s0), ((x).s1)) | 
|  | #define max_reduce_3(x) max(max_reduce_2((x).s01), ((x).s2)) | 
|  | #define max_reduce_4(x) max(max_reduce_2((x).s01), max_reduce_2((x).s23)) | 
|  | #define max_reduce_8(x) max(max_reduce_4((x).s0123), max_reduce_4((x).s4567)) | 
|  | #define max_reduce_16(x) max(max_reduce_8((x).s01234567), max_reduce_8((x).s89ABCDEF)) | 
|  |  | 
|  | #define MAX_REDUCE_STR(x, size) max_reduce_##size(x) | 
|  | #define MAX_REDUCE(x, size) MAX_REDUCE_STR(x, size) | 
|  |  | 
|  | #define VECTOR_DECLARATION(name)     \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define IMAGE_DECLARATION(name)      \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_step_y,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR3D_DECLARATION(name)   \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_step_y,   \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_step_z,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR4D_DECLARATION(name)   \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_step_y,   \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_step_z,   \ | 
|  | uint        name##_stride_w, \ | 
|  | uint        name##_step_w,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR5D_DECLARATION(name)   \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_step_y,   \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_step_z,   \ | 
|  | uint        name##_stride_w, \ | 
|  | uint        name##_step_w,   \ | 
|  | uint        name##_stride_v, \ | 
|  | uint        name##_step_v,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define CONVERT_TO_VECTOR_STRUCT(name) \ | 
|  | update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x) | 
|  |  | 
|  | #define CONVERT_TO_VECTOR_STRUCT_NO_STEP(name) \ | 
|  | update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0) | 
|  |  | 
|  | #define CONVERT_TO_IMAGE_STRUCT(name) \ | 
|  | update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y) | 
|  |  | 
|  | #define CONVERT_TO_IMAGE_STRUCT_NO_STEP(name) \ | 
|  | update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0) | 
|  |  | 
|  | #define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \ | 
|  | 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) | 
|  |  | 
|  | #define CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP(name) \ | 
|  | 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) | 
|  |  | 
|  | #define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \ | 
|  | 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) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR3D_STRUCT(name)                                                                                                           \ | 
|  | update_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) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR3D_STRUCT_NO_STEP(name) \ | 
|  | update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, 0) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR4D_STRUCT(name, mod_size)                                                                                                 \ | 
|  | update_tensor4D_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, name##_stride_w, name##_step_w, mod_size) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR4D_STRUCT_NO_STEP(name, mod_size) \ | 
|  | 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) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR3D_STRUCT_NO_UPDATE_PTR(name)                                                                                       \ | 
|  | tensor3D_ptr_no_update(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) | 
|  |  | 
|  |  | 
|  | typedef struct Vector | 
|  | { | 
|  | __global uchar *ptr; | 
|  | int             offset_first_element_in_bytes; | 
|  | int             stride_x; | 
|  | } Vector; | 
|  |  | 
|  |  | 
|  | typedef struct Image | 
|  | { | 
|  | __global uchar *ptr; | 
|  | int             offset_first_element_in_bytes; | 
|  | int             stride_x; | 
|  | int             stride_y; | 
|  | } Image; | 
|  |  | 
|  |  | 
|  | typedef struct Tensor3D | 
|  | { | 
|  | __global uchar *ptr; | 
|  | int             offset_first_element_in_bytes; | 
|  | int             stride_x; | 
|  | int             stride_y; | 
|  | int             stride_z; | 
|  | } Tensor3D; | 
|  |  | 
|  |  | 
|  | typedef struct Tensor4D | 
|  | { | 
|  | __global uchar *ptr; | 
|  | int             offset_first_element_in_bytes; | 
|  | int             stride_x; | 
|  | int             stride_y; | 
|  | int             stride_z; | 
|  | int             stride_w; | 
|  | } Tensor4D; | 
|  |  | 
|  |  | 
|  | inline Vector update_vector_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x) | 
|  | { | 
|  | Vector vector = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | }; | 
|  | vector.ptr += vector.offset_first_element_in_bytes + get_global_id(0) * step_x; | 
|  | return vector; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline 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) | 
|  | { | 
|  | Image img = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y | 
|  | }; | 
|  | img.ptr += img.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y; | 
|  | return img; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline 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) | 
|  | { | 
|  | Image img = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y | 
|  | }; | 
|  | 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; | 
|  | return img; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline 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) | 
|  | { | 
|  | Tensor3D tensor = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y, | 
|  | .stride_z                      = stride_z | 
|  | }; | 
|  | 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; | 
|  | return tensor; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline 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) | 
|  | { | 
|  | Tensor3D tensor = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y, | 
|  | .stride_z                      = stride_z | 
|  | }; | 
|  | return tensor; | 
|  | } | 
|  |  | 
|  | inline 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, | 
|  | uint step_w, | 
|  | uint mod_size) | 
|  | { | 
|  | Tensor4D tensor = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y, | 
|  | .stride_z                      = stride_z, | 
|  | .stride_w                      = stride_w | 
|  | }; | 
|  |  | 
|  | 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; | 
|  | return tensor; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global const uchar *vector_offset(const Vector *vec, int x) | 
|  | { | 
|  | return vec->ptr + x * vec->stride_x; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global uchar *offset(const Image *img, int x, int y) | 
|  | { | 
|  | return img->ptr + x * img->stride_x + y * img->stride_y; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global const uchar *tensor3D_offset(const Tensor3D *tensor, int x, int y, int z) | 
|  | { | 
|  | return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global const uchar *tensor4D_offset(const Tensor4D *tensor, int x, int y, int z, int w) | 
|  | { | 
|  | return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + w * tensor->stride_w; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global const uchar *tensor3D_index2ptr(const Tensor3D *tensor, uint width, uint height, uint depth, uint index) | 
|  | { | 
|  | uint num_elements = width * height; | 
|  |  | 
|  | const uint z = index / num_elements; | 
|  |  | 
|  | index %= num_elements; | 
|  |  | 
|  | const uint y = index / width; | 
|  |  | 
|  | index %= width; | 
|  |  | 
|  | const uint x = index; | 
|  |  | 
|  | return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + tensor->offset_first_element_in_bytes; | 
|  | } | 
|  |  | 
|  | #endif | 
|  |  | 
|  | #if GPU_ARCH == GPU_ARCH_BIFROST | 
|  | #define MLA(a, b, c) (fma(c, b, a)) | 
|  | #else | 
|  | #define MLA(a, b, c) ((b) * (c) + (a)) | 
|  | #endif | 
|  |  | 
|  |  | 
|  | #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)) | 
|  |  | 
|  |  | 
|  | #define logistic_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((DATA_TYPE)1.0 / ((DATA_TYPE)1.0 + exp(-x))) | 
|  |  | 
|  |  | 
|  | #define tanh_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((DATA_TYPE)A_VAL * tanh((DATA_TYPE)B_VAL * x)) | 
|  |  | 
|  |  | 
|  | #define relu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (max((DATA_TYPE)0.0, x)) | 
|  |  | 
|  |  | 
|  | #define brelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (min((DATA_TYPE)A_VAL, max((DATA_TYPE)0.0, x))) | 
|  |  | 
|  |  | 
|  | #define lu_brelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (min(max(x, (DATA_TYPE)B_VAL), (DATA_TYPE)A_VAL)) | 
|  |  | 
|  |  | 
|  | #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)) | 
|  |  | 
|  |  | 
|  | #define srelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (log((DATA_TYPE)1.0 + exp(x))) | 
|  |  | 
|  |  | 
|  | #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))) | 
|  |  | 
|  |  | 
|  | #define abs_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (fabs(x)) | 
|  |  | 
|  |  | 
|  | #define square_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x * x) | 
|  |  | 
|  |  | 
|  | #define sqrt_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (sqrt(x)) | 
|  |  | 
|  |  | 
|  | #define linear_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (MLA((DATA_TYPE)B_VAL, (DATA_TYPE)A_VAL, x)) | 
|  |  | 
|  |  | 
|  | #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))) | 
|  |  | 
|  |  | 
|  | #define identity_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x) | 
|  |  | 
|  | #define ACT_OP(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) op##_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) | 
|  |  | 
|  | #define ACTIVATION(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ACT_OP(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) | 
|  |  | 
|  | #ifndef ARM_COMPUTE_HELPER_H | 
|  | #define ARM_COMPUTE_HELPER_H | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  | #define STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); | 
|  |  | 
|  | #define STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); | 
|  |  | 
|  | #define STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); | 
|  |  | 
|  | #define STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); | 
|  |  | 
|  | #define STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); | 
|  |  | 
|  | #define STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); | 
|  |  | 
|  | #define STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); | 
|  |  | 
|  | #define STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); | 
|  |  | 
|  | #define STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                 \ | 
|  | (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); | 
|  |  | 
|  | #define STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); | 
|  |  | 
|  | #define STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); | 
|  |  | 
|  | #define STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); | 
|  |  | 
|  | #define STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); | 
|  |  | 
|  | #define STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); | 
|  |  | 
|  | #define STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); | 
|  |  | 
|  | #define STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                  \ | 
|  | (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); | 
|  |  | 
|  |  | 
|  |  | 
|  | #define CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##0), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##1), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##2), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##3), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##4), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##5), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##6), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##7), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                         \ | 
|  | (CONVERT_SAT((BASENAME##8), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_10(N0, DATA, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | VSTORE(N0)                                                     \ | 
|  | (CONVERT_SAT((BASENAME##9), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##A), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##B), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##C), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##D), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##E), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); | 
|  |  | 
|  | #define CONVERT_STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE(N0)                                                          \ | 
|  | (CONVERT_SAT((BASENAME##F), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  | #define STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) | 
|  | #define STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) | 
|  |  | 
|  |  | 
|  |  | 
|  | #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) | 
|  | #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) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                 \ | 
|  | (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)      \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); | 
|  |  | 
|  | #define STORE_ROW_PARTIAL_16(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ | 
|  | STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z)     \ | 
|  | VSTORE_PARTIAL(N0, STORE_N0)                                                  \ | 
|  | (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); | 
|  |  | 
|  |  | 
|  |  | 
|  | #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) | 
|  | #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) | 
|  |  | 
|  | #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) \ | 
|  | if(!(PARTIAL_COND_X) && !(PARTIAL_COND_Y))                                                                                                            \ | 
|  | {                                                                                                                                                     \ | 
|  | STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                                           \ | 
|  | }                                                                                                                                                     \ | 
|  | else if((PARTIAL_COND_Y) && !(PARTIAL_COND_X))                                                                                                        \ | 
|  | {                                                                                                                                                     \ | 
|  | STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \ | 
|  | }                                                                                                                                                     \ | 
|  | else if(!(PARTIAL_COND_Y) && (PARTIAL_COND_X))                                                                                                        \ | 
|  | {                                                                                                                                                     \ | 
|  | STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                                             \ | 
|  | }                                                                                                                                                     \ | 
|  | else                                                                                                                                                  \ | 
|  | {                                                                                                                                                     \ | 
|  | STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                               \ | 
|  | } | 
|  |  | 
|  | #define STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) \ | 
|  | if(!(PARTIAL_COND_X))                                                                                         \ | 
|  | {                                                                                                             \ | 
|  | STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \ | 
|  | }                                                                                                             \ | 
|  | else                                                                                                          \ | 
|  | {                                                                                                             \ | 
|  | STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \ | 
|  | } | 
|  |  | 
|  | #define STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) \ | 
|  | if(!(PARTIAL_COND_Y))                                                                                         \ | 
|  | {                                                                                                             \ | 
|  | STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                                   \ | 
|  | }                                                                                                             \ | 
|  | else                                                                                                          \ | 
|  | {                                                                                                             \ | 
|  | STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z);                     \ | 
|  | } | 
|  |  | 
|  |  | 
|  | #if defined(PARTIAL_STORE_M0) && defined(PARTIAL_STORE_N0) | 
|  |  | 
|  |  | 
|  | #if PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0 | 
|  |  | 
|  | #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) \ | 
|  | STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) | 
|  |  | 
|  | #elif PARTIAL_STORE_M0 > 0 && PARTIAL_STORE_N0 == 0 | 
|  |  | 
|  | #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) \ | 
|  | STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) | 
|  |  | 
|  | #elif PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 > 0 | 
|  |  | 
|  | #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) \ | 
|  | STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) | 
|  |  | 
|  | #else | 
|  |  | 
|  | #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) \ | 
|  | 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) | 
|  |  | 
|  | #endif | 
|  |  | 
|  | #endif | 
|  |  | 
|  |  | 
|  | #if defined(PARTIAL_STORE_M0) | 
|  |  | 
|  | #define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \ | 
|  | ((uint)(max(0, (int)(y * M0) - (int)((M0 - PARTIAL_STORE_M0) % M0)))) | 
|  | #else | 
|  | #define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \ | 
|  | ((uint)(y * M0)) | 
|  | #endif | 
|  |  | 
|  |  | 
|  |  | 
|  | #define STORE_VECTOR_SELECT(basename, data_type, ptr, vec_size, leftover, cond) \ | 
|  | STORE_BLOCK_PARTIAL_IN_X(1, vec_size, data_type, basename, ptr, 0, 0, leftover, cond) | 
|  |  | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) | 
|  | #pragma OPENCL EXTENSION cl_khr_fp16 : enable | 
|  | #endif | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8) | 
|  | #pragma OPENCL EXTENSION cl_arm_integer_dot_product_int8 : enable | 
|  | #endif | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8) | 
|  | #pragma OPENCL EXTENSION cl_arm_integer_dot_product_accumulate_int8 : enable | 
|  | #endif | 
|  |  | 
|  | #if defined(ARM_COMPUTE_DEBUG_ENABLED) && defined(cl_arm_printf) | 
|  | #pragma OPENCL EXTENSION cl_arm_printf : enable | 
|  | #endif | 
|  |  | 
|  | #define GPU_ARCH_MIDGARD 0x100 | 
|  | #define GPU_ARCH_BIFROST 0x200 | 
|  | #define GPU_ARCH_VALHALL 0x300 | 
|  |  | 
|  |  | 
|  | #define CONCAT(a, b) a##b | 
|  |  | 
|  |  | 
|  | #define EXPAND(x) x | 
|  |  | 
|  |  | 
|  | #define CLAMP(x, min_val, max_val) min(max(x, min_val), max_val) | 
|  |  | 
|  |  | 
|  | #define REV1(x) ((x)) | 
|  | #define REV2(x) ((x).s10) | 
|  | #define REV3(x) ((x).s210) | 
|  | #define REV4(x) ((x).s3210) | 
|  | #define REV8(x) ((x).s76543210) | 
|  | #define REV16(x) ((x).sFEDCBA9876543210) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define REVERSE_STR(x, s) REV##s((x)) | 
|  | #define REVERSE(x, s) REVERSE_STR(x, s) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define ROT1_0(x) ((x)) | 
|  | #define ROT1_1(x) ((x)) | 
|  |  | 
|  | #define ROT2_0(x) ((x)) | 
|  | #define ROT2_1(x) ((x).s10) | 
|  | #define ROT2_2(x) ((x)) | 
|  |  | 
|  | #define ROT3_0(x) ((x)) | 
|  | #define ROT3_1(x) ((x).s201) | 
|  | #define ROT3_2(x) ((x).s120) | 
|  | #define ROT3_3(x) ((x)) | 
|  |  | 
|  | #define ROT4_0(x) ((x)) | 
|  | #define ROT4_1(x) ((x).s3012) | 
|  | #define ROT4_2(x) ((x).s2301) | 
|  | #define ROT4_3(x) ((x).s1230) | 
|  | #define ROT4_4(x) ((x)) | 
|  |  | 
|  | #define ROT8_0(x) ((x)) | 
|  | #define ROT8_1(x) ((x).s70123456) | 
|  | #define ROT8_2(x) ((x).s67012345) | 
|  | #define ROT8_3(x) ((x).s56701234) | 
|  | #define ROT8_4(x) ((x).s45670123) | 
|  | #define ROT8_5(x) ((x).s34567012) | 
|  | #define ROT8_6(x) ((x).s23456701) | 
|  | #define ROT8_7(x) ((x).s12345670) | 
|  | #define ROT8_8(x) ((x)) | 
|  |  | 
|  | #define ROT16_0(x) ((x)) | 
|  | #define ROT16_1(x) ((x).sF0123456789ABCDE) | 
|  | #define ROT16_2(x) ((x).sEF0123456789ABCD) | 
|  | #define ROT16_3(x) ((x).sDEF0123456789ABC) | 
|  | #define ROT16_4(x) ((x).sCDEF0123456789AB) | 
|  | #define ROT16_5(x) ((x).sBCDEF0123456789A) | 
|  | #define ROT16_6(x) ((x).sABCDEF0123456789) | 
|  | #define ROT16_7(x) ((x).s9ABCDEF012345678) | 
|  | #define ROT16_8(x) ((x).s89ABCDEF01234567) | 
|  | #define ROT16_9(x) ((x).s789ABCDEF0123456) | 
|  | #define ROT16_10(x) ((x).s6789ABCDEF012345) | 
|  | #define ROT16_11(x) ((x).s56789ABCDEF01234) | 
|  | #define ROT16_12(x) ((x).s456789ABCDEF0123) | 
|  | #define ROT16_13(x) ((x).s3456789ABCDEF012) | 
|  | #define ROT16_14(x) ((x).s23456789ABCDEF01) | 
|  | #define ROT16_15(x) ((x).s123456789ABCDEF0) | 
|  | #define ROT16_16(x) ((x)) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define ROTATE_STR(x, s, n) ROT##s##_##n(x) | 
|  | #define ROTATE(x, s, n) ROTATE_STR(x, s, n) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define V_OFFS1(dt) (dt##1)(0) | 
|  | #define V_OFFS2(dt) (dt##2)(0, 1) | 
|  | #define V_OFFS3(dt) (dt##3)(0, 1, 2) | 
|  | #define V_OFFS4(dt) (dt##4)(0, 1, 2, 3) | 
|  | #define V_OFFS8(dt) (dt##8)(0, 1, 2, 3, 4, 5, 6, 7) | 
|  | #define V_OFFS16(dt) (dt##16)(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15) | 
|  |  | 
|  |  | 
|  |  | 
|  | #define VEC_OFFS_STR(dt, s) V_OFFS##s(dt) | 
|  | #define VEC_OFFS(dt, s) VEC_OFFS_STR(dt, s) | 
|  |  | 
|  |  | 
|  | #define VLOAD_STR(size) vload##size | 
|  | #define VLOAD(size) VLOAD_STR(size) | 
|  |  | 
|  |  | 
|  | #define VLOAD_PARTIAL_STR(size, load_size) vload_partial_##size##_##load_size | 
|  | #define VLOAD_PARTIAL(size, load_size) VLOAD_PARTIAL_STR(size, load_size) | 
|  |  | 
|  | #define NO_LOAD(data, offs, ptr) \ | 
|  | {                            \ | 
|  | } | 
|  |  | 
|  |  | 
|  | #define vload_partial_1_0 NO_LOAD | 
|  | #define vload_partial_1_1 vload1 | 
|  | #define vload_partial_1_2 NO_LOAD | 
|  | #define vload_partial_1_3 NO_LOAD | 
|  | #define vload_partial_1_4 NO_LOAD | 
|  | #define vload_partial_1_5 NO_LOAD | 
|  | #define vload_partial_1_6 NO_LOAD | 
|  | #define vload_partial_1_7 NO_LOAD | 
|  | #define vload_partial_1_8 NO_LOAD | 
|  | #define vload_partial_1_9 NO_LOAD | 
|  | #define vload_partial_1_10 NO_LOAD | 
|  | #define vload_partial_1_11 NO_LOAD | 
|  | #define vload_partial_1_12 NO_LOAD | 
|  | #define vload_partial_1_13 NO_LOAD | 
|  | #define vload_partial_1_14 NO_LOAD | 
|  | #define vload_partial_1_15 NO_LOAD | 
|  | #define vload_partial_1_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_2_0 NO_LOAD | 
|  | #define vload_partial_2_1 vload_partial_1 | 
|  | #define vload_partial_2_2 vload_partial_2 | 
|  | #define vload_partial_2_3 NO_LOAD | 
|  | #define vload_partial_2_4 NO_LOAD | 
|  | #define vload_partial_2_5 NO_LOAD | 
|  | #define vload_partial_2_6 NO_LOAD | 
|  | #define vload_partial_2_7 NO_LOAD | 
|  | #define vload_partial_2_8 NO_LOAD | 
|  | #define vload_partial_2_9 NO_LOAD | 
|  | #define vload_partial_2_10 NO_LOAD | 
|  | #define vload_partial_2_11 NO_LOAD | 
|  | #define vload_partial_2_12 NO_LOAD | 
|  | #define vload_partial_2_13 NO_LOAD | 
|  | #define vload_partial_2_14 NO_LOAD | 
|  | #define vload_partial_2_15 NO_LOAD | 
|  | #define vload_partial_2_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_3_0 NO_LOAD | 
|  | #define vload_partial_3_1 vload_partial_1 | 
|  | #define vload_partial_3_2 vload_partial_2 | 
|  | #define vload_partial_3_3 vload_partial_3 | 
|  | #define vload_partial_3_4 NO_LOAD | 
|  | #define vload_partial_3_5 NO_LOAD | 
|  | #define vload_partial_3_6 NO_LOAD | 
|  | #define vload_partial_3_7 NO_LOAD | 
|  | #define vload_partial_3_8 NO_LOAD | 
|  | #define vload_partial_3_9 NO_LOAD | 
|  | #define vload_partial_3_10 NO_LOAD | 
|  | #define vload_partial_3_11 NO_LOAD | 
|  | #define vload_partial_3_12 NO_LOAD | 
|  | #define vload_partial_3_13 NO_LOAD | 
|  | #define vload_partial_3_14 NO_LOAD | 
|  | #define vload_partial_3_15 NO_LOAD | 
|  | #define vload_partial_3_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_4_0 NO_LOAD | 
|  | #define vload_partial_4_1 vload_partial_1 | 
|  | #define vload_partial_4_2 vload_partial_2 | 
|  | #define vload_partial_4_3 vload_partial_3 | 
|  | #define vload_partial_4_4 vload_partial_4 | 
|  | #define vload_partial_4_5 NO_LOAD | 
|  | #define vload_partial_4_6 NO_LOAD | 
|  | #define vload_partial_4_7 NO_LOAD | 
|  | #define vload_partial_4_8 NO_LOAD | 
|  | #define vload_partial_4_9 NO_LOAD | 
|  | #define vload_partial_4_10 NO_LOAD | 
|  | #define vload_partial_4_11 NO_LOAD | 
|  | #define vload_partial_4_12 NO_LOAD | 
|  | #define vload_partial_4_13 NO_LOAD | 
|  | #define vload_partial_4_14 NO_LOAD | 
|  | #define vload_partial_4_15 NO_LOAD | 
|  | #define vload_partial_4_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_8_0 NO_LOAD | 
|  | #define vload_partial_8_1 vload_partial_1 | 
|  | #define vload_partial_8_2 vload_partial_2 | 
|  | #define vload_partial_8_3 vload_partial_3 | 
|  | #define vload_partial_8_4 vload_partial_4 | 
|  | #define vload_partial_8_5 vload_partial_5 | 
|  | #define vload_partial_8_6 vload_partial_6 | 
|  | #define vload_partial_8_7 vload_partial_7 | 
|  | #define vload_partial_8_8 vload_partial_8 | 
|  | #define vload_partial_8_9 NO_LOAD | 
|  | #define vload_partial_8_10 NO_LOAD | 
|  | #define vload_partial_8_11 NO_LOAD | 
|  | #define vload_partial_8_12 NO_LOAD | 
|  | #define vload_partial_8_13 NO_LOAD | 
|  | #define vload_partial_8_14 NO_LOAD | 
|  | #define vload_partial_8_15 NO_LOAD | 
|  | #define vload_partial_8_16 NO_LOAD | 
|  |  | 
|  | #define vload_partial_16_0 NO_LOAD | 
|  | #define vload_partial_16_1 vload_partial_1 | 
|  | #define vload_partial_16_2 vload_partial_2 | 
|  | #define vload_partial_16_3 vload_partial_3 | 
|  | #define vload_partial_16_4 vload_partial_4 | 
|  | #define vload_partial_16_5 vload_partial_5 | 
|  | #define vload_partial_16_6 vload_partial_6 | 
|  | #define vload_partial_16_7 vload_partial_7 | 
|  | #define vload_partial_16_8 vload_partial_8 | 
|  | #define vload_partial_16_9 vload_partial_9 | 
|  | #define vload_partial_16_10 vload_partial_10 | 
|  | #define vload_partial_16_11 vload_partial_11 | 
|  | #define vload_partial_16_12 vload_partial_12 | 
|  | #define vload_partial_16_13 vload_partial_13 | 
|  | #define vload_partial_16_14 vload_partial_14 | 
|  | #define vload_partial_16_15 vload_partial_15 | 
|  | #define vload_partial_16_16 vload_partial_16 | 
|  |  | 
|  |  | 
|  | #define vload_partial_1(DATA, OFFSET, PTR) \ | 
|  | DATA.s0 = vload1(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_2(DATA, OFFSET, PTR) \ | 
|  | DATA.s01 = vload2(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_3(DATA, OFFSET, PTR) \ | 
|  | DATA.s012 = vload3(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_4(DATA, OFFSET, PTR) \ | 
|  | DATA.s0123 = vload4(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_5(DATA, OFFSET, PTR)    \ | 
|  | vload_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | DATA.s4 = vload1(OFFSET, PTR + 4); | 
|  |  | 
|  | #define vload_partial_6(DATA, OFFSET, PTR)    \ | 
|  | vload_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vload_partial_2(DATA.s45, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vload_partial_7(DATA, OFFSET, PTR)    \ | 
|  | vload_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vload_partial_3(DATA.s456, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vload_partial_8(DATA, OFFSET, PTR) \ | 
|  | DATA.s01234567 = vload8(OFFSET, PTR); | 
|  |  | 
|  | #define vload_partial_9(DATA, OFFSET, PTR)        \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | DATA.s8 = vload1(OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_10(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_2(DATA.s89, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_11(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_3(DATA.s89A, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_12(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_4(DATA.s89AB, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_13(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_5(DATA.s89ABCDEF, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_14(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_6(DATA.s89ABCDEF, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_15(DATA, OFFSET, PTR)       \ | 
|  | vload_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vload_partial_7(DATA.s89ABCDEF, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vload_partial_16(DATA, OFFSET, PTR) \ | 
|  | DATA = vload16(OFFSET, PTR); | 
|  |  | 
|  |  | 
|  |  | 
|  | #define PIXEL_UNIT4 1 | 
|  | #define PIXEL_UNIT8 2 | 
|  | #define PIXEL_UNIT16 4 | 
|  |  | 
|  |  | 
|  | #define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size) PIXEL_UNIT##vec_size | 
|  | #define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(vec_size) CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size) | 
|  |  | 
|  |  | 
|  | #define read_image2d_floatx1(img, x_coord, y_coord) (float4)(read_imagef(img, (int2)(x_coord, y_coord))); | 
|  | #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))); | 
|  | #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))); | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) | 
|  | #define read_image2d_halfx1(img, x_coord, y_coord) (half4)(read_imageh(img, (int2)(x_coord, y_coord))); | 
|  | #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))); | 
|  | #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))); | 
|  | #endif | 
|  |  | 
|  | #define write_image2d_floatx1(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values)); | 
|  | #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)); | 
|  | #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)); | 
|  |  | 
|  | #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) | 
|  | #define write_image2d_halfx1(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values)); | 
|  | #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)); | 
|  | #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)); | 
|  | #endif | 
|  |  | 
|  |  | 
|  | #define READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord) read_image2d_##data_type##x##n0(img, x_coord, y_coord) | 
|  | #define READ_IMAGE2D(data_type, n0, img, x_coord, y_coord) READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord) | 
|  |  | 
|  |  | 
|  | #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) | 
|  | #define WRITE_IMAGE2D(data_type, n0, img, x_coord, y_coord, values) WRITE_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord, values) | 
|  |  | 
|  | #define VSTORE_STR(size) vstore##size | 
|  | #define VSTORE(size) VSTORE_STR(size) | 
|  |  | 
|  | #define float1 float | 
|  | #define half1 half | 
|  | #define char1 char | 
|  | #define uchar1 uchar | 
|  | #define short1 short | 
|  | #define ushort1 ushort | 
|  | #define int1 int | 
|  | #define uint1 uint | 
|  | #define long1 long | 
|  | #define ulong1 ulong | 
|  | #define double1 double | 
|  |  | 
|  | #define vload1(OFFSET, PTR) *(OFFSET + PTR) | 
|  | #define vstore1(DATA, OFFSET, PTR) *(OFFSET + PTR) = DATA | 
|  |  | 
|  |  | 
|  | #define VSTORE_PARTIAL_STR(size, store_size) vstore_partial_##size##_##store_size | 
|  | #define VSTORE_PARTIAL(size, store_size) VSTORE_PARTIAL_STR(size, store_size) | 
|  |  | 
|  | #define NO_STORE(data, offs, ptr) \ | 
|  | {                             \ | 
|  | } | 
|  |  | 
|  |  | 
|  | #define vstore_partial_1_0 NO_STORE | 
|  | #define vstore_partial_1_1 vstore1 | 
|  | #define vstore_partial_1_2 NO_STORE | 
|  | #define vstore_partial_1_3 NO_STORE | 
|  | #define vstore_partial_1_4 NO_STORE | 
|  | #define vstore_partial_1_5 NO_STORE | 
|  | #define vstore_partial_1_6 NO_STORE | 
|  | #define vstore_partial_1_7 NO_STORE | 
|  | #define vstore_partial_1_8 NO_STORE | 
|  | #define vstore_partial_1_9 NO_STORE | 
|  | #define vstore_partial_1_10 NO_STORE | 
|  | #define vstore_partial_1_11 NO_STORE | 
|  | #define vstore_partial_1_12 NO_STORE | 
|  | #define vstore_partial_1_13 NO_STORE | 
|  | #define vstore_partial_1_14 NO_STORE | 
|  | #define vstore_partial_1_15 NO_STORE | 
|  | #define vstore_partial_1_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_2_0 NO_STORE | 
|  | #define vstore_partial_2_1 vstore_partial_1 | 
|  | #define vstore_partial_2_2 vstore_partial_2 | 
|  | #define vstore_partial_2_3 NO_STORE | 
|  | #define vstore_partial_2_4 NO_STORE | 
|  | #define vstore_partial_2_5 NO_STORE | 
|  | #define vstore_partial_2_6 NO_STORE | 
|  | #define vstore_partial_2_7 NO_STORE | 
|  | #define vstore_partial_2_8 NO_STORE | 
|  | #define vstore_partial_2_9 NO_STORE | 
|  | #define vstore_partial_2_10 NO_STORE | 
|  | #define vstore_partial_2_11 NO_STORE | 
|  | #define vstore_partial_2_12 NO_STORE | 
|  | #define vstore_partial_2_13 NO_STORE | 
|  | #define vstore_partial_2_14 NO_STORE | 
|  | #define vstore_partial_2_15 NO_STORE | 
|  | #define vstore_partial_2_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_3_0 NO_STORE | 
|  | #define vstore_partial_3_1 vstore_partial_1 | 
|  | #define vstore_partial_3_2 vstore_partial_2 | 
|  | #define vstore_partial_3_3 vstore_partial_3 | 
|  | #define vstore_partial_3_4 NO_STORE | 
|  | #define vstore_partial_3_5 NO_STORE | 
|  | #define vstore_partial_3_6 NO_STORE | 
|  | #define vstore_partial_3_7 NO_STORE | 
|  | #define vstore_partial_3_8 NO_STORE | 
|  | #define vstore_partial_3_9 NO_STORE | 
|  | #define vstore_partial_3_10 NO_STORE | 
|  | #define vstore_partial_3_11 NO_STORE | 
|  | #define vstore_partial_3_12 NO_STORE | 
|  | #define vstore_partial_3_13 NO_STORE | 
|  | #define vstore_partial_3_14 NO_STORE | 
|  | #define vstore_partial_3_15 NO_STORE | 
|  | #define vstore_partial_3_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_4_0 NO_STORE | 
|  | #define vstore_partial_4_1 vstore_partial_1 | 
|  | #define vstore_partial_4_2 vstore_partial_2 | 
|  | #define vstore_partial_4_3 vstore_partial_3 | 
|  | #define vstore_partial_4_4 vstore_partial_4 | 
|  | #define vstore_partial_4_5 NO_STORE | 
|  | #define vstore_partial_4_6 NO_STORE | 
|  | #define vstore_partial_4_7 NO_STORE | 
|  | #define vstore_partial_4_8 NO_STORE | 
|  | #define vstore_partial_4_9 NO_STORE | 
|  | #define vstore_partial_4_10 NO_STORE | 
|  | #define vstore_partial_4_11 NO_STORE | 
|  | #define vstore_partial_4_12 NO_STORE | 
|  | #define vstore_partial_4_13 NO_STORE | 
|  | #define vstore_partial_4_14 NO_STORE | 
|  | #define vstore_partial_4_15 NO_STORE | 
|  | #define vstore_partial_4_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_8_0 NO_STORE | 
|  | #define vstore_partial_8_1 vstore_partial_1 | 
|  | #define vstore_partial_8_2 vstore_partial_2 | 
|  | #define vstore_partial_8_3 vstore_partial_3 | 
|  | #define vstore_partial_8_4 vstore_partial_4 | 
|  | #define vstore_partial_8_5 vstore_partial_5 | 
|  | #define vstore_partial_8_6 vstore_partial_6 | 
|  | #define vstore_partial_8_7 vstore_partial_7 | 
|  | #define vstore_partial_8_8 vstore_partial_8 | 
|  | #define vstore_partial_8_9 NO_STORE | 
|  | #define vstore_partial_8_10 NO_STORE | 
|  | #define vstore_partial_8_11 NO_STORE | 
|  | #define vstore_partial_8_12 NO_STORE | 
|  | #define vstore_partial_8_13 NO_STORE | 
|  | #define vstore_partial_8_14 NO_STORE | 
|  | #define vstore_partial_8_15 NO_STORE | 
|  | #define vstore_partial_8_16 NO_STORE | 
|  |  | 
|  | #define vstore_partial_16_0 NO_STORE | 
|  | #define vstore_partial_16_1 vstore_partial_1 | 
|  | #define vstore_partial_16_2 vstore_partial_2 | 
|  | #define vstore_partial_16_3 vstore_partial_3 | 
|  | #define vstore_partial_16_4 vstore_partial_4 | 
|  | #define vstore_partial_16_5 vstore_partial_5 | 
|  | #define vstore_partial_16_6 vstore_partial_6 | 
|  | #define vstore_partial_16_7 vstore_partial_7 | 
|  | #define vstore_partial_16_8 vstore_partial_8 | 
|  | #define vstore_partial_16_9 vstore_partial_9 | 
|  | #define vstore_partial_16_10 vstore_partial_10 | 
|  | #define vstore_partial_16_11 vstore_partial_11 | 
|  | #define vstore_partial_16_12 vstore_partial_12 | 
|  | #define vstore_partial_16_13 vstore_partial_13 | 
|  | #define vstore_partial_16_14 vstore_partial_14 | 
|  | #define vstore_partial_16_15 vstore_partial_15 | 
|  | #define vstore_partial_16_16 vstore_partial_16 | 
|  |  | 
|  |  | 
|  | #define vstore_partial_1(DATA, OFFSET, PTR) \ | 
|  | vstore1(DATA.s0, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_2(DATA, OFFSET, PTR) \ | 
|  | vstore2(DATA.s01, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_3(DATA, OFFSET, PTR) \ | 
|  | vstore3(DATA.s012, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_4(DATA, OFFSET, PTR) \ | 
|  | vstore4(DATA.s0123, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_5(DATA, OFFSET, PTR)    \ | 
|  | vstore_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vstore1(DATA.s4, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vstore_partial_6(DATA, OFFSET, PTR)    \ | 
|  | vstore_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vstore_partial_2(DATA.s45, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vstore_partial_7(DATA, OFFSET, PTR)    \ | 
|  | vstore_partial_4(DATA.s0123, OFFSET, PTR); \ | 
|  | vstore_partial_3(DATA.s456, OFFSET, PTR + 4); | 
|  |  | 
|  | #define vstore_partial_8(DATA, OFFSET, PTR) \ | 
|  | vstore8(DATA.s01234567, OFFSET, PTR); | 
|  |  | 
|  | #define vstore_partial_9(DATA, OFFSET, PTR)        \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore1(DATA.s8, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_10(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_2(DATA.s89, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_11(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_3(DATA.s89a, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_12(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_4(DATA.s89ab, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_13(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_5(DATA.s89abcdef, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_14(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_6(DATA.s89abcdef, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_15(DATA, OFFSET, PTR)       \ | 
|  | vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ | 
|  | vstore_partial_7(DATA.s89abcdef, OFFSET, PTR + 8); | 
|  |  | 
|  | #define vstore_partial_16(DATA, OFFSET, PTR) \ | 
|  | vstore16(DATA, OFFSET, PTR); | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  | #define convert_float_sat convert_float | 
|  | #define convert_float1_sat convert_float | 
|  | #define convert_float2_sat convert_float2 | 
|  | #define convert_float3_sat convert_float3 | 
|  | #define convert_float4_sat convert_float4 | 
|  | #define convert_float8_sat convert_float8 | 
|  | #define convert_float16_sat convert_float16 | 
|  | #define convert_half_sat convert_float | 
|  | #define convert_half1_sat convert_half | 
|  | #define convert_half2_sat convert_half2 | 
|  | #define convert_half3_sat convert_half3 | 
|  | #define convert_half4_sat convert_half4 | 
|  | #define convert_half8_sat convert_half8 | 
|  | #define convert_half16_sat convert_half16 | 
|  |  | 
|  | #define convert_float1 convert_float | 
|  | #define convert_half1 convert_half | 
|  | #define convert_char1 convert_char | 
|  | #define convert_uchar1 convert_uchar | 
|  | #define convert_short1 convert_short | 
|  | #define convert_ushort1 convert_ushort | 
|  | #define convert_int1 convert_int | 
|  | #define convert_uint1 convert_uint | 
|  | #define convert_long1 convert_long | 
|  | #define convert_ulong1 convert_ulong | 
|  | #define convert_double1 convert_double | 
|  |  | 
|  | #define convert_char1_sat convert_char_sat | 
|  | #define convert_uchar1_sat convert_uchar_sat | 
|  | #define convert_uchar2_sat convert_uchar2_sat | 
|  | #define convert_uchar3_sat convert_uchar3_sat | 
|  | #define convert_uchar4_sat convert_uchar4_sat | 
|  | #define convert_uchar8_sat convert_uchar8_sat | 
|  | #define convert_uchar16_sat convert_uchar16_sat | 
|  | #define convert_short1_sat convert_short_sat | 
|  | #define convert_ushort1_sat convert_ushort_sat | 
|  | #define convert_int1_sat convert_int_sat | 
|  | #define convert_uint1_sat convert_uint_sat | 
|  | #define convert_long1_sat convert_long_sat | 
|  | #define convert_ulong1_sat convert_ulong_sat | 
|  | #define convert_double1_sat convert_double_sat | 
|  |  | 
|  | #define VEC_DATA_TYPE_STR(type, size) type##size | 
|  | #define VEC_DATA_TYPE(type, size) VEC_DATA_TYPE_STR(type, size) | 
|  |  | 
|  | #define CONVERT_STR(x, type) (convert_##type((x))) | 
|  | #define CONVERT(x, type) CONVERT_STR(x, type) | 
|  |  | 
|  | #define CONVERT_SAT_STR(x, type) (convert_##type##_sat((x))) | 
|  | #define CONVERT_SAT(x, type) CONVERT_SAT_STR(x, type) | 
|  |  | 
|  | #define CONVERT_SAT_ROUND_STR(x, type, round) (convert_##type##_sat_##round((x))) | 
|  | #define CONVERT_SAT_ROUND(x, type, round) CONVERT_SAT_ROUND_STR(x, type, round) | 
|  |  | 
|  | #define select_vec_dt_uchar(size) uchar##size | 
|  | #define select_vec_dt_char(size) char##size | 
|  | #define select_vec_dt_ushort(size) ushort##size | 
|  | #define select_vec_dt_short(size) short##size | 
|  | #define select_vec_dt_half(size) short##size | 
|  | #define select_vec_dt_uint(size) uint##size | 
|  | #define select_vec_dt_int(size) int##size | 
|  | #define select_vec_dt_float(size) int##size | 
|  | #define select_vec_dt_ulong(size) ulong##size | 
|  | #define select_vec_dt_long(size) long##size | 
|  |  | 
|  | #define SELECT_VEC_DATA_TYPE_STR(type, size) select_vec_dt_##type(size) | 
|  | #define SELECT_VEC_DATA_TYPE(type, size) SELECT_VEC_DATA_TYPE_STR(type, size) | 
|  | #define SELECT_DATA_TYPE(type) SELECT_VEC_DATA_TYPE_STR(type, 1) | 
|  |  | 
|  | #define signed_int_vec_dt_uchar(size) char##size | 
|  | #define signed_int_vec_dt_char(size) char##size | 
|  | #define signed_int_vec_dt_ushort(size) short##size | 
|  | #define signed_int_vec_dt_short(size) short##size | 
|  | #define signed_int_vec_dt_half(size) short##size | 
|  | #define signed_int_vec_dt_uint(size) int##size | 
|  | #define signed_int_vec_dt_int(size) int##size | 
|  | #define signed_int_vec_dt_float(size) int##size | 
|  | #define signed_int_vec_dt_ulong(size) long##size | 
|  | #define signed_int_vec_dt_long(size) long##size | 
|  |  | 
|  | #define SIGNED_INT_VEC_DATA_TYPE_STR(type, size) signed_int_vec_dt_##type(size) | 
|  | #define SIGNED_INT_VEC_DATA_TYPE(type, size) SIGNED_INT_VEC_DATA_TYPE_STR(type, size) | 
|  | #define SIGNED_INT_DATA_TYPE(type) SIGNED_INT_VEC_DATA_TYPE_STR(type, 1) | 
|  |  | 
|  | #define sum_reduce_1(x) (x) | 
|  | #define sum_reduce_2(x) ((x).s0) + ((x).s1) | 
|  | #define sum_reduce_3(x) sum_reduce_2((x).s01) + ((x).s2) | 
|  | #define sum_reduce_4(x) sum_reduce_2((x).s01) + sum_reduce_2((x).s23) | 
|  | #define sum_reduce_8(x) sum_reduce_4((x).s0123) + sum_reduce_4((x).s4567) | 
|  | #define sum_reduce_16(x) sum_reduce_8((x).s01234567) + sum_reduce_8((x).s89ABCDEF) | 
|  |  | 
|  | #define SUM_REDUCE_STR(x, size) sum_reduce_##size(x) | 
|  | #define SUM_REDUCE(x, size) SUM_REDUCE_STR(x, size) | 
|  |  | 
|  | #define prod_reduce_1(x) (x) | 
|  | #define prod_reduce_2(x) ((x).s0) * ((x).s1) | 
|  | #define prod_reduce_3(x) prod_reduce_2((x).s01) * ((x).s2) | 
|  | #define prod_reduce_4(x) prod_reduce_2((x).s01) * prod_reduce_2((x).s23) | 
|  | #define prod_reduce_8(x) prod_reduce_4((x).s0123) * prod_reduce_4((x).s4567) | 
|  | #define prod_reduce_16(x) prod_reduce_8((x).s01234567) * prod_reduce_8((x).s89ABCDEF) | 
|  |  | 
|  | #define PROD_REDUCE_STR(x, size) prod_reduce_##size(x) | 
|  | #define PROD_REDUCE(x, size) PROD_REDUCE_STR(x, size) | 
|  |  | 
|  | #define max_reduce_1(x) (x) | 
|  | #define max_reduce_2(x) max(((x).s0), ((x).s1)) | 
|  | #define max_reduce_3(x) max(max_reduce_2((x).s01), ((x).s2)) | 
|  | #define max_reduce_4(x) max(max_reduce_2((x).s01), max_reduce_2((x).s23)) | 
|  | #define max_reduce_8(x) max(max_reduce_4((x).s0123), max_reduce_4((x).s4567)) | 
|  | #define max_reduce_16(x) max(max_reduce_8((x).s01234567), max_reduce_8((x).s89ABCDEF)) | 
|  |  | 
|  | #define MAX_REDUCE_STR(x, size) max_reduce_##size(x) | 
|  | #define MAX_REDUCE(x, size) MAX_REDUCE_STR(x, size) | 
|  |  | 
|  | #define VECTOR_DECLARATION(name)     \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define IMAGE_DECLARATION(name)      \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_step_y,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR3D_DECLARATION(name)   \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_step_y,   \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_step_z,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR4D_DECLARATION(name)   \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_step_y,   \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_step_z,   \ | 
|  | uint        name##_stride_w, \ | 
|  | uint        name##_step_w,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR5D_DECLARATION(name)   \ | 
|  | __global uchar *name##_ptr,      \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_step_y,   \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_step_z,   \ | 
|  | uint        name##_stride_w, \ | 
|  | uint        name##_step_w,   \ | 
|  | uint        name##_stride_v, \ | 
|  | uint        name##_step_v,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define CONVERT_TO_VECTOR_STRUCT(name) \ | 
|  | update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x) | 
|  |  | 
|  | #define CONVERT_TO_VECTOR_STRUCT_NO_STEP(name) \ | 
|  | update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0) | 
|  |  | 
|  | #define CONVERT_TO_IMAGE_STRUCT(name) \ | 
|  | update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y) | 
|  |  | 
|  | #define CONVERT_TO_IMAGE_STRUCT_NO_STEP(name) \ | 
|  | update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0) | 
|  |  | 
|  | #define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \ | 
|  | 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) | 
|  |  | 
|  | #define CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP(name) \ | 
|  | 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) | 
|  |  | 
|  | #define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \ | 
|  | 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) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR3D_STRUCT(name)                                                                                                           \ | 
|  | update_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) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR3D_STRUCT_NO_STEP(name) \ | 
|  | update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, 0) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR4D_STRUCT(name, mod_size)                                                                                                 \ | 
|  | update_tensor4D_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, name##_stride_w, name##_step_w, mod_size) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR4D_STRUCT_NO_STEP(name, mod_size) \ | 
|  | 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) | 
|  |  | 
|  | #define CONVERT_TO_TENSOR3D_STRUCT_NO_UPDATE_PTR(name)                                                                                       \ | 
|  | tensor3D_ptr_no_update(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) | 
|  |  | 
|  |  | 
|  | typedef struct Vector | 
|  | { | 
|  | __global uchar *ptr; | 
|  | int             offset_first_element_in_bytes; | 
|  | int             stride_x; | 
|  | } Vector; | 
|  |  | 
|  |  | 
|  | typedef struct Image | 
|  | { | 
|  | __global uchar *ptr; | 
|  | int             offset_first_element_in_bytes; | 
|  | int             stride_x; | 
|  | int             stride_y; | 
|  | } Image; | 
|  |  | 
|  |  | 
|  | typedef struct Tensor3D | 
|  | { | 
|  | __global uchar *ptr; | 
|  | int             offset_first_element_in_bytes; | 
|  | int             stride_x; | 
|  | int             stride_y; | 
|  | int             stride_z; | 
|  | } Tensor3D; | 
|  |  | 
|  |  | 
|  | typedef struct Tensor4D | 
|  | { | 
|  | __global uchar *ptr; | 
|  | int             offset_first_element_in_bytes; | 
|  | int             stride_x; | 
|  | int             stride_y; | 
|  | int             stride_z; | 
|  | int             stride_w; | 
|  | } Tensor4D; | 
|  |  | 
|  |  | 
|  | inline Vector update_vector_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x) | 
|  | { | 
|  | Vector vector = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | }; | 
|  | vector.ptr += vector.offset_first_element_in_bytes + get_global_id(0) * step_x; | 
|  | return vector; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline 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) | 
|  | { | 
|  | Image img = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y | 
|  | }; | 
|  | img.ptr += img.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y; | 
|  | return img; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline 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) | 
|  | { | 
|  | Image img = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y | 
|  | }; | 
|  | 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; | 
|  | return img; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline 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) | 
|  | { | 
|  | Tensor3D tensor = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y, | 
|  | .stride_z                      = stride_z | 
|  | }; | 
|  | 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; | 
|  | return tensor; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline 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) | 
|  | { | 
|  | Tensor3D tensor = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y, | 
|  | .stride_z                      = stride_z | 
|  | }; | 
|  | return tensor; | 
|  | } | 
|  |  | 
|  | inline 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, | 
|  | uint step_w, | 
|  | uint mod_size) | 
|  | { | 
|  | Tensor4D tensor = | 
|  | { | 
|  | .ptr                           = ptr, | 
|  | .offset_first_element_in_bytes = offset_first_element_in_bytes, | 
|  | .stride_x                      = stride_x, | 
|  | .stride_y                      = stride_y, | 
|  | .stride_z                      = stride_z, | 
|  | .stride_w                      = stride_w | 
|  | }; | 
|  |  | 
|  | 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; | 
|  | return tensor; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global const uchar *vector_offset(const Vector *vec, int x) | 
|  | { | 
|  | return vec->ptr + x * vec->stride_x; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global uchar *offset(const Image *img, int x, int y) | 
|  | { | 
|  | return img->ptr + x * img->stride_x + y * img->stride_y; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global const uchar *tensor3D_offset(const Tensor3D *tensor, int x, int y, int z) | 
|  | { | 
|  | return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global const uchar *tensor4D_offset(const Tensor4D *tensor, int x, int y, int z, int w) | 
|  | { | 
|  | return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + w * tensor->stride_w; | 
|  | } | 
|  |  | 
|  |  | 
|  | inline __global const uchar *tensor3D_index2ptr(const Tensor3D *tensor, uint width, uint height, uint depth, uint index) | 
|  | { | 
|  | uint num_elements = width * height; | 
|  |  | 
|  | const uint z = index / num_elements; | 
|  |  | 
|  | index %= num_elements; | 
|  |  | 
|  | const uint y = index / width; | 
|  |  | 
|  | index %= width; | 
|  |  | 
|  | const uint x = index; | 
|  |  | 
|  | return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + tensor->offset_first_element_in_bytes; | 
|  | } | 
|  |  | 
|  | #endif | 
|  |  | 
|  | #ifndef SRC_CORE_CL_CL_KERNELS_TILE_HELPERS | 
|  | #define SRC_CORE_CL_CL_KERNELS_TILE_HELPERS | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  | #define TILE_VECTOR_SIZE1 1 | 
|  | #define TILE_VECTOR_SIZE2 2 | 
|  | #define TILE_VECTOR_SIZE3 3 | 
|  | #define TILE_VECTOR_SIZE4 4 | 
|  | #define TILE_VECTOR_SIZE5 8 | 
|  | #define TILE_VECTOR_SIZE6 8 | 
|  | #define TILE_VECTOR_SIZE7 8 | 
|  | #define TILE_VECTOR_SIZE8 8 | 
|  | #define TILE_VECTOR_SIZE9 16 | 
|  | #define TILE_VECTOR_SIZE10 16 | 
|  | #define TILE_VECTOR_SIZE11 16 | 
|  | #define TILE_VECTOR_SIZE12 16 | 
|  | #define TILE_VECTOR_SIZE13 16 | 
|  | #define TILE_VECTOR_SIZE14 16 | 
|  | #define TILE_VECTOR_SIZE15 16 | 
|  | #define TILE_VECTOR_SIZE16 16 | 
|  |  | 
|  | #define TILE_VECTOR_TYPE1(DATA_TYPE) DATA_TYPE##1 | 
|  | #define TILE_VECTOR_TYPE2(DATA_TYPE) DATA_TYPE##2 | 
|  | #define TILE_VECTOR_TYPE3(DATA_TYPE) DATA_TYPE##3 | 
|  | #define TILE_VECTOR_TYPE4(DATA_TYPE) DATA_TYPE##4 | 
|  | #define TILE_VECTOR_TYPE5(DATA_TYPE) DATA_TYPE##8 | 
|  | #define TILE_VECTOR_TYPE6(DATA_TYPE) DATA_TYPE##8 | 
|  | #define TILE_VECTOR_TYPE7(DATA_TYPE) DATA_TYPE##8 | 
|  | #define TILE_VECTOR_TYPE8(DATA_TYPE) DATA_TYPE##8 | 
|  | #define TILE_VECTOR_TYPE9(DATA_TYPE) DATA_TYPE##16 | 
|  | #define TILE_VECTOR_TYPE10(DATA_TYPE) DATA_TYPE##16 | 
|  | #define TILE_VECTOR_TYPE11(DATA_TYPE) DATA_TYPE##16 | 
|  | #define TILE_VECTOR_TYPE12(DATA_TYPE) DATA_TYPE##16 | 
|  | #define TILE_VECTOR_TYPE13(DATA_TYPE) DATA_TYPE##16 | 
|  | #define TILE_VECTOR_TYPE14(DATA_TYPE) DATA_TYPE##16 | 
|  | #define TILE_VECTOR_TYPE15(DATA_TYPE) DATA_TYPE##16 | 
|  | #define TILE_VECTOR_TYPE16(DATA_TYPE) DATA_TYPE##16 | 
|  |  | 
|  |  | 
|  | #define TILE(DATA_TYPE, H, W, BASENAME) TILE_STR(DATA_TYPE, H, W, BASENAME) | 
|  | #define TILE_STR(DATA_TYPE, H, W, BASENAME) \ | 
|  | union {                                 \ | 
|  | DATA_TYPE                      s[TILE_VECTOR_SIZE##W];                  \ | 
|  | TILE_VECTOR_TYPE##W(DATA_TYPE) v;                     \ | 
|  | } BASENAME[H] | 
|  |  | 
|  | #define TENSOR4D_IMAGE(name)          \ | 
|  | __read_only image2d_t name##_img, \ | 
|  | __global uchar *name##_ptr,       \ | 
|  | uint            name##_stride_x,  \ | 
|  | uint            name##_step_x,    \ | 
|  | uint            name##_stride_y,  \ | 
|  | uint            name##_step_y,    \ | 
|  | uint            name##_stride_z,  \ | 
|  | uint            name##_step_z,    \ | 
|  | uint            name##_stride_w,  \ | 
|  | uint            name##_step_w,    \ | 
|  | uint            name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR4D_BUFFER(name)    \ | 
|  | __global uchar *name##_ptr,  \ | 
|  | uint        name##_stride_x, \ | 
|  | uint        name##_step_x,   \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_step_y,   \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_step_z,   \ | 
|  | uint        name##_stride_w, \ | 
|  | uint        name##_step_w,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR4D_STR(name, type) TENSOR4D_##type(name) | 
|  | #define TENSOR4D(name, type) TENSOR4D_STR(name, type) | 
|  |  | 
|  | #define TENSOR4D_T_IMAGE(name)          \ | 
|  | __read_only image2d_t name##_img, \ | 
|  | __global uchar *name##_ptr,       \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_stride_w, \ | 
|  | uint        name##_c,   \ | 
|  | uint        name##_w,   \ | 
|  | uint        name##_h,   \ | 
|  | uint        name##_n,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR4D_T_BUFFER(name)    \ | 
|  | __global uchar *name##_ptr,  \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_stride_w, \ | 
|  | uint        name##_c,   \ | 
|  | uint        name##_w,   \ | 
|  | uint        name##_h,   \ | 
|  | uint        name##_n,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR4D_T_STR(name, type) TENSOR4D_T_##type(name) | 
|  |  | 
|  |  | 
|  | #define TENSOR4D_T(name, type) TENSOR4D_T_STR(name, type) | 
|  |  | 
|  | #define TENSOR4D_RO_T_IMAGE(name)          \ | 
|  | __read_only image2d_t name##_img, \ | 
|  | TENSOR4D_T_BUFFER(name) | 
|  |  | 
|  | #define TENSOR4D_RO_T_BUFFER(name) TENSOR4D_T_BUFFER(name) | 
|  |  | 
|  | #define TENSOR4D_RO_T_STR(name, type) TENSOR4D_RO_T_##type(name) | 
|  |  | 
|  |  | 
|  | #define TENSOR4D_RO_T(name, type) TENSOR4D_RO_T_STR(name, type) | 
|  |  | 
|  | #define TENSOR4D_WO_T_IMAGE(name)          \ | 
|  | __write_only image2d_t name##_img, \ | 
|  | TENSOR4D_T_BUFFER(name) | 
|  |  | 
|  | #define TENSOR4D_WO_T_BUFFER(name) TENSOR4D_T_BUFFER(name) | 
|  |  | 
|  | #define TENSOR4D_WO_T_STR(name, type) TENSOR4D_WO_T_##type(name) | 
|  |  | 
|  |  | 
|  | #define TENSOR4D_WO_T(name, type) TENSOR4D_WO_T_STR(name, type) | 
|  |  | 
|  | #define TENSOR3D_T_IMAGE(name)          \ | 
|  | __read_only image2d_t name##_img, \ | 
|  | __global uchar *name##_ptr,       \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_w,   \ | 
|  | uint        name##_h,   \ | 
|  | uint        name##_n,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR3D_T_BUFFER(name)    \ | 
|  | __global uchar *name##_ptr,  \ | 
|  | uint        name##_stride_y, \ | 
|  | uint        name##_stride_z, \ | 
|  | uint        name##_w,   \ | 
|  | uint        name##_h,   \ | 
|  | uint        name##_n,   \ | 
|  | uint        name##_offset_first_element_in_bytes | 
|  |  | 
|  | #define TENSOR3D_T_STR(name, type) TENSOR3D_T_##type(name) | 
|  | #define TENSOR3D_T(name, type) TENSOR3D_T_STR(name, type) | 
|  |  | 
|  | #if !defined(UNROLL_WITH_PRAGMA) | 
|  | #define UNROLL_INCR(idx, step, macro) idx += (step); (macro) | 
|  |  | 
|  | #define LOOP_UNROLLING_1(idx, step, macro) (macro) | 
|  | #define LOOP_UNROLLING_2(idx, step, macro) LOOP_UNROLLING_1(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_3(idx, step, macro) LOOP_UNROLLING_2(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_4(idx, step, macro) LOOP_UNROLLING_3(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_5(idx, step, macro) LOOP_UNROLLING_4(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_6(idx, step, macro) LOOP_UNROLLING_5(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_7(idx, step, macro) LOOP_UNROLLING_6(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_8(idx, step, macro) LOOP_UNROLLING_7(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_9(idx, step, macro) LOOP_UNROLLING_8(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_10(idx, step, macro) LOOP_UNROLLING_9(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_11(idx, step, macro) LOOP_UNROLLING_10(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_12(idx, step, macro) LOOP_UNROLLING_11(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_13(idx, step, macro) LOOP_UNROLLING_12(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_14(idx, step, macro) LOOP_UNROLLING_13(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_15(idx, step, macro) LOOP_UNROLLING_14(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_16(idx, step, macro) LOOP_UNROLLING_15(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_17(idx, step, macro) LOOP_UNROLLING_16(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_18(idx, step, macro) LOOP_UNROLLING_17(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_19(idx, step, macro) LOOP_UNROLLING_18(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_20(idx, step, macro) LOOP_UNROLLING_19(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_21(idx, step, macro) LOOP_UNROLLING_20(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_22(idx, step, macro) LOOP_UNROLLING_21(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_23(idx, step, macro) LOOP_UNROLLING_22(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_24(idx, step, macro) LOOP_UNROLLING_23(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_25(idx, step, macro) LOOP_UNROLLING_24(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_26(idx, step, macro) LOOP_UNROLLING_25(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_27(idx, step, macro) LOOP_UNROLLING_26(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_28(idx, step, macro) LOOP_UNROLLING_27(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_29(idx, step, macro) LOOP_UNROLLING_28(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_30(idx, step, macro) LOOP_UNROLLING_29(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_31(idx, step, macro) LOOP_UNROLLING_30(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_32(idx, step, macro) LOOP_UNROLLING_31(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_33(idx, step, macro) LOOP_UNROLLING_32(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_34(idx, step, macro) LOOP_UNROLLING_33(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_35(idx, step, macro) LOOP_UNROLLING_34(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_36(idx, step, macro) LOOP_UNROLLING_35(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_37(idx, step, macro) LOOP_UNROLLING_36(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_38(idx, step, macro) LOOP_UNROLLING_37(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_39(idx, step, macro) LOOP_UNROLLING_38(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_40(idx, step, macro) LOOP_UNROLLING_39(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_41(idx, step, macro) LOOP_UNROLLING_40(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_42(idx, step, macro) LOOP_UNROLLING_41(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_43(idx, step, macro) LOOP_UNROLLING_42(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_44(idx, step, macro) LOOP_UNROLLING_43(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_45(idx, step, macro) LOOP_UNROLLING_44(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_46(idx, step, macro) LOOP_UNROLLING_45(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_47(idx, step, macro) LOOP_UNROLLING_46(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_48(idx, step, macro) LOOP_UNROLLING_47(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_49(idx, step, macro) LOOP_UNROLLING_48(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_50(idx, step, macro) LOOP_UNROLLING_49(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_51(idx, step, macro) LOOP_UNROLLING_50(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_52(idx, step, macro) LOOP_UNROLLING_51(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_53(idx, step, macro) LOOP_UNROLLING_52(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_54(idx, step, macro) LOOP_UNROLLING_53(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_55(idx, step, macro) LOOP_UNROLLING_54(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_56(idx, step, macro) LOOP_UNROLLING_55(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_57(idx, step, macro) LOOP_UNROLLING_56(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_58(idx, step, macro) LOOP_UNROLLING_57(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_59(idx, step, macro) LOOP_UNROLLING_58(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_60(idx, step, macro) LOOP_UNROLLING_59(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_61(idx, step, macro) LOOP_UNROLLING_60(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_62(idx, step, macro) LOOP_UNROLLING_61(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_63(idx, step, macro) LOOP_UNROLLING_62(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_64(idx, step, macro) LOOP_UNROLLING_63(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_65(idx, step, macro) LOOP_UNROLLING_64(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_66(idx, step, macro) LOOP_UNROLLING_65(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_67(idx, step, macro) LOOP_UNROLLING_66(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_68(idx, step, macro) LOOP_UNROLLING_67(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_69(idx, step, macro) LOOP_UNROLLING_68(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_70(idx, step, macro) LOOP_UNROLLING_69(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_71(idx, step, macro) LOOP_UNROLLING_70(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_72(idx, step, macro) LOOP_UNROLLING_71(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_73(idx, step, macro) LOOP_UNROLLING_72(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_74(idx, step, macro) LOOP_UNROLLING_73(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_75(idx, step, macro) LOOP_UNROLLING_74(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_76(idx, step, macro) LOOP_UNROLLING_75(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_77(idx, step, macro) LOOP_UNROLLING_76(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_78(idx, step, macro) LOOP_UNROLLING_77(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_79(idx, step, macro) LOOP_UNROLLING_78(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_80(idx, step, macro) LOOP_UNROLLING_79(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_81(idx, step, macro) LOOP_UNROLLING_80(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_82(idx, step, macro) LOOP_UNROLLING_81(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_83(idx, step, macro) LOOP_UNROLLING_82(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_84(idx, step, macro) LOOP_UNROLLING_83(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_85(idx, step, macro) LOOP_UNROLLING_84(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_86(idx, step, macro) LOOP_UNROLLING_85(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_87(idx, step, macro) LOOP_UNROLLING_86(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_88(idx, step, macro) LOOP_UNROLLING_87(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_89(idx, step, macro) LOOP_UNROLLING_88(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_90(idx, step, macro) LOOP_UNROLLING_89(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_91(idx, step, macro) LOOP_UNROLLING_90(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_92(idx, step, macro) LOOP_UNROLLING_91(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_93(idx, step, macro) LOOP_UNROLLING_92(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_94(idx, step, macro) LOOP_UNROLLING_93(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_95(idx, step, macro) LOOP_UNROLLING_94(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_96(idx, step, macro) LOOP_UNROLLING_95(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_97(idx, step, macro) LOOP_UNROLLING_96(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_98(idx, step, macro) LOOP_UNROLLING_97(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_99(idx, step, macro) LOOP_UNROLLING_98(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_100(idx, step, macro) LOOP_UNROLLING_99(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_101(idx, step, macro) LOOP_UNROLLING_100(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_102(idx, step, macro) LOOP_UNROLLING_101(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_103(idx, step, macro) LOOP_UNROLLING_102(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_104(idx, step, macro) LOOP_UNROLLING_103(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_105(idx, step, macro) LOOP_UNROLLING_104(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_106(idx, step, macro) LOOP_UNROLLING_105(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_107(idx, step, macro) LOOP_UNROLLING_106(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_108(idx, step, macro) LOOP_UNROLLING_107(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_109(idx, step, macro) LOOP_UNROLLING_108(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_110(idx, step, macro) LOOP_UNROLLING_109(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_111(idx, step, macro) LOOP_UNROLLING_110(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_112(idx, step, macro) LOOP_UNROLLING_111(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_113(idx, step, macro) LOOP_UNROLLING_112(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_114(idx, step, macro) LOOP_UNROLLING_113(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_115(idx, step, macro) LOOP_UNROLLING_114(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_116(idx, step, macro) LOOP_UNROLLING_115(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_117(idx, step, macro) LOOP_UNROLLING_116(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_118(idx, step, macro) LOOP_UNROLLING_117(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_119(idx, step, macro) LOOP_UNROLLING_118(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_120(idx, step, macro) LOOP_UNROLLING_119(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_121(idx, step, macro) LOOP_UNROLLING_120(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_122(idx, step, macro) LOOP_UNROLLING_121(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_123(idx, step, macro) LOOP_UNROLLING_122(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_124(idx, step, macro) LOOP_UNROLLING_123(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_125(idx, step, macro) LOOP_UNROLLING_124(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_126(idx, step, macro) LOOP_UNROLLING_125(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_127(idx, step, macro) LOOP_UNROLLING_126(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  | #define LOOP_UNROLLING_128(idx, step, macro) LOOP_UNROLLING_127(idx, step, macro); UNROLL_INCR(idx, step, macro) | 
|  |  | 
|  | #define LOOP_UNROLLING_STR(type, idx, start, step, num, macro) \ | 
|  | {                                                          \ | 
|  | type idx = start;                                      \ | 
|  | LOOP_UNROLLING_##num(idx, step, macro);                \ | 
|  | } | 
|  | #else | 
|  | #define LOOP_UNROLLING_STR(type, idx, start, step, num, macro) \ | 
|  | {                                                          \ | 
|  | _Pragma("unroll")                                      \ | 
|  | for(type idx = start; idx < (num * step); idx += step) \ | 
|  | {                                                      \ | 
|  | (macro);                                           \ | 
|  | }                                                      \ | 
|  | } | 
|  | #endif | 
|  | #define LOOP_UNROLLING(type, idx, start, step, num, macro) LOOP_UNROLLING_STR(type, idx, start, step, num, macro) | 
|  |  | 
|  |  | 
|  | #define GET_SPATIAL_IDX(IDX, N0, PARTIAL_N0) (max((int)(get_global_id(IDX) * N0 - (N0 - PARTIAL_N0) % N0), 0)) | 
|  |  | 
|  |  | 
|  | #define DOT_PRODUCT_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, b, c) DOT_PRODUCT_INTEGER8_STR(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, b, c) | 
|  | #define DOT_PRODUCT_INTEGER8_STR(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, b, c) DOT_PRODUCT##K0##_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) | 
|  | #define DOT_PRODUCT1_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | c += (C_DATA_TYPE)(a) * (C_DATA_TYPE)(b);     \ | 
|  | }) | 
|  | #if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_khr_integer_dot_product) | 
|  | #define DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += dot((A_DATA_TYPE##4)((a).s01, (A_DATA_TYPE##2)(0)), (B_DATA_TYPE##4)(((b).s01), (B_DATA_TYPE##2)(0))); | 
|  | #define DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += dot((A_DATA_TYPE##4)((a).s012, (A_DATA_TYPE)0), (B_DATA_TYPE##4)(((b).s012), (B_DATA_TYPE)0)); | 
|  | #define DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += dot((a), (b)); | 
|  | #elif defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8) | 
|  | #define DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c = arm_dot_acc((A_DATA_TYPE##4)((a).s01, (A_DATA_TYPE##2)(0)), (B_DATA_TYPE##4)(((b).s01), (B_DATA_TYPE##2)(0)), (c)); | 
|  | #define DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c = arm_dot_acc((A_DATA_TYPE##4)((a).s012, (A_DATA_TYPE)0), (B_DATA_TYPE##4)(((b).s012), (B_DATA_TYPE)0), (c)); | 
|  | #define DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c = arm_dot_acc((a), (b), (c)); | 
|  | #elif defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8) | 
|  | #define DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += arm_dot((A_DATA_TYPE##4)((a).s01, (A_DATA_TYPE##2)(0)), (B_DATA_TYPE##4)(((b).s01), (B_DATA_TYPE##2)(0))); | 
|  | #define DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += arm_dot((A_DATA_TYPE##4)((a).s012, (A_DATA_TYPE)0), (B_DATA_TYPE##4)(((b).s012), (B_DATA_TYPE)0)); | 
|  | #define DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) c += arm_dot((a), (b)); | 
|  | #else | 
|  | #define DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c)   \ | 
|  | ({                                                  \ | 
|  | c += (C_DATA_TYPE)(a).s0 * (C_DATA_TYPE)(b).s0; \ | 
|  | c += (C_DATA_TYPE)(a).s1 * (C_DATA_TYPE)(b).s1; \ | 
|  | }) | 
|  | #define DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c)   \ | 
|  | ({                                                  \ | 
|  | DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c);  \ | 
|  | c += (C_DATA_TYPE)(a).s2 * (C_DATA_TYPE)(b).s2; \ | 
|  | }) | 
|  | #define DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, x, y, val)   \ | 
|  | ({                                                    \ | 
|  | val += (C_DATA_TYPE)(x).s0 * (C_DATA_TYPE)(y).s0; \ | 
|  | val += (C_DATA_TYPE)(x).s1 * (C_DATA_TYPE)(y).s1; \ | 
|  | val += (C_DATA_TYPE)(x).s2 * (C_DATA_TYPE)(y).s2; \ | 
|  | val += (C_DATA_TYPE)(x).s3 * (C_DATA_TYPE)(y).s3; \ | 
|  | }) | 
|  | #endif | 
|  | #define DOT_PRODUCT5_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s0123), ((b).s0123), c);     \ | 
|  | DOT_PRODUCT1_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s4), ((b).s4), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT6_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s0123), ((b).s0123), c);     \ | 
|  | DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s45), ((b).s45), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT7_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s0123), ((b).s0123), c);     \ | 
|  | DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s456), ((b).s456), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).lo), ((b).lo), c);     \ | 
|  | DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).hi), ((b).hi), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT9_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \ | 
|  | DOT_PRODUCT1_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s8), ((b).s8), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT10_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \ | 
|  | DOT_PRODUCT2_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89), ((b).s89), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT11_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \ | 
|  | DOT_PRODUCT3_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89A), ((b).s89A), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT12_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \ | 
|  | DOT_PRODUCT4_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89AB), ((b).s89AB), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT13_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \ | 
|  | DOT_PRODUCT5_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89ABC), ((b).s89ABC), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT14_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \ | 
|  | DOT_PRODUCT6_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89ABCD), ((b).s89ABCD), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT15_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                \ | 
|  | DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s01234567), ((b).s01234567), c);     \ | 
|  | DOT_PRODUCT7_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).s89ABCDE), ((b).s89ABCDE), c);     \ | 
|  | }) | 
|  | #define DOT_PRODUCT16_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, a, b, c) \ | 
|  | ({                                                 \ | 
|  | DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).lo), ((b).lo), c);      \ | 
|  | DOT_PRODUCT8_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, ((a).hi), ((b).hi), c);      \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define REDUCE_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, c) REDUCE_INTEGER8_STR(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, c) | 
|  | #define REDUCE_INTEGER8_STR(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, c) DOT_PRODUCT_INTEGER8(A_DATA_TYPE, B_DATA_TYPE, C_DATA_TYPE, K0, a, (TILE_VECTOR_TYPE##K0(B_DATA_TYPE))1, c) | 
|  |  | 
|  |  | 
|  | #define V_LOAD(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y) V_LOAD_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y) | 
|  | #define V_LOAD_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y) V_LOAD_##TENSOR_TYPE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y) | 
|  | #define V_LOAD_BUFFER(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y) \ | 
|  | VLOAD(WIDTH)                                                \ | 
|  | (0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (Y) * (STRIDE_Y))) | 
|  | #define V_LOAD_IMAGE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y) READ_IMAGE2D(DATA_TYPE, CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(WIDTH), TENSOR##_img, (X) / 4, (Y)) | 
|  |  | 
|  |  | 
|  | #define V_STORE(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y, VALUES) V_STORE_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y, VALUES) | 
|  | #define V_STORE_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y, VALUES) V_STORE_##TENSOR_TYPE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y, VALUES) | 
|  | #define V_STORE_BUFFER(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y, VALUES) \ | 
|  | VSTORE(WIDTH)                                                \ | 
|  | (VALUES, 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (Y) * (STRIDE_Y))) | 
|  | #define V_STORE_IMAGE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y, VALUES) WRITE_IMAGE2D(DATA_TYPE, CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(WIDTH), TENSOR##_img, (X) / 4, (Y), VALUES) | 
|  |  | 
|  |  | 
|  | #define T_LOAD(DATA_TYPE, HEIGHT, WIDTH, TENSOR_TYPE, TENSOR, X, Y, YI_MULTIPLIER, STRIDE_Y, dst)                      \ | 
|  | ({                                                                                                                 \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                          \ | 
|  | {                                                                                                              \ | 
|  | dst[_i].v = V_LOAD(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, ((Y) + _i * (int)(YI_MULTIPLIER)), STRIDE_Y); \ | 
|  | })                                                                                                             \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_LOAD_INDIRECT(DATA_TYPE, HEIGHT, WIDTH, TENSOR_TYPE, TENSOR, X, STRIDE_Y, indirect_y, dst)    \ | 
|  | ({                                                                                                  \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                           \ | 
|  | {                                                                                               \ | 
|  | dst[_i].v = V_LOAD(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, (indirect_y[_i].v), STRIDE_Y); \ | 
|  | })                                                                                              \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_LOAD_INDIRECT_WIDTH_SELECT(DATA_TYPE, HEIGHT, WIDTH0, WIDTH1, TENSOR_TYPE, TENSOR, X, STRIDE_Y, WIDTH1_CONDITION, dst, indirect_y)                                                      \ | 
|  | ({                                                                                                                                                                                             \ | 
|  | if(WIDTH1_CONDITION)                                                                                                                                                                       \ | 
|  | {                                                                                                                                                                                          \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                                                                                                  \ | 
|  | {                                                                                                                                                                                      \ | 
|  | VLOAD_PARTIAL(WIDTH0, WIDTH1)                                                         \ | 
|  | (dst[HEIGHT - 1 - _i].v, 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (indirect_y[HEIGHT - 1 - _i].v) * STRIDE_Y));               \ | 
|  | })                                                                                                                                                                                     \ | 
|  | }                                                                                                                                                                                          \ | 
|  | else                                                                                                                                                                                       \ | 
|  | {                                                                                                                                                                                          \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                                                                                                  \ | 
|  | {                                                                                                                                                                                      \ | 
|  | dst[HEIGHT - 1 - _i].v = V_LOAD(DATA_TYPE, WIDTH0, TENSOR_TYPE, TENSOR, X, (indirect_y[HEIGHT - 1 - _i].v), STRIDE_Y); \ | 
|  | })                                                                                                                                                                                     \ | 
|  | }                                                                                                                                                                                          \ | 
|  | }) | 
|  |  | 
|  | #define T_LOAD_NHWC(DATA_TYPE, TILE_HEIGHT, TILE_WIDTH, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, STRIDE_Y, dst)   \ | 
|  | ({                                                                                                                                                \ | 
|  | LOOP_UNROLLING(int, _yk, 0, 1, TILE_HEIGHT,                                                                                                   \ | 
|  | {                                                                                                                                             \ | 
|  | LOOP_UNROLLING(int, _xk, 0, 1, TILE_WIDTH,                                                                                                \ | 
|  | {                                                                                                                                         \ | 
|  | int _src_y = (X) + _xk + ((Y) + _yk) * (TENSOR_WIDTH);                                                                                \ | 
|  | _src_y    += (B) * (int)(TENSOR_WIDTH) * (int)(TENSOR_HEIGHT);                                                                        \ | 
|  | int _src_valid_y = (((X) + _xk) >= 0 && ((X) + _xk) < (int)(TENSOR_WIDTH) && ((Y) + _yk) >= 0 && ((Y) + _yk) < (int)(TENSOR_HEIGHT)); \ | 
|  | if(_src_valid_y != 0)                                                                                                                 \ | 
|  | {                                                                                                                                     \ | 
|  | dst[_xk + _yk * (TILE_WIDTH)].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, _src_y, STRIDE_Y);                     \ | 
|  | }                                                                                                                                     \ | 
|  | })                                                                                                                                        \ | 
|  | })                                                                                                                                            \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_LOAD_NHWC_WITH_DILATION(DATA_TYPE, TILE_HEIGHT, TILE_WIDTH, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, DILATION_X, DILATION_Y, BOUNDARY_CHECK, dst)         \ | 
|  | ({ \ | 
|  | LOOP_UNROLLING(int, _yk, 0, 1, TILE_HEIGHT, \ | 
|  | { \ | 
|  | LOOP_UNROLLING(int, _xk, 0, 1, TILE_WIDTH, \ | 
|  | { \ | 
|  | int _src_y = (X) + _xk * (DILATION_X); \ | 
|  | int _src_z = ((Y) + _yk * (DILATION_Y)); \ | 
|  | int _src_w    = (B); \ | 
|  | bool _src_valid_y = (((X) + _xk * (DILATION_X)) >= 0) && (((X) + _xk * (DILATION_X)) < (int)(TENSOR_WIDTH)) && (((Y) + _yk * (DILATION_Y)) >= 0) && (((Y) + _yk * (DILATION_Y)) < (int)(TENSOR_HEIGHT)); \ | 
|  | if(!(BOUNDARY_CHECK)) \ | 
|  | { \ | 
|  | dst[_xk + _yk * (TILE_WIDTH)].v = VLOAD(TILE_CHANNELS)                                                \ | 
|  | (0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (C) * sizeof(DATA_TYPE) + (_src_y) * (TENSOR##_stride_y) + (_src_z) * (TENSOR##_stride_z) + (_src_w) * (TENSOR##_stride_w))); \ | 
|  | } \ | 
|  | else \ | 
|  | { \ | 
|  | if(_src_valid_y) \ | 
|  | { \ | 
|  | dst[_xk + _yk * (TILE_WIDTH)].v = VLOAD(TILE_CHANNELS)                                                \ | 
|  | (0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (C) * sizeof(DATA_TYPE) + (_src_y) * (TENSOR##_stride_y) + (_src_z) * (TENSOR##_stride_z) + (_src_w) * (TENSOR##_stride_w))); \ | 
|  | }                                                                                                                                                                                                 \ | 
|  | } \ | 
|  | })                                                                                                                                                                                                             \ | 
|  | })                                                                                                                                                                                                             \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_LOAD_NHWC_INDIRECT(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, STRIDE_Y, xi, yi, dst)                \ | 
|  | ({                                                                                                                                                                \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, TILE_AREA,                                                                                                                      \ | 
|  | {                                                                                                                                                             \ | 
|  | int _src_y = (X) + xi[_i].v + ((Y) + yi[_i].v) * (TENSOR_WIDTH);                                                                                          \ | 
|  | _src_y += (B) * (int)(TENSOR_WIDTH) * (int)(TENSOR_HEIGHT);                                                                                               \ | 
|  | int _src_valid_y = (((X) + xi[_i].v) >= 0 && ((X) + xi[_i].v) < (int)(TENSOR_WIDTH) && ((Y) + yi[_i].v) >= 0 && ((Y) + yi[_i].v) < (int)(TENSOR_HEIGHT)); \ | 
|  | if(_src_valid_y != 0)                                                                                                                                     \ | 
|  | {                                                                                                                                                         \ | 
|  | dst[_i].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, _src_y, STRIDE_Y);                                                               \ | 
|  | }                                                                                                                                                         \ | 
|  | })                                                                                                                                                            \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_LOAD2D_INDIRECT(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) T_LOAD2D_INDIRECT_STR(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) | 
|  | #define T_LOAD2D_INDIRECT_STR(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) T_LOAD2D_INDIRECT_##TENSOR_TYPE(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) | 
|  | #define T_LOAD2D_INDIRECT_BUFFER(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) \ | 
|  | ({ \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, TILE_AREA, \ | 
|  | { \ | 
|  | if(yi[0].s[_i] >= 0) \ | 
|  | { \ | 
|  | dst[_i].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, yi[0].s[_i], STRIDE_Y); \ | 
|  | } \ | 
|  | }) \ | 
|  | }) | 
|  |  | 
|  | #define T_LOAD2D_INDIRECT_IMAGE(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, STRIDE_Y, yi, dst) \ | 
|  | ({ \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, TILE_AREA, \ | 
|  | { \ | 
|  | dst[_i].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, yi[0].s[_i], STRIDE_Y); \ | 
|  | }) \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_LOAD_NDHWC_INDIRECT(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Z, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, TENSOR_DEPTH, STRIDE_Y, xi, yi, zi, dst) \ | 
|  | ({                                                                                                                                                                \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, TILE_AREA,                                                                                                                      \ | 
|  | {                                                                                                                                                             \ | 
|  | int _src_y = (X) + xi[_i].v + ((Y) + yi[_i].v) * (TENSOR_WIDTH) + ((Z) + zi[_i].v) * (TENSOR_WIDTH * TENSOR_HEIGHT);                                      \ | 
|  | _src_y += (B) * (int)(TENSOR_WIDTH) * (int)(TENSOR_HEIGHT) * (int)(TENSOR_DEPTH);                                                                         \ | 
|  | int _src_valid_y = (((X) + xi[_i].v) >= 0 && ((X) + xi[_i].v) < (int)(TENSOR_WIDTH) && ((Y) + yi[_i].v) >= 0 && ((Y) + yi[_i].v) < (int)(TENSOR_HEIGHT)   \ | 
|  | && ((Z) + zi[_i].v) >= 0 && ((Z) + zi[_i].v) < (int)(TENSOR_DEPTH));                                                                     \ | 
|  | if(_src_valid_y != 0)                                                                                                                                     \ | 
|  | {                                                                                                                                                         \ | 
|  | dst[_i].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, _src_y, STRIDE_Y);                                                               \ | 
|  | }                                                                                                                                                         \ | 
|  | })                                                                                                                                                            \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_STORE_INDIRECT_WIDTH_SELECT(DATA_TYPE, HEIGHT, WIDTH0, WIDTH1, TENSOR_TYPE, TENSOR, X, STRIDE_Y, WIDTH1_CONDITION, src, indirect_y)                                                      \ | 
|  | ({                                                                                                                                                                                             \ | 
|  | if(WIDTH1_CONDITION)                                                                                                                                                                       \ | 
|  | {                                                                                                                                                                                          \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                                                                                                  \ | 
|  | {                                                                                                                                                                                      \ | 
|  | VSTORE_PARTIAL(WIDTH0, WIDTH1)                                                                                                                                                     \ | 
|  | (CONVERT(src[HEIGHT - 1 - _i].v, VEC_DATA_TYPE(DATA_TYPE, WIDTH0)), 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (indirect_y[HEIGHT - 1 - _i].v) * STRIDE_Y)); \ | 
|  | })                                                                                                                                                                                     \ | 
|  | }                                                                                                                                                                                          \ | 
|  | else                                                                                                                                                                                       \ | 
|  | {                                                                                                                                                                                          \ | 
|  | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT,                                                                                                                                                  \ | 
|  | {                                                                                                                                                                                      \ | 
|  | VSTORE(WIDTH0)                                                                                                                                                                     \ | 
|  | (CONVERT(src[HEIGHT - 1 - _i].v, VEC_DATA_TYPE(DATA_TYPE, WIDTH0)), 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (indirect_y[HEIGHT - 1 - _i].v) * STRIDE_Y)); \ | 
|  | })                                                                                                                                                                                     \ | 
|  | }                                                                                                                                                                                          \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_OFFSET_CORRECTION(ACC_DATA_TYPE, M0, N0, K0, SRC_OFFSET, WEI_OFFSET, lhs, rhs, dst)        \ | 
|  | ({                                                                                               \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                                                           \ | 
|  | {                                                                                            \ | 
|  | ACC_DATA_TYPE _tm = 0;                                                                   \ | 
|  | LOOP_UNROLLING(int, _k0, 0, 1, K0,                                                       \ | 
|  | {                                                                                        \ | 
|  | _tm += ((ACC_DATA_TYPE)lhs[_m0].s[_k0] * (ACC_DATA_TYPE)WEI_OFFSET);                 \ | 
|  | })                                                                                       \ | 
|  | LOOP_UNROLLING(int, _n0, 0, 1, N0,                                                       \ | 
|  | {                                                                                        \ | 
|  | dst[_m0].s[_n0] += _tm;                                                              \ | 
|  | LOOP_UNROLLING(int, _k0, 0, 1, K0,                                                   \ | 
|  | {                                                                                    \ | 
|  | dst[_m0].s[_n0] += ((ACC_DATA_TYPE)rhs[_n0].s[_k0] * (ACC_DATA_TYPE)SRC_OFFSET); \ | 
|  | })                                                                                   \ | 
|  | })                                                                                       \ | 
|  | })                                                                                          \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_QUANTIZE8(SRC_DATA_TYPE, DST_DATA_TYPE, QUANTIZATION_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst) T_QUANTIZE8_STR(SRC_DATA_TYPE, DST_DATA_TYPE, QUANTIZATION_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst) | 
|  | #define T_QUANTIZE8_STR(SRC_DATA_TYPE, DST_DATA_TYPE, QUANTIZATION_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst) T_QUANTIZE8_##QUANTIZATION_TYPE(SRC_DATA_TYPE, DST_DATA_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst) | 
|  |  | 
|  |  | 
|  | #define T_QUANTIZE8_PER_TENSOR(SRC_DATA_TYPE, DST_DATA_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst)                          \ | 
|  | ({ \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ | 
|  | { \ | 
|  | LOOP_UNROLLING(int, _n0, 0, 1, N0, \ | 
|  | { \ | 
|  | SRC_DATA_TYPE _tmp = 0; \ | 
|  | SRC_DATA_TYPE _src = src[_m0].s[_n0]; \ | 
|  | _src *= select((SRC_DATA_TYPE)1, ((SRC_DATA_TYPE)1 << (SRC_DATA_TYPE)(-DST_SHIFT)), ((SRC_DATA_TYPE)DST_SHIFT < (SRC_DATA_TYPE)0)); \ | 
|  | SRC_DATA_TYPE overflow = _src == DST_MULTIPLIER && _src == INT_MIN; \ | 
|  | long a_64 = (long)(_src); \ | 
|  | long b_64 = (long)(DST_MULTIPLIER); \ | 
|  | long ab_64 = a_64 * b_64; \ | 
|  | long mask1 = 1 << 30; \ | 
|  | long mask2 = 1 - (1 << 30); \ | 
|  | long is_positive_or_zero = ab_64 >= 0; \ | 
|  | long nudge = select(mask2, mask1, is_positive_or_zero); \ | 
|  | SRC_DATA_TYPE ab_x2_high32 = CONVERT((ab_64 + nudge) / (long)(1ll << 31), SRC_DATA_TYPE); \ | 
|  | _tmp = select(ab_x2_high32, (SRC_DATA_TYPE)INT_MAX, overflow); \ | 
|  | if(DST_SHIFT >= 0) \ | 
|  | { \ | 
|  | long mask = ((((int)1) << DST_SHIFT) - (long)1); \ | 
|  | long threshold = _tmp < (int)0 ? (mask >> 1) + (long)1 : (mask >> 1) + 0; \ | 
|  | _tmp = (_tmp & mask) > threshold ? (_tmp >> DST_SHIFT) + (int)1 : (_tmp >> DST_SHIFT); \ | 
|  | } \ | 
|  | _tmp += DST_OFFSET; \ | 
|  | dst[_m0].s[_n0] = CONVERT_SAT(_tmp, DST_DATA_TYPE);                                                                            \ | 
|  | })                                                                                                                                          \ | 
|  | })                                                                                                                                          \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_QUANTIZE8_PER_CHANNEL(SRC_DATA_TYPE, DST_DATA_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst_multipliers, dst_shifts, dst)                          \ | 
|  | ({ \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ | 
|  | { \ | 
|  | LOOP_UNROLLING(int, _n0, 0, 1, N0, \ | 
|  | { \ | 
|  | SRC_DATA_TYPE _tmp = 0; \ | 
|  | SRC_DATA_TYPE _tmp2 = 0; \ | 
|  | SRC_DATA_TYPE _src = src[_m0].s[_n0]; \ | 
|  | SRC_DATA_TYPE _dst_multiplier = dst_multipliers[0].s[_n0]; \ | 
|  | SRC_DATA_TYPE _dst_shift = dst_shifts[0].s[_n0]; \ | 
|  | _src *= select((SRC_DATA_TYPE)1, ((SRC_DATA_TYPE)1 << (SRC_DATA_TYPE)(-_dst_shift)), ((SRC_DATA_TYPE)_dst_shift < (SRC_DATA_TYPE)0)); \ | 
|  | SRC_DATA_TYPE overflow = _src == _dst_multiplier && _src == INT_MIN; \ | 
|  | long a_64 = (long)(_src); \ | 
|  | long b_64 = (long)(_dst_multiplier); \ | 
|  | long ab_64 = a_64 * b_64; \ | 
|  | long mask1 = 1 << 30; \ | 
|  | long mask2 = 1 - (1 << 30); \ | 
|  | long is_positive_or_zero = ab_64 >= 0; \ | 
|  | long nudge = select(mask2, mask1, is_positive_or_zero); \ | 
|  | SRC_DATA_TYPE ab_x2_high32 = CONVERT((ab_64 + nudge) / (long)(1ll << 31), SRC_DATA_TYPE); \ | 
|  | _tmp = select(ab_x2_high32, (SRC_DATA_TYPE)INT_MAX, overflow); \ | 
|  | long mask = ((((int)1) << _dst_shift) - (int)1); \ | 
|  | long threshold = (mask >> 1) + any(_tmp); \ | 
|  | _tmp2 = _tmp >> _dst_shift; \ | 
|  | _tmp2 += select(0, 1, (_tmp & mask) > threshold); \ | 
|  | _tmp = select(_tmp, _tmp2, _dst_shift >= 0); \ | 
|  | _tmp += DST_OFFSET; \ | 
|  | dst[_m0].s[_n0] = CONVERT_SAT(_tmp, DST_DATA_TYPE);                                                                            \ | 
|  | })                                                                                                                                          \ | 
|  | })                                                                                                                                         \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_QUANTIZE8_ASYMMETRIC(SRC_DATA_TYPE, DST_DATA_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst)                          \ | 
|  | ({ \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ | 
|  | { \ | 
|  | LOOP_UNROLLING(int, _n0, 0, 1, N0, \ | 
|  | { \ | 
|  | SRC_DATA_TYPE _tmp = 0; \ | 
|  | SRC_DATA_TYPE _src = src[_m0].s[_n0]; \ | 
|  | _src *= select((SRC_DATA_TYPE)1, ((SRC_DATA_TYPE)1 << (SRC_DATA_TYPE)(-DST_SHIFT)), ((SRC_DATA_TYPE)DST_SHIFT < (SRC_DATA_TYPE)0)); \ | 
|  | SRC_DATA_TYPE overflow = _src == DST_MULTIPLIER && _src == INT_MIN; \ | 
|  | long a_64 = (long)(_src); \ | 
|  | long b_64 = (long)(DST_MULTIPLIER); \ | 
|  | long ab_64 = a_64 * b_64; \ | 
|  | long mask1 = 1 << 30; \ | 
|  | long mask2 = 1 - (1 << 30); \ | 
|  | long is_positive_or_zero = ab_64 >= 0; \ | 
|  | long nudge = select(mask2, mask1, is_positive_or_zero); \ | 
|  | SRC_DATA_TYPE ab_x2_high32 = CONVERT((ab_64 + nudge) / (long)(1ll << 31), SRC_DATA_TYPE); \ | 
|  | _tmp = select(ab_x2_high32, (SRC_DATA_TYPE)INT_MAX, overflow); \ | 
|  | if(DST_SHIFT >= 0) \ | 
|  | { \ | 
|  | long mask = ((((int)1) << DST_SHIFT) - (int)1); \ | 
|  | long threshold = _tmp < (int)0 ? (mask >> 1) + (long)1 : (mask >> 1) + 0; \ | 
|  | _tmp = (_tmp & mask) > threshold ? (_tmp >> DST_SHIFT) + (int)1 : (_tmp >> DST_SHIFT); \ | 
|  | } \ | 
|  | _tmp += DST_OFFSET; \ | 
|  | dst[_m0].s[_n0] = CONVERT_SAT(_tmp, DST_DATA_TYPE);                                                                            \ | 
|  | })                                                                                                                                          \ | 
|  | })                                                                                                                                          \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_ROWSET_MASK(DATA_TYPE, M0, N0, VALUE_TO_SET, a, mask)                                                                                            \ | 
|  | ({                                                                                                                                                     \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                                                                                                                 \ | 
|  | {                                                                                                                                                  \ | 
|  | LOOP_UNROLLING(int, _n0, 0, 1, N0,                                                                                                             \ | 
|  | {                                                                                                                                              \ | 
|  | a[_m0].s[_n0] = select((DATA_TYPE)(a[_m0].s[_n0]), (DATA_TYPE)(VALUE_TO_SET), (SELECT_DATA_TYPE(DATA_TYPE))(mask[_m0].v == (DATA_TYPE)0)); \ | 
|  | })                                                                                                                                             \ | 
|  | })                                                                                                                                                 \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_ACTIVATION(DATA_TYPE, M0, N0, ACTIVATION_TYPE, A_VAL, B_VAL, src, dst)               \ | 
|  | ({                                                                                         \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                                                     \ | 
|  | {                                                                                      \ | 
|  | dst[_m0].v = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, N0, src[_m0].v, A_VAL, B_VAL); \ | 
|  | })                                                                                     \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define relu_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (max((DATA_TYPE)ZERO_VALUE, x)) | 
|  |  | 
|  | #define brelu_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (min((DATA_TYPE)A_VAL, max((DATA_TYPE)ZERO_VALUE, x))) | 
|  |  | 
|  | #define lu_brelu_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (min(max(x, (DATA_TYPE)B_VAL), (DATA_TYPE)A_VAL)) | 
|  |  | 
|  | #define hard_swish_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (x * ((min(max((DATA_TYPE)(x + (DATA_TYPE)3.f), (DATA_TYPE)0.f), (DATA_TYPE)6.f)) * (DATA_TYPE)0.166666667f)) | 
|  |  | 
|  | #define identity_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) (x) | 
|  |  | 
|  | #define ACT_OP_QUANTIZED(op, DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) op##_op_quantized(DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) | 
|  | #define ACTIVATION_QUANTIZED(op, DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) ACT_OP_QUANTIZED(op, DATA_TYPE, VEC_SIZE, ZERO_VALUE, A_VAL, B_VAL, x) | 
|  |  | 
|  | #define V_ADD(A_VAL, B_VAL) ((A_VAL) + (B_VAL)) | 
|  | #define V_SUB(A_VAL, B_VAL) ((A_VAL) - (B_VAL)) | 
|  | #define V_DIV(A_VAL, B_VAL) ((A_VAL) / (B_VAL)) | 
|  | #define V_MUL(A_VAL, B_VAL) ((A_VAL) * (B_VAL)) | 
|  |  | 
|  |  | 
|  | #define T_ACTIVATION_QUANTIZED(DATA_TYPE, M0, N0, ACTIVATION_TYPE, ZERO_VALUE, A_VAL, B_VAL, src, dst)               \ | 
|  | ({ \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ | 
|  | { \ | 
|  | dst[_m0].v = ACTIVATION_QUANTIZED(ACTIVATION_TYPE, DATA_TYPE, N0, ZERO_VALUE, A_VAL, B_VAL, src[_m0].v); \ | 
|  | })                                                                                          \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_ADD(DATA_TYPE, M0, N0, lhs, rhs, dst) \ | 
|  | ({                                                            \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                        \ | 
|  | {                                                         \ | 
|  | dst[_m0].v = lhs[_m0].v + rhs[_m0].v; \ | 
|  | })                                                        \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_ADD_CONSTANT(DATA_TYPE, M0, N0, lhs, rhs_constant, dst) \ | 
|  | ({                                                            \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                        \ | 
|  | {                                                         \ | 
|  | dst[_m0].v = lhs[_m0].v + (DATA_TYPE)rhs_constant;               \ | 
|  | })                                                        \ | 
|  | }) | 
|  |  | 
|  | #define T_ELTWISE_BROADCAST_ADD_X(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_ADD, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  | #define T_ELTWISE_BROADCAST_LHS_X_ADD(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_LHS_X(V_ADD, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  | #define T_ELTWISE_BROADCAST_RHS_X_ADD(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_ADD, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  |  | 
|  | #define T_ELTWISE_BROADCAST_LHS_X_SUB(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_LHS_X(V_SUB, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  | #define T_ELTWISE_BROADCAST_RHS_X_SUB(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_SUB, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  |  | 
|  | #define T_ELTWISE_BROADCAST_DIV_X(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_DIV, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  |  | 
|  | #define T_ELTWISE_BROADCAST_LHS_X_MUL(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_LHS_X(V_MUL, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  | #define T_ELTWISE_BROADCAST_RHS_X_MUL(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE_BROADCAST_X(V_MUL, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  |  | 
|  |  | 
|  | #define T_SCALE_CONSTANT(DATA_TYPE, M0, N0, lhs, rhs_constant, dst) \ | 
|  | ({                                                            \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                        \ | 
|  | {                                                         \ | 
|  | dst[_m0].v = lhs[_m0].v * (DATA_TYPE)rhs_constant; \ | 
|  | })                                                        \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_ELTWISE_BROADCAST_X(T_ELWISE_OP, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) \ | 
|  | ({                                                      \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                  \ | 
|  | {                                                   \ | 
|  | dst[_m0].v = T_ELWISE_OP(CONVERT(lhs[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)), CONVERT(rhs[0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)));             \ | 
|  | })                                                  \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_ELTWISE_BROADCAST_LHS_X(T_ELWISE_OP, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) \ | 
|  | ({                                                      \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                  \ | 
|  | {                                                   \ | 
|  | dst[_m0].v = T_ELWISE_OP(CONVERT(lhs[0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)), CONVERT(rhs[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)));             \ | 
|  | })                                                  \ | 
|  | }) | 
|  |  | 
|  | #define T_ELTWISE_ADD(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE(V_ADD, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  | #define T_ELTWISE_SUB(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE(V_SUB, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  | #define T_ELTWISE_DIV(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE(V_DIV, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  | #define T_ELTWISE_MUL(DST_DATA_TYPE, M0, N0, lhs, rhs, dst) T_ELTWISE(V_MUL, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) | 
|  |  | 
|  |  | 
|  | #define T_ELTWISE(T_ELWISE_OP, DST_DATA_TYPE, M0, N0, lhs, rhs, dst) \ | 
|  | ({                                                      \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                  \ | 
|  | {                                                   \ | 
|  | dst[_m0].v = T_ELWISE_OP(CONVERT(lhs[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)), CONVERT(rhs[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)));             \ | 
|  | })                                                  \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_FLOOR(DST_DATA_TYPE, M0, N0, src, dst) \ | 
|  | ({                                                      \ | 
|  | LOOP_UNROLLING(int, _m0, 0, 1, M0,                  \ | 
|  | {                                                   \ | 
|  | dst[_m0].v = floor(CONVERT(src[_m0].v, VEC_DATA_TYPE(DST_DATA_TYPE, N0)));             \ | 
|  | })                                                  \ | 
|  | }) | 
|  |  | 
|  |  | 
|  | #define T_MMUL(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, LHS_LAYOUT, RHS_LAYOUT, lhs, rhs, dst) T_MMUL_##LHS_LAYOUT##_##RHS_LAYOUT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) | 
|  | #define T_MMUL_NT_T(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_##LHS_DATA_TYPE##_##RHS_DATA_TYPE##_##DST_DATA_TYPE(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) | 
|  | #define T_MMUL_NT_T_float_float_float(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_FLOAT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) | 
|  | #define T_MMUL_NT_T_half_half_float(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_FLOAT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) | 
|  | #define T_MMUL_NT_T_half_half_half(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_FLOAT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) | 
|  | #define T_MMUL_NT_T_char_char_int(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) | 
|  | #define T_MMUL_NT_T_uchar_uchar_uint(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) | 
|  | #define T_MMUL_NT_T_uchar_uchar_int(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) | 
|  | #define T_MMUL_NT_T_FLOAT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)                       \ | 
|  | {                                                                                     \ | 
|  | LOOP_UNROLLING(int, _m, 0, 1, M0,                                                 \ | 
|  | {                                                                                 \ | 
|  | LOOP_UNROLLING(int, _n, 0, 1, N0,                                             \ | 
|  | {                                                                             \ | 
|  | LOOP_UNROLLING(int, _k, 0, 1, K0,                                         \ | 
|  | {                                                                         \ | 
|  | dst[_m].s[_n] = fma((DST_DATA_TYPE)(lhs[_m].s[_k]), (DST_DATA_TYPE)(rhs[_n].s[_k]), dst[_m].s[_n]); \ | 
|  | })                                                                        \ | 
|  | })                                                                            \ | 
|  | })                                                                                \ | 
|  | } | 
|  |  | 
|  | #define T_MMUL_NT_T_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst)                            \ | 
|  | ({ \ | 
|  | LOOP_UNROLLING(int, _m, 0, 1, M0, \ | 
|  | { \ | 
|  | LOOP_UNROLLING(int, _n, 0, 1, N0, \ | 
|  | { \ | 
|  | DOT_PRODUCT_INTEGER8(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, K0, (lhs[_m].v), (rhs[_n].v), dst[_m].s[_n]); \ | 
|  | })                                                                                             \ | 
|  | })                                                                                             \ | 
|  | }) | 
|  |  | 
|  | #endif | 
|  |  | 
|  | #if defined(INDIRECT_CONVOLUTION_ADDRESS_PRECALCULATION) | 
|  |  | 
|  |  | 
|  |  | 
|  | __kernel void indirect_convolution_address_precalculation( | 
|  | TENSOR4D_WO_T(dst, DST_TENSOR_TYPE)) | 
|  | { | 
|  | const int x = get_global_id(0); | 
|  | const int y = get_global_id(1); | 
|  | const int z = get_global_id(2); | 
|  |  | 
|  |  | 
|  |  | 
|  |  | 
|  | const int mi = x % M0; | 
|  |  | 
|  | const int ki = x / M0; | 
|  |  | 
|  | const int xk = ki % WEI_CONV_WIDTH; | 
|  |  | 
|  | const int yk = ki / WEI_CONV_WIDTH; | 
|  |  | 
|  | TILE(DST_DATA_TYPE, 1, 1, xi); | 
|  | TILE(DST_DATA_TYPE, 1, 1, yi); | 
|  | TILE(DST_DATA_TYPE, 1, 1, my); | 
|  |  | 
|  | const int mout = y * M0; | 
|  |  | 
|  | xi[0].s[0] = ((mout + mi) % DST_CONV_WIDTH) * STRIDE_X; | 
|  | yi[0].s[0] = ((mout + mi) / DST_CONV_WIDTH) * STRIDE_Y; | 
|  | xi[0].s[0] -= PAD_LEFT; | 
|  | yi[0].s[0] -= PAD_TOP; | 
|  |  | 
|  | const int x_s = xi[0].s[0] + xk; | 
|  | const int y_s = yi[0].s[0] + yk; | 
|  | my[0].s[0]    = x_s + y_s * SRC_CONV_WIDTH; | 
|  | my[0].s[0]    = my[0].s[0] + z * (int)(SRC_CONV_WIDTH * SRC_CONV_HEIGHT); | 
|  | my[0].s[0]    = select(-1, my[0].s[0], x_s >= 0); | 
|  | my[0].s[0]    = select(-1, my[0].s[0], x_s < SRC_CONV_WIDTH); | 
|  | my[0].s[0]    = select(-1, my[0].s[0], y_s >= 0); | 
|  | my[0].s[0]    = select(-1, my[0].s[0], y_s < SRC_CONV_HEIGHT); | 
|  |  | 
|  | VSTORE(1) | 
|  | (my[0].s[0], 0, (__global DST_DATA_TYPE *)(dst_ptr + dst_offset_first_element_in_bytes + x * sizeof(DST_DATA_TYPE) + y * dst_stride_y + z * dst_stride_z)); | 
|  | } | 
|  | #endif | 
|  |  | 
|  | #if defined(INDIRECT_CONVOLUTION_NHWC) | 
|  |  | 
|  |  | 
|  |  | 
|  | __kernel void indirect_convolution_nhwc( | 
|  | TENSOR4D_RO_T(src, SRC_TENSOR_TYPE), | 
|  | TENSOR4D_RO_T(off, OFF_TENSOR_TYPE), | 
|  | TENSOR4D_WO_T(dst, DST_TENSOR_TYPE), | 
|  | TENSOR4D_RO_T(wei, WEI_TENSOR_TYPE) | 
|  | #if defined(HAS_BIAS) | 
|  | , | 
|  | VECTOR_DECLARATION(bia) | 
|  | #endif | 
|  | ) | 
|  | { | 
|  |  | 
|  |  | 
|  | #define _IWEI_WIDTH WEI_WIDTH | 
|  | #define _IWEI_HEIGHT WEI_HEIGHT | 
|  | #define _ISRC_CHANNELS SRC_CHANNELS | 
|  | #define _IDST_WIDTH DST_WIDTH | 
|  | #define _IDST_HEIGHT DST_HEIGHT | 
|  | #define _IY_MULTIPLIER (_IWEI_WIDTH * _IWEI_HEIGHT) | 
|  |  | 
|  | const int cout = GET_SPATIAL_IDX(0, N0, PARTIAL_N0); | 
|  | const int mout = GET_SPATIAL_IDX(1, M0, 0); | 
|  | const int bout = GET_SPATIAL_IDX(2, 1, 0); | 
|  |  | 
|  | off_offset_first_element_in_bytes += get_global_id(1) * off_stride_y; | 
|  | off_offset_first_element_in_bytes += bout * off_stride_z; | 
|  |  | 
|  |  | 
|  | TILE(DST_DATA_TYPE, M0, N0, c); | 
|  |  | 
|  | LOOP_UNROLLING(int, i, 0, 1, M0, | 
|  | { | 
|  | c[i].v = 0; | 
|  | }) | 
|  |  | 
|  | for(int i = 0; i < (_IWEI_WIDTH * _IWEI_HEIGHT); ++i) | 
|  | { | 
|  | TILE(int, 1, IND_BUFF_VEC_SIZE, my); | 
|  | T_LOAD(int, 1, IND_BUFF_VEC_SIZE, OFF_TENSOR_TYPE, off, i * M0, 0, 1, 0, my); | 
|  |  | 
|  | int ck = 0; | 
|  | for(; ck <= (_ISRC_CHANNELS - K0); ck += K0) | 
|  | { | 
|  | TILE(SRC_DATA_TYPE, M0, K0, a); | 
|  | TILE(WEI_DATA_TYPE, N0, K0, b); | 
|  |  | 
|  |  | 
|  | LOOP_UNROLLING(int, i, 0, 1, M0, | 
|  | { | 
|  | a[i].v = 0.0; | 
|  | }) | 
|  |  | 
|  | LOOP_UNROLLING(int, i, 0, 1, N0, | 
|  | { | 
|  | b[i].v = 0.0; | 
|  | }) | 
|  |  | 
|  |  | 
|  | T_LOAD2D_INDIRECT(SRC_DATA_TYPE, M0, K0, SRC_TENSOR_TYPE, src, ck, src_stride_y, my, a); | 
|  |  | 
|  |  | 
|  | T_LOAD(WEI_DATA_TYPE, N0, K0, WEI_TENSOR_TYPE, wei, ck, cout * _IY_MULTIPLIER + i, _IY_MULTIPLIER, wei_stride_y, b); | 
|  |  | 
|  |  | 
|  | T_MMUL(SRC_DATA_TYPE, WEI_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, NT, T, a, b, c); | 
|  | } | 
|  |  | 
|  |  | 
|  | #if defined(LEFTOVER_LOOP) | 
|  |  | 
|  | for(; ck < _ISRC_CHANNELS; ++ck) | 
|  | { | 
|  | TILE(SRC_DATA_TYPE, M0, 1, a); | 
|  | TILE(WEI_DATA_TYPE, N0, 1, b); | 
|  |  | 
|  |  | 
|  | LOOP_UNROLLING(int, i, 0, 1, M0, | 
|  | { | 
|  | a[i].v = 0.0; | 
|  | }) | 
|  |  | 
|  | LOOP_UNROLLING(int, i, 0, 1, N0, | 
|  | { | 
|  | b[i].v = 0.0; | 
|  | }) | 
|  |  | 
|  |  | 
|  | T_LOAD2D_INDIRECT(SRC_DATA_TYPE, M0, 1, SRC_TENSOR_TYPE, src, ck, src_stride_y, my, a); | 
|  |  | 
|  |  | 
|  |  | 
|  | T_LOAD(WEI_DATA_TYPE, N0, 1, BUFFER, wei, ck, cout * _IY_MULTIPLIER + i, _IY_MULTIPLIER, wei_stride_y, b); | 
|  |  | 
|  |  | 
|  | T_MMUL(SRC_DATA_TYPE, WEI_DATA_TYPE, DST_DATA_TYPE, M0, N0, 1, NT, T, a, b, c); | 
|  | } | 
|  | #endif | 
|  | } | 
|  |  | 
|  | #if defined(HAS_BIAS) | 
|  | TILE(BIA_DATA_TYPE, 1, N0, bias0); | 
|  |  | 
|  | T_LOAD(BIA_DATA_TYPE, 1, N0, BUFFER, bia, cout, 0, 1, 0, bias0); | 
|  |  | 
|  |  | 
|  | T_ELTWISE_BROADCAST_ADD_X(DST_DATA_TYPE, M0, N0, c, bias0, c); | 
|  |  | 
|  | #endif | 
|  |  | 
|  |  | 
|  | T_ACTIVATION(DST_DATA_TYPE, M0, N0, ACTIVATION_TYPE, A_VAL, B_VAL, c, c); | 
|  |  | 
|  | TILE(uint, M0, 1, dst_indirect_y); | 
|  |  | 
|  |  | 
|  | LOOP_UNROLLING(int, i, 0, 1, M0, | 
|  | { | 
|  | dst_indirect_y[i].v = (uint)min(mout + i, (int)(_IDST_WIDTH * _IDST_HEIGHT) - 1); | 
|  | dst_indirect_y[i].v += bout * (int)(_IDST_WIDTH * _IDST_HEIGHT); | 
|  | }) | 
|  |  | 
|  | const bool x_cond = PARTIAL_N0 != 0 && get_global_id(0) == 0; | 
|  |  | 
|  |  | 
|  | T_STORE_INDIRECT_WIDTH_SELECT(DST_DATA_TYPE, M0, N0, PARTIAL_N0, DST_TENSOR_TYPE, dst, cout, dst_stride_y, x_cond, c, dst_indirect_y); | 
|  |  | 
|  | #undef _IWEI_WIDTH | 
|  | #undef _IWEI_HEIGHT | 
|  | #undef _ISRC_CHANNELS | 
|  | #undef _IDST_WIDTH | 
|  | #undef _IDST_HEIGHT | 
|  | #undef _IY_MULTIPLIER | 
|  | } | 
|  | #endif  )" |