R"( #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 ARM_COMPUTE_REPEAT_H #define ARM_COMPUTE_REPEAT_H #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 #define REPEAT_3_1(P_X, P_A, P_B, P_C) P_X##_DEF(0, P_A, P_B, P_C) #define REPEAT_3_2(P_X, P_A, P_B, P_C) \ P_X##_DEF(1, P_A, P_B, P_C); \ REPEAT_3_1(P_X, P_A, P_B, P_C) #define REPEAT_3_3(P_X, P_A, P_B, P_C) \ P_X##_DEF(2, P_A, P_B, P_C); \ REPEAT_3_2(P_X, P_A, P_B, P_C) #define REPEAT_3_4(P_X, P_A, P_B, P_C) \ P_X##_DEF(3, P_A, P_B, P_C); \ REPEAT_3_3(P_X, P_A, P_B, P_C) #define REPEAT_3_5(P_X, P_A, P_B, P_C) \ P_X##_DEF(4, P_A, P_B, P_C); \ REPEAT_3_4(P_X, P_A, P_B, P_C) #define REPEAT_3_6(P_X, P_A, P_B, P_C) \ P_X##_DEF(5, P_A, P_B, P_C); \ REPEAT_3_5(P_X, P_A, P_B, P_C) #define REPEAT_3_7(P_X, P_A, P_B, P_C) \ P_X##_DEF(6, P_A, P_B, P_C); \ REPEAT_3_6(P_X, P_A, P_B, P_C) #define REPEAT_3_8(P_X, P_A, P_B, P_C) \ P_X##_DEF(7, P_A, P_B, P_C); \ REPEAT_3_7(P_X, P_A, P_B, P_C) #define REPEAT_3_9(P_X, P_A, P_B, P_C) \ P_X##_DEF(8, P_A, P_B, P_C); \ REPEAT_3_8(P_X, P_A, P_B, P_C) #define REPEAT_3_10(P_X, P_A, P_B, P_C) \ P_X##_DEF(9, P_A, P_B, P_C); \ REPEAT_3_9(P_X, P_A, P_B, P_C) #define REPEAT_3_11(P_X, P_A, P_B, P_C) \ P_X##_DEF(A, P_A, P_B, P_C); \ REPEAT_3_10(P_X, P_A, P_B, P_C) #define REPEAT_3_12(P_X, P_A, P_B, P_C) \ P_X##_DEF(B, P_A, P_B, P_C); \ REPEAT_3_11(P_X, P_A, P_B, P_C) #define REPEAT_3_13(P_X, P_A, P_B, P_C) \ P_X##_DEF(C, P_A, P_B, P_C); \ REPEAT_3_12(P_X, P_A, P_B, P_C) #define REPEAT_3_14(P_X, P_A, P_B, P_C) \ P_X##_DEF(D, P_A, P_B, P_C); \ REPEAT_3_13(P_X, P_A, P_B, P_C) #define REPEAT_3_15(P_X, P_A, P_B, P_C) \ P_X##_DEF(E, P_A, P_B, P_C); \ REPEAT_3_14(P_X, P_A, P_B, P_C) #define REPEAT_3_16(P_X, P_A, P_B, P_C) \ P_X##_DEF(F, P_A, P_B, P_C); \ REPEAT_3_15(P_X, P_A, P_B, P_C) #define REPEAT_DEF_3_N(P_NUM, P_OP, P_A, P_B, P_C) REPEAT_3_##P_NUM(P_OP, P_A, P_B, P_C) #define REPEAT_3_N(P_NUM, P_OP, P_A, P_B, P_C) REPEAT_DEF_3_N(P_NUM, P_OP, P_A, P_B, P_C) #define REPEAT_4_1(P_X, P_A, P_B, P_C, P_D) P_X##_DEF(0, P_A, P_B, P_C, P_D) #define REPEAT_4_2(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(1, P_A, P_B, P_C, P_D); \ REPEAT_4_1(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_3(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(2, P_A, P_B, P_C, P_D); \ REPEAT_4_2(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_4(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(3, P_A, P_B, P_C, P_D); \ REPEAT_4_3(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_5(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(4, P_A, P_B, P_C, P_D); \ REPEAT_4_4(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_6(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(5, P_A, P_B, P_C, P_D); \ REPEAT_4_5(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_7(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(6, P_A, P_B, P_C, P_D); \ REPEAT_4_6(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_8(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(7, P_A, P_B, P_C, P_D); \ REPEAT_4_7(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_9(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(8, P_A, P_B, P_C, P_D); \ REPEAT_4_8(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_10(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(9, P_A, P_B, P_C, P_D); \ REPEAT_4_9(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_11(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(A, P_A, P_B, P_C, P_D); \ REPEAT_4_10(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_12(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(B, P_A, P_B, P_C, P_D); \ REPEAT_4_11(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_13(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(C, P_A, P_B, P_C, P_D); \ REPEAT_4_12(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_14(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(D, P_A, P_B, P_C, P_D); \ REPEAT_4_13(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_15(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(E, P_A, P_B, P_C, P_D); \ REPEAT_4_14(P_X, P_A, P_B, P_C, P_D) #define REPEAT_4_16(P_X, P_A, P_B, P_C, P_D) \ P_X##_DEF(F, P_A, P_B, P_C, P_D); \ REPEAT_4_15(P_X, P_A, P_B, P_C, P_D) #define REPEAT_DEF_4_N(P_NUM, P_OP, P_A, P_B, P_C, P_D) REPEAT_4_##P_NUM(P_OP, P_A, P_B, P_C, P_D) #define REPEAT_4_N(P_NUM, P_OP, P_A, P_B, P_C, P_D) REPEAT_DEF_4_N(P_NUM, P_OP, P_A, P_B, P_C, P_D) #define VAR_INIT_TO_CONST_DEF(ID, TYPE, VAR, VAL) TYPE VAR##ID = VAL #define REPEAT_VAR_INIT_TO_CONST(N, TYPE, VAR, VAL) REPEAT_3_N(N, VAR_INIT_TO_CONST, TYPE, VAR, VAL) #define VAR_INIT_CONVERT_DEF(ID, TYPE_OUT, VAR_IN, VAR_OUT) TYPE_OUT VAR_OUT##ID = CONVERT(VAR_IN##ID, TYPE_OUT) #define REPEAT_VAR_INIT_CONVERT(N, TYPE_OUT, VAR_IN, VAR_OUT) REPEAT_3_N(N, VAR_INIT_CONVERT, TYPE_OUT, VAR_IN, VAR_OUT) #define VAR_INIT_CONVERT_SAT_DEF(ID, TYPE_OUT, VAR_IN, VAR_OUT) TYPE_OUT VAR_OUT##ID = CONVERT_SAT(VAR_IN##ID, TYPE_OUT) #define REPEAT_VAR_INIT_CONVERT_SAT(N, TYPE_OUT, VAR_IN, VAR_OUT) REPEAT_3_N(N, VAR_INIT_CONVERT_SAT, TYPE_OUT, VAR_IN, VAR_OUT) #define ADD_CONST_TO_VAR_DEF(ID, TYPE, VAR, VAL) VAR##ID += (TYPE)VAL #define REPEAT_ADD_CONST_TO_VAR(N, TYPE, VAR, VAL) REPEAT_3_N(N, ADD_CONST_TO_VAR, TYPE, VAR, VAL) #define MLA_VAR_WITH_CONST_VEC_DEF(ID, VAR_A, VAR_B, VAL) VAR_A##ID += VAR_B##ID * VAL #define REPEAT_MLA_VAR_WITH_CONST_VEC(N, VAR_A, VAR_B, VAL) REPEAT_3_N(N, MLA_VAR_WITH_CONST_VEC, VAR_A, VAR_B, VAL) #define ADD_VECTOR_TO_VAR_DEF(ID, TYPE, VAR, VEC) VAR##ID += VEC #define REPEAT_ADD_VECTOR_TO_VAR(N, VAR, VEC) REPEAT_3_N(N, ADD_VECTOR_TO_VAR, "", VAR, VEC) #define ADD_TWO_VARS_DEF(ID, TYPE, VAR_A, VAR_B) VAR_A##ID += VAR_B##ID #define REPEAT_ADD_TWO_VARS(N, VAR_A, VAR_B) REPEAT_3_N(N, ADD_TWO_VARS, "", VAR_A, VAR_B) #define MAX_CONST_VAR_DEF(ID, TYPE, VAR, VAL) VAR##ID = max(VAR##ID, (TYPE)VAL) #define REPEAT_MAX_CONST_VAR(N, TYPE, VAR, VAL) REPEAT_3_N(N, MAX_CONST_VAR, TYPE, VAR, VAL) #define MIN_CONST_VAR_DEF(ID, TYPE, VAR, VAL) VAR##ID = min(VAR##ID, (TYPE)VAL) #define REPEAT_MIN_CONST_VAR(N, TYPE, VAR, VAL) REPEAT_3_N(N, MIN_CONST_VAR, TYPE, VAR, VAL) #define ASYMM_MULT_BY_QUANT_MULTIPLIER_GREATER_THAN_ONE_DEF(ID, SIZE, VAR, RES_MUL, RES_SHIFT) VAR##ID = ASYMM_MULT_BY_QUANT_MULTIPLIER_GREATER_THAN_ONE(VAR##ID, RES_MUL, RES_SHIFT, SIZE) #define REPEAT_ASYMM_MULT_BY_QUANT_MULTIPLIER_GREATER_THAN_ONE(N, SIZE, VAR, RES_MUL, RES_SHIFT) REPEAT_4_N(N, ASYMM_MULT_BY_QUANT_MULTIPLIER_GREATER_THAN_ONE, SIZE, VAR, RES_MUL, RES_SHIFT) #define ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE_DEF(ID, SIZE, VAR, RES_MUL, RES_SHIFT) VAR##ID = ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE(VAR##ID, RES_MUL, RES_SHIFT, SIZE) #define REPEAT_ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE(N, SIZE, VAR, RES_MUL, RES_SHIFT) REPEAT_4_N(N, ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE, SIZE, VAR, RES_MUL, RES_SHIFT) #define ASYMM_MULT_BY_QUANT_MULTIPLIER_PER_CHANNEL_DEF(ID, SIZE, VAR, RES_MUL, RES_SHIFT) \ ({ \ VEC_DATA_TYPE(int, N0) \ VAR##ID_shift_lt0 = ASYMM_MULT_BY_QUANT_MULTIPLIER_GREATER_THAN_ONE(VAR##ID, RES_MUL, RES_SHIFT, N0); \ VEC_DATA_TYPE(int, N0) \ VAR##ID_shift_gt0 = ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE(VAR##ID, RES_MUL, RES_SHIFT, N0); \ VAR##ID = select(VAR##ID_shift_lt0, VAR##ID_shift_gt0, RES_SHIFT >= 0); \ }) #define REPEAT_ASYMM_MULT_BY_QUANT_MULTIPLIER_PER_CHANNEL(N, SIZE, VAR, RES_MUL, RES_SHIFT) REPEAT_4_N(N, ASYMM_MULT_BY_QUANT_MULTIPLIER_PER_CHANNEL, SIZE, VAR, RES_MUL, RES_SHIFT) #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(POOL_AVG) || defined(POOL_L2) #define POOL_OP(x, y) ((x) + (y)) #else #define POOL_OP(x, y) (fmax((x), (y))) #endif #if defined(POOL_L2) #define POW2_OP(x, vec_size) ((x) * (x)) #else #define POW2_OP(x, vec_size) (x) #endif #define DIV_OP(x, y) (x * (1.f / y)) #define SQRT_OP(x) sqrt((x)) #if defined(VEC_SIZE) && defined(VEC_SIZE_LEFTOVER) && defined(SRC_WIDTH) && defined(SRC_HEIGHT) && defined(DST_CHANNELS) && defined(DST_HEIGHT) && defined(DST_BATCH_SIZE) && defined(ACC_DATA_TYPE) #if defined(POOL_SIZE_X) && defined(POOL_SIZE_Y) __kernel void pooling_layer_MxN_nhwc( TENSOR4D_DECLARATION(input), TENSOR4D_DECLARATION(output)) { int idx_out_c = GET_SPATIAL_IDX(0, VEC_SIZE, VEC_SIZE_LEFTOVER); int idx_out_w = GET_SPATIAL_IDX(1, 1, 0); #if DST_BATCH_SIZE != 1 int idx_out_h = GET_SPATIAL_IDX(2, 1, 0) % DST_HEIGHT; int idx_out_n = GET_SPATIAL_IDX(2, 1, 0) / DST_HEIGHT; #else int idx_out_h = GET_SPATIAL_IDX(2, 1, 0); int idx_out_n = 0; #endif __global unsigned char *in_base_ptr = input_ptr + input_offset_first_element_in_bytes + idx_out_c * sizeof(DATA_TYPE) + idx_out_n * input_stride_w; __global unsigned char *out_base_ptr = output_ptr + output_offset_first_element_in_bytes + idx_out_c * sizeof(DATA_TYPE) + idx_out_w * output_stride_y + idx_out_h * output_stride_z + idx_out_n * output_stride_w; VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE) res0 = INITIAL_VALUE; int idx_in_w = idx_out_w * STRIDE_X - PAD_X; int idx_in_h = idx_out_h * STRIDE_Y - PAD_Y; int pool_x_s = max((int)0, -idx_in_w); int pool_x_e = min((int)POOL_SIZE_X, (int)SRC_WIDTH - idx_in_w); int pool_y_s = max((int)0, -idx_in_h); int pool_y_e = min((int)POOL_SIZE_Y, (int)SRC_HEIGHT - idx_in_h); #if defined(EXCLUDE_PADDING) int filter_size = (pool_y_e - pool_y_s) * (pool_x_e - pool_x_s); #else int filter_size = POOL_SIZE_X * POOL_SIZE_Y; #endif #if POOL_SIZE_X == SRC_WIDTH && POOL_SIZE_Y == SRC_HEIGHT && PAD_X == 0 && PAD_Y == 0 for(int y = 0; y < POOL_SIZE_Y; ++y) { #pragma unroll 8 for(int x = 0; x < POOL_SIZE_X; ++x) { #else for(int y = pool_y_s; y < pool_y_e; ++y) { #pragma unroll 8 for(int x = pool_x_s; x < pool_x_e; ++x) { #endif VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE) data0; #if defined(FP_MIXED_PRECISION) data0 = CONVERT(VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + (x + idx_in_w) * input_stride_y + (y + idx_in_h) * input_stride_z)), VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE)); #else data0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + (x + idx_in_w) * input_stride_y + (y + idx_in_h) * input_stride_z)); #endif #if defined(POOL_L2) data0 *= data0; #endif res0 = POOL_OP(res0, data0); } } #if defined(POOL_AVG) || defined(POOL_L2) res0 /= (VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE))filter_size; #endif #if defined(POOL_L2) res0 = SQRT_OP(res0); #endif #if defined(FP_MIXED_PRECISION) VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) res_converted0 = CONVERT(res0, VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE)); STORE_VECTOR_SELECT(res_converted, DATA_TYPE, out_base_ptr, VEC_SIZE, VEC_SIZE_LEFTOVER, (VEC_SIZE_LEFTOVER != 0) && get_global_id(0) == 0); #else STORE_VECTOR_SELECT(res, DATA_TYPE, out_base_ptr, VEC_SIZE, VEC_SIZE_LEFTOVER, (VEC_SIZE_LEFTOVER != 0) && get_global_id(0) == 0); #endif } #endif #define SELECT_TYPE SELECT_VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE) __kernel void pooling_layer_2x2_nhwc( TENSOR4D_DECLARATION(input), TENSOR4D_DECLARATION(output) #if defined(EXTRACT_MAX_INDEX) && defined(POOL_MAX) , TENSOR4D_DECLARATION(indices) #endif ) { int idx_out_c = max((int)(get_global_id(0) * VEC_SIZE - (VEC_SIZE - VEC_SIZE_LEFTOVER) % VEC_SIZE), 0); int idx_out_w = get_global_id(1); #if DST_BATCH_SIZE != 1 int idx_out_h = get_global_id(2) % DST_HEIGHT; int idx_out_n = get_global_id(2) / DST_HEIGHT; #else int idx_out_h = get_global_id(2); int idx_out_n = 0; #endif int idx_in_w = idx_out_w * STRIDE_X - PAD_X; int idx_in_h = idx_out_h * STRIDE_Y - PAD_Y; __global unsigned char *in_base_ptr = input_ptr + input_offset_first_element_in_bytes + idx_out_c * sizeof(DATA_TYPE) + idx_out_n * input_stride_w; __global unsigned char *out_base_ptr = output_ptr + output_offset_first_element_in_bytes + idx_out_c * sizeof(DATA_TYPE) + idx_out_w * output_stride_y + idx_out_h * output_stride_z + idx_out_n * output_stride_w; int pool_x_s = max((int)0, -idx_in_w); int pool_x_e = min((int)2, (int)SRC_WIDTH - idx_in_w); int pool_y_s = max((int)0, -idx_in_h); int pool_y_e = min((int)2, (int)SRC_HEIGHT - idx_in_h); int filter_size = (pool_x_e - pool_x_s) * (pool_y_e - pool_y_s); int x0 = pool_x_s + idx_in_w; int y0 = pool_y_s + idx_in_h; int x1 = pool_x_e - 1 + idx_in_w; int y1 = pool_y_e - 1 + idx_in_h; REPEAT_VAR_INIT_TO_CONST(4, VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE), data, 0); #if defined(FP_MIXED_PRECISION) data0 = CONVERT(VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + x0 * input_stride_y + y0 * input_stride_z)), VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE)); data1 = CONVERT(VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + x1 * input_stride_y + y0 * input_stride_z)), VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE)); data2 = CONVERT(VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + x0 * input_stride_y + y1 * input_stride_z)), VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE)); data3 = CONVERT(VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + x1 * input_stride_y + y1 * input_stride_z)), VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE)); #else data0 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + x0 * input_stride_y + y0 * input_stride_z)); data1 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + x1 * input_stride_y + y0 * input_stride_z)); data2 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + x0 * input_stride_y + y1 * input_stride_z)); data3 = VLOAD(VEC_SIZE)(0, (__global DATA_TYPE *)(in_base_ptr + x1 * input_stride_y + y1 * input_stride_z)); #endif #if !defined(POOL_MAX) if(filter_size != 4) { SELECT_TYPE cond_w_s = (SELECT_TYPE)idx_in_w < (SELECT_TYPE)0; SELECT_TYPE cond_w_e = (SELECT_TYPE)idx_in_w >= (SELECT_TYPE)(SRC_WIDTH - 1); SELECT_TYPE cond_h_s = (SELECT_TYPE)idx_in_h < (SELECT_TYPE)0; SELECT_TYPE cond_h_e = (SELECT_TYPE)idx_in_h >= (SELECT_TYPE)(SRC_HEIGHT - 1); data0 = select(data0, (VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE))INITIAL_VALUE, (SELECT_TYPE)(cond_w_s | cond_h_s)); data1 = select(data1, (VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE))INITIAL_VALUE, (SELECT_TYPE)(cond_w_e | cond_h_s)); data2 = select(data2, (VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE))INITIAL_VALUE, (SELECT_TYPE)(cond_w_s | cond_h_e)); data3 = select(data3, (VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE))INITIAL_VALUE, (SELECT_TYPE)(cond_w_e | cond_h_e)); } #endif #if defined(POOL_L2) data0 *= data0; data1 *= data1; data2 *= data2; data3 *= data3; #endif VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE) res0 = data0; res0 = POOL_OP(res0, data1); res0 = POOL_OP(res0, data2); res0 = POOL_OP(res0, data3); #if defined(POOL_AVG) || defined(POOL_L2) #if defined(EXCLUDE_PADDING) res0 /= (VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE))filter_size; #else res0 /= (VEC_DATA_TYPE(ACC_DATA_TYPE, VEC_SIZE))4; #endif #endif #if defined(POOL_L2) res0 = SQRT_OP(res0); #endif #if defined(FP_MIXED_PRECISION) VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE) res_converted0 = CONVERT(res0, VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE)); STORE_VECTOR_SELECT(res_converted, DATA_TYPE, out_base_ptr, VEC_SIZE, VEC_SIZE_LEFTOVER, (VEC_SIZE_LEFTOVER != 0) && get_global_id(0) == 0); #else STORE_VECTOR_SELECT(res, DATA_TYPE, out_base_ptr, VEC_SIZE, VEC_SIZE_LEFTOVER, (VEC_SIZE_LEFTOVER != 0) && get_global_id(0) == 0); #endif #if defined(EXTRACT_MAX_INDEX) && defined(POOL_MAX) VEC_DATA_TYPE(uint, VEC_SIZE) base_index = (uint)idx_out_c; base_index += VEC_OFFS(uint, VEC_SIZE); VEC_DATA_TYPE(uint, VEC_SIZE) index0 = base_index + (uint)x0 * DST_CHANNELS + (uint)y0 * (DST_CHANNELS * SRC_WIDTH); VEC_DATA_TYPE(uint, VEC_SIZE) index1 = base_index + (uint)x1 * DST_CHANNELS + (uint)y0 * (DST_CHANNELS * SRC_WIDTH); VEC_DATA_TYPE(uint, VEC_SIZE) index2 = base_index + (uint)x0 * DST_CHANNELS + (uint)y1 * (DST_CHANNELS * SRC_WIDTH); VEC_DATA_TYPE(uint, VEC_SIZE) index3 = base_index + (uint)x1 * DST_CHANNELS + (uint)y1 * (DST_CHANNELS * SRC_WIDTH); index0 = select(index1, index0, CONVERT(isgreaterequal(data0, data1), VEC_DATA_TYPE(int, VEC_SIZE))); index1 = select(index3, index2, CONVERT(isgreaterequal(data2, data3), VEC_DATA_TYPE(int, VEC_SIZE))); index0 = select(index1, index0, CONVERT(isgreaterequal(max(data0, data1), max(data2, data3)), VEC_DATA_TYPE(int, VEC_SIZE))); __global unsigned char *idx_base_ptr = indices_ptr + indices_offset_first_element_in_bytes + idx_out_c * sizeof(uint) + idx_out_w * indices_stride_y + idx_out_h * indices_stride_z + idx_out_n * indices_stride_w; STORE_VECTOR_SELECT(index, uint, idx_base_ptr, VEC_SIZE, VEC_SIZE_LEFTOVER, ((VEC_SIZE_LEFTOVER != 0) && get_global_id(0) == 0)); #endif } #endif )"