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 #if GPU_ARCH == GPU_ARCH_BIFROST #define MLA(a, b, c) (fma(c, b, a)) #else #define MLA(a, b, c) ((b) * (c) + (a)) #endif #define hard_swish_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x * ((min(max((x + (DATA_TYPE)3.0), (DATA_TYPE)0.0), (DATA_TYPE)6.0)) * (DATA_TYPE)0.166666667)) #define logistic_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((DATA_TYPE)1.0 / ((DATA_TYPE)1.0 + exp(-x))) #define tanh_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((DATA_TYPE)A_VAL * tanh((DATA_TYPE)B_VAL * x)) #define relu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (max((DATA_TYPE)0.0, x)) #define brelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (min((DATA_TYPE)A_VAL, max((DATA_TYPE)0.0, x))) #define lu_brelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (min(max(x, (DATA_TYPE)B_VAL), (DATA_TYPE)A_VAL)) #define lrelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ((min(x, (DATA_TYPE)0.0) * (DATA_TYPE)A_VAL) + max(x, (DATA_TYPE)0.0)) #define srelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (log((DATA_TYPE)1.0 + exp(x))) #define elu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (select(((DATA_TYPE)A_VAL * (exp(x) - (DATA_TYPE)1.0)), x, (SELECT_VEC_DATA_TYPE(DATA_TYPE, VEC_SIZE))isgreaterequal(x, (DATA_TYPE)0.0))) #define abs_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (fabs(x)) #define square_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x * x) #define sqrt_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (sqrt(x)) #define linear_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (MLA((DATA_TYPE)B_VAL, (DATA_TYPE)A_VAL, x)) #define gelu_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x * (DATA_TYPE)0.5 * ((DATA_TYPE)1.0 + erf(x / (DATA_TYPE)1.41421356237))) #define identity_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) (x) #define ACT_OP(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) op##_op(DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) #define ACTIVATION(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) ACT_OP(op, DATA_TYPE, VEC_SIZE, x, A_VAL, B_VAL) #ifndef ARM_COMPUTE_HELPER_H #define ARM_COMPUTE_HELPER_H #define STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); #define STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); #define STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); #define STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); #define STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); #define STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); #define STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); #define STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); #define STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); #define STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); #define STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); #define STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); #define STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); #define STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); #define STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); #define STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); #define CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##0), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); #define CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_1(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##1), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); #define CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_2(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##2), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); #define CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_3(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##3), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); #define CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_4(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##4), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); #define CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_5(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##5), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); #define CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_6(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##6), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); #define CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_7(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##7), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); #define CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_8(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##8), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); #define CONVERT_STORE_ROW_10(N0, DATA, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_9(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##9), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); #define CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_10(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##A), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); #define CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_11(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##B), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); #define CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_12(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##C), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); #define CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_13(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##D), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); #define CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_14(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##E), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); #define CONVERT_STORE_ROW_16(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ CONVERT_STORE_ROW_15(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE(N0) \ (CONVERT_SAT((BASENAME##F), VEC_DATA_TYPE(DATA_TYPE, N0)), 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); #define STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) #define STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) #define CONVERT_STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) CONVERT_STORE_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) #define CONVERT_STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) CONVERT_STORE_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) #define STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); #define STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_1(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); #define STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_2(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); #define STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_3(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); #define STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_4(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); #define STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_5(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); #define STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_6(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); #define STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_7(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); #define STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_8(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); #define STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_9(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); #define STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_10(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); #define STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_11(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); #define STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_12(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); #define STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_13(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); #define STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_14(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); #define STORE_ROW_PARTIAL_16(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ STORE_ROW_PARTIAL_15(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) \ VSTORE_PARTIAL(N0, STORE_N0) \ (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); #define STORE_BLOCK_PARTIAL_STR(STORE_M0, STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_ROW_PARTIAL_##STORE_M0(N0, STORE_N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) #define STORE_BLOCK_PARTIAL(STORE_M0, STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) STORE_BLOCK_PARTIAL_STR(STORE_M0, STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) #define STORE_BLOCK_PARTIAL_IN_X_AND_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ if(!(PARTIAL_COND_X) && !(PARTIAL_COND_Y)) \ { \ STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z); \ } \ else if((PARTIAL_COND_Y) && !(PARTIAL_COND_X)) \ { \ STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z); \ } \ else if(!(PARTIAL_COND_Y) && (PARTIAL_COND_X)) \ { \ STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z); \ } \ else \ { \ STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z); \ } #define STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) \ if(!(PARTIAL_COND_X)) \ { \ STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z); \ } \ else \ { \ STORE_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z); \ } #define STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) \ if(!(PARTIAL_COND_Y)) \ { \ STORE_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z); \ } \ else \ { \ STORE_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z); \ } #if defined(PARTIAL_STORE_M0) && defined(PARTIAL_STORE_N0) #if PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0 #define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ STORE_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) #elif PARTIAL_STORE_M0 > 0 && PARTIAL_STORE_N0 == 0 #define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ STORE_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) #elif PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 > 0 #define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ STORE_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) #else #define STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ STORE_BLOCK_PARTIAL_IN_X_AND_Y(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) #endif #endif #if defined(PARTIAL_STORE_M0) #define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \ ((uint)(max(0, (int)(y * M0) - (int)((M0 - PARTIAL_STORE_M0) % M0)))) #else #define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \ ((uint)(y * M0)) #endif #define STORE_VECTOR_SELECT(basename, data_type, ptr, vec_size, leftover, cond) \ STORE_BLOCK_PARTIAL_IN_X(1, vec_size, data_type, basename, ptr, 0, 0, leftover, cond) #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) #pragma OPENCL EXTENSION cl_khr_fp16 : enable #endif #if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8) #pragma OPENCL EXTENSION cl_arm_integer_dot_product_int8 : enable #endif #if defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8) #pragma OPENCL EXTENSION cl_arm_integer_dot_product_accumulate_int8 : enable #endif #if defined(ARM_COMPUTE_DEBUG_ENABLED) && defined(cl_arm_printf) #pragma OPENCL EXTENSION cl_arm_printf : enable #endif #define GPU_ARCH_MIDGARD 0x100 #define GPU_ARCH_BIFROST 0x200 #define GPU_ARCH_VALHALL 0x300 #define CONCAT(a, b) a##b #define EXPAND(x) x #define CLAMP(x, min_val, max_val) min(max(x, min_val), max_val) #define REV1(x) ((x)) #define REV2(x) ((x).s10) #define REV3(x) ((x).s210) #define REV4(x) ((x).s3210) #define REV8(x) ((x).s76543210) #define REV16(x) ((x).sFEDCBA9876543210) #define REVERSE_STR(x, s) REV##s((x)) #define REVERSE(x, s) REVERSE_STR(x, s) #define ROT1_0(x) ((x)) #define ROT1_1(x) ((x)) #define ROT2_0(x) ((x)) #define ROT2_1(x) ((x).s10) #define ROT2_2(x) ((x)) #define ROT3_0(x) ((x)) #define ROT3_1(x) ((x).s201) #define ROT3_2(x) ((x).s120) #define ROT3_3(x) ((x)) #define ROT4_0(x) ((x)) #define ROT4_1(x) ((x).s3012) #define ROT4_2(x) ((x).s2301) #define ROT4_3(x) ((x).s1230) #define ROT4_4(x) ((x)) #define ROT8_0(x) ((x)) #define ROT8_1(x) ((x).s70123456) #define ROT8_2(x) ((x).s67012345) #define ROT8_3(x) ((x).s56701234) #define ROT8_4(x) ((x).s45670123) #define ROT8_5(x) ((x).s34567012) #define ROT8_6(x) ((x).s23456701) #define ROT8_7(x) ((x).s12345670) #define ROT8_8(x) ((x)) #define ROT16_0(x) ((x)) #define ROT16_1(x) ((x).sF0123456789ABCDE) #define ROT16_2(x) ((x).sEF0123456789ABCD) #define ROT16_3(x) ((x).sDEF0123456789ABC) #define ROT16_4(x) ((x).sCDEF0123456789AB) #define ROT16_5(x) ((x).sBCDEF0123456789A) #define ROT16_6(x) ((x).sABCDEF0123456789) #define ROT16_7(x) ((x).s9ABCDEF012345678) #define ROT16_8(x) ((x).s89ABCDEF01234567) #define ROT16_9(x) ((x).s789ABCDEF0123456) #define ROT16_10(x) ((x).s6789ABCDEF012345) #define ROT16_11(x) ((x).s56789ABCDEF01234) #define ROT16_12(x) ((x).s456789ABCDEF0123) #define ROT16_13(x) ((x).s3456789ABCDEF012) #define ROT16_14(x) ((x).s23456789ABCDEF01) #define ROT16_15(x) ((x).s123456789ABCDEF0) #define ROT16_16(x) ((x)) #define ROTATE_STR(x, s, n) ROT##s##_##n(x) #define ROTATE(x, s, n) ROTATE_STR(x, s, n) #define V_OFFS1(dt) (dt##1)(0) #define V_OFFS2(dt) (dt##2)(0, 1) #define V_OFFS3(dt) (dt##3)(0, 1, 2) #define V_OFFS4(dt) (dt##4)(0, 1, 2, 3) #define V_OFFS8(dt) (dt##8)(0, 1, 2, 3, 4, 5, 6, 7) #define V_OFFS16(dt) (dt##16)(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15) #define VEC_OFFS_STR(dt, s) V_OFFS##s(dt) #define VEC_OFFS(dt, s) VEC_OFFS_STR(dt, s) #define VLOAD_STR(size) vload##size #define VLOAD(size) VLOAD_STR(size) #define VLOAD_PARTIAL_STR(size, load_size) vload_partial_##size##_##load_size #define VLOAD_PARTIAL(size, load_size) VLOAD_PARTIAL_STR(size, load_size) #define NO_LOAD(data, offs, ptr) \ { \ } #define vload_partial_1_0 NO_LOAD #define vload_partial_1_1 vload1 #define vload_partial_1_2 NO_LOAD #define vload_partial_1_3 NO_LOAD #define vload_partial_1_4 NO_LOAD #define vload_partial_1_5 NO_LOAD #define vload_partial_1_6 NO_LOAD #define vload_partial_1_7 NO_LOAD #define vload_partial_1_8 NO_LOAD #define vload_partial_1_9 NO_LOAD #define vload_partial_1_10 NO_LOAD #define vload_partial_1_11 NO_LOAD #define vload_partial_1_12 NO_LOAD #define vload_partial_1_13 NO_LOAD #define vload_partial_1_14 NO_LOAD #define vload_partial_1_15 NO_LOAD #define vload_partial_1_16 NO_LOAD #define vload_partial_2_0 NO_LOAD #define vload_partial_2_1 vload_partial_1 #define vload_partial_2_2 vload_partial_2 #define vload_partial_2_3 NO_LOAD #define vload_partial_2_4 NO_LOAD #define vload_partial_2_5 NO_LOAD #define vload_partial_2_6 NO_LOAD #define vload_partial_2_7 NO_LOAD #define vload_partial_2_8 NO_LOAD #define vload_partial_2_9 NO_LOAD #define vload_partial_2_10 NO_LOAD #define vload_partial_2_11 NO_LOAD #define vload_partial_2_12 NO_LOAD #define vload_partial_2_13 NO_LOAD #define vload_partial_2_14 NO_LOAD #define vload_partial_2_15 NO_LOAD #define vload_partial_2_16 NO_LOAD #define vload_partial_3_0 NO_LOAD #define vload_partial_3_1 vload_partial_1 #define vload_partial_3_2 vload_partial_2 #define vload_partial_3_3 vload_partial_3 #define vload_partial_3_4 NO_LOAD #define vload_partial_3_5 NO_LOAD #define vload_partial_3_6 NO_LOAD #define vload_partial_3_7 NO_LOAD #define vload_partial_3_8 NO_LOAD #define vload_partial_3_9 NO_LOAD #define vload_partial_3_10 NO_LOAD #define vload_partial_3_11 NO_LOAD #define vload_partial_3_12 NO_LOAD #define vload_partial_3_13 NO_LOAD #define vload_partial_3_14 NO_LOAD #define vload_partial_3_15 NO_LOAD #define vload_partial_3_16 NO_LOAD #define vload_partial_4_0 NO_LOAD #define vload_partial_4_1 vload_partial_1 #define vload_partial_4_2 vload_partial_2 #define vload_partial_4_3 vload_partial_3 #define vload_partial_4_4 vload_partial_4 #define vload_partial_4_5 NO_LOAD #define vload_partial_4_6 NO_LOAD #define vload_partial_4_7 NO_LOAD #define vload_partial_4_8 NO_LOAD #define vload_partial_4_9 NO_LOAD #define vload_partial_4_10 NO_LOAD #define vload_partial_4_11 NO_LOAD #define vload_partial_4_12 NO_LOAD #define vload_partial_4_13 NO_LOAD #define vload_partial_4_14 NO_LOAD #define vload_partial_4_15 NO_LOAD #define vload_partial_4_16 NO_LOAD #define vload_partial_8_0 NO_LOAD #define vload_partial_8_1 vload_partial_1 #define vload_partial_8_2 vload_partial_2 #define vload_partial_8_3 vload_partial_3 #define vload_partial_8_4 vload_partial_4 #define vload_partial_8_5 vload_partial_5 #define vload_partial_8_6 vload_partial_6 #define vload_partial_8_7 vload_partial_7 #define vload_partial_8_8 vload_partial_8 #define vload_partial_8_9 NO_LOAD #define vload_partial_8_10 NO_LOAD #define vload_partial_8_11 NO_LOAD #define vload_partial_8_12 NO_LOAD #define vload_partial_8_13 NO_LOAD #define vload_partial_8_14 NO_LOAD #define vload_partial_8_15 NO_LOAD #define vload_partial_8_16 NO_LOAD #define vload_partial_16_0 NO_LOAD #define vload_partial_16_1 vload_partial_1 #define vload_partial_16_2 vload_partial_2 #define vload_partial_16_3 vload_partial_3 #define vload_partial_16_4 vload_partial_4 #define vload_partial_16_5 vload_partial_5 #define vload_partial_16_6 vload_partial_6 #define vload_partial_16_7 vload_partial_7 #define vload_partial_16_8 vload_partial_8 #define vload_partial_16_9 vload_partial_9 #define vload_partial_16_10 vload_partial_10 #define vload_partial_16_11 vload_partial_11 #define vload_partial_16_12 vload_partial_12 #define vload_partial_16_13 vload_partial_13 #define vload_partial_16_14 vload_partial_14 #define vload_partial_16_15 vload_partial_15 #define vload_partial_16_16 vload_partial_16 #define vload_partial_1(DATA, OFFSET, PTR) \ DATA.s0 = vload1(OFFSET, PTR); #define vload_partial_2(DATA, OFFSET, PTR) \ DATA.s01 = vload2(OFFSET, PTR); #define vload_partial_3(DATA, OFFSET, PTR) \ DATA.s012 = vload3(OFFSET, PTR); #define vload_partial_4(DATA, OFFSET, PTR) \ DATA.s0123 = vload4(OFFSET, PTR); #define vload_partial_5(DATA, OFFSET, PTR) \ vload_partial_4(DATA.s0123, OFFSET, PTR); \ DATA.s4 = vload1(OFFSET, PTR + 4); #define vload_partial_6(DATA, OFFSET, PTR) \ vload_partial_4(DATA.s0123, OFFSET, PTR); \ vload_partial_2(DATA.s45, OFFSET, PTR + 4); #define vload_partial_7(DATA, OFFSET, PTR) \ vload_partial_4(DATA.s0123, OFFSET, PTR); \ vload_partial_3(DATA.s456, OFFSET, PTR + 4); #define vload_partial_8(DATA, OFFSET, PTR) \ DATA.s01234567 = vload8(OFFSET, PTR); #define vload_partial_9(DATA, OFFSET, PTR) \ vload_partial_8(DATA.s01234567, OFFSET, PTR); \ DATA.s8 = vload1(OFFSET, PTR + 8); #define vload_partial_10(DATA, OFFSET, PTR) \ vload_partial_8(DATA.s01234567, OFFSET, PTR); \ vload_partial_2(DATA.s89, OFFSET, PTR + 8); #define vload_partial_11(DATA, OFFSET, PTR) \ vload_partial_8(DATA.s01234567, OFFSET, PTR); \ vload_partial_3(DATA.s89A, OFFSET, PTR + 8); #define vload_partial_12(DATA, OFFSET, PTR) \ vload_partial_8(DATA.s01234567, OFFSET, PTR); \ vload_partial_4(DATA.s89AB, OFFSET, PTR + 8); #define vload_partial_13(DATA, OFFSET, PTR) \ vload_partial_8(DATA.s01234567, OFFSET, PTR); \ vload_partial_5(DATA.s89ABCDEF, OFFSET, PTR + 8); #define vload_partial_14(DATA, OFFSET, PTR) \ vload_partial_8(DATA.s01234567, OFFSET, PTR); \ vload_partial_6(DATA.s89ABCDEF, OFFSET, PTR + 8); #define vload_partial_15(DATA, OFFSET, PTR) \ vload_partial_8(DATA.s01234567, OFFSET, PTR); \ vload_partial_7(DATA.s89ABCDEF, OFFSET, PTR + 8); #define vload_partial_16(DATA, OFFSET, PTR) \ DATA = vload16(OFFSET, PTR); #define PIXEL_UNIT4 1 #define PIXEL_UNIT8 2 #define PIXEL_UNIT16 4 #define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size) PIXEL_UNIT##vec_size #define CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(vec_size) CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT_STR(vec_size) #define read_image2d_floatx1(img, x_coord, y_coord) (float4)(read_imagef(img, (int2)(x_coord, y_coord))); #define read_image2d_floatx2(img, x_coord, y_coord) (float8)(read_imagef(img, (int2)(x_coord, y_coord)), read_imagef(img, (int2)(x_coord + 1, y_coord))); #define read_image2d_floatx4(img, x_coord, y_coord) (float16)(read_imagef(img, (int2)(x_coord, y_coord)), read_imagef(img, (int2)(x_coord + 1, y_coord)), read_imagef(img, (int2)(x_coord + 2, y_coord)), read_imagef(img, (int2)(x_coord + 3, y_coord))); #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) #define read_image2d_halfx1(img, x_coord, y_coord) (half4)(read_imageh(img, (int2)(x_coord, y_coord))); #define read_image2d_halfx2(img, x_coord, y_coord) (half8)(read_imageh(img, (int2)(x_coord, y_coord)), read_imageh(img, (int2)(x_coord + 1, y_coord))); #define read_image2d_halfx4(img, x_coord, y_coord) (half16)(read_imageh(img, (int2)(x_coord, y_coord)), read_imageh(img, (int2)(x_coord + 1, y_coord)), read_imageh(img, (int2)(x_coord + 2, y_coord)), read_imageh(img, (int2)(x_coord + 3, y_coord))); #endif #define write_image2d_floatx1(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values)); #define write_image2d_floatx2(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values.s0123), write_imagef(img, (int2)(x_coord + 1, y_coord), values.s4567)); #define write_image2d_floatx4(img, x_coord, y_coord, values) (write_imagef(img, (int2)(x_coord, y_coord), values.s0123), write_imagef(img, (int2)(x_coord + 1, y_coord), values.s4567), write_imagef(img, (int2)(x_coord + 2, y_coord), values.s89AB), write_imagef(img, (int2)(x_coord + 3, y_coord), values.sCDEF)); #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) #define write_image2d_halfx1(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values)); #define write_image2d_halfx2(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values.s0123), write_imageh(img, (int2)(x_coord + 1, y_coord), values.s4567)); #define write_image2d_halfx4(img, x_coord, y_coord, values) (write_imageh(img, (int2)(x_coord, y_coord), values.s0123), write_imageh(img, (int2)(x_coord + 1, y_coord), values.s4567), write_imageh(img, (int2)(x_coord + 2, y_coord), values.s89AB), write_imageh(img, (int2)(x_coord + 3, y_coord), values.sCDEF)); #endif #define READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord) read_image2d_##data_type##x##n0(img, x_coord, y_coord) #define READ_IMAGE2D(data_type, n0, img, x_coord, y_coord) READ_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord) #define WRITE_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord, values) write_image2d_##data_type##x##n0(img, x_coord, y_coord, values) #define WRITE_IMAGE2D(data_type, n0, img, x_coord, y_coord, values) WRITE_IMAGE2D_STR(data_type, n0, img, x_coord, y_coord, values) #define VSTORE_STR(size) vstore##size #define VSTORE(size) VSTORE_STR(size) #define float1 float #define half1 half #define char1 char #define uchar1 uchar #define short1 short #define ushort1 ushort #define int1 int #define uint1 uint #define long1 long #define ulong1 ulong #define double1 double #define vload1(OFFSET, PTR) *(OFFSET + PTR) #define vstore1(DATA, OFFSET, PTR) *(OFFSET + PTR) = DATA #define VSTORE_PARTIAL_STR(size, store_size) vstore_partial_##size##_##store_size #define VSTORE_PARTIAL(size, store_size) VSTORE_PARTIAL_STR(size, store_size) #define NO_STORE(data, offs, ptr) \ { \ } #define vstore_partial_1_0 NO_STORE #define vstore_partial_1_1 vstore1 #define vstore_partial_1_2 NO_STORE #define vstore_partial_1_3 NO_STORE #define vstore_partial_1_4 NO_STORE #define vstore_partial_1_5 NO_STORE #define vstore_partial_1_6 NO_STORE #define vstore_partial_1_7 NO_STORE #define vstore_partial_1_8 NO_STORE #define vstore_partial_1_9 NO_STORE #define vstore_partial_1_10 NO_STORE #define vstore_partial_1_11 NO_STORE #define vstore_partial_1_12 NO_STORE #define vstore_partial_1_13 NO_STORE #define vstore_partial_1_14 NO_STORE #define vstore_partial_1_15 NO_STORE #define vstore_partial_1_16 NO_STORE #define vstore_partial_2_0 NO_STORE #define vstore_partial_2_1 vstore_partial_1 #define vstore_partial_2_2 vstore_partial_2 #define vstore_partial_2_3 NO_STORE #define vstore_partial_2_4 NO_STORE #define vstore_partial_2_5 NO_STORE #define vstore_partial_2_6 NO_STORE #define vstore_partial_2_7 NO_STORE #define vstore_partial_2_8 NO_STORE #define vstore_partial_2_9 NO_STORE #define vstore_partial_2_10 NO_STORE #define vstore_partial_2_11 NO_STORE #define vstore_partial_2_12 NO_STORE #define vstore_partial_2_13 NO_STORE #define vstore_partial_2_14 NO_STORE #define vstore_partial_2_15 NO_STORE #define vstore_partial_2_16 NO_STORE #define vstore_partial_3_0 NO_STORE #define vstore_partial_3_1 vstore_partial_1 #define vstore_partial_3_2 vstore_partial_2 #define vstore_partial_3_3 vstore_partial_3 #define vstore_partial_3_4 NO_STORE #define vstore_partial_3_5 NO_STORE #define vstore_partial_3_6 NO_STORE #define vstore_partial_3_7 NO_STORE #define vstore_partial_3_8 NO_STORE #define vstore_partial_3_9 NO_STORE #define vstore_partial_3_10 NO_STORE #define vstore_partial_3_11 NO_STORE #define vstore_partial_3_12 NO_STORE #define vstore_partial_3_13 NO_STORE #define vstore_partial_3_14 NO_STORE #define vstore_partial_3_15 NO_STORE #define vstore_partial_3_16 NO_STORE #define vstore_partial_4_0 NO_STORE #define vstore_partial_4_1 vstore_partial_1 #define vstore_partial_4_2 vstore_partial_2 #define vstore_partial_4_3 vstore_partial_3 #define vstore_partial_4_4 vstore_partial_4 #define vstore_partial_4_5 NO_STORE #define vstore_partial_4_6 NO_STORE #define vstore_partial_4_7 NO_STORE #define vstore_partial_4_8 NO_STORE #define vstore_partial_4_9 NO_STORE #define vstore_partial_4_10 NO_STORE #define vstore_partial_4_11 NO_STORE #define vstore_partial_4_12 NO_STORE #define vstore_partial_4_13 NO_STORE #define vstore_partial_4_14 NO_STORE #define vstore_partial_4_15 NO_STORE #define vstore_partial_4_16 NO_STORE #define vstore_partial_8_0 NO_STORE #define vstore_partial_8_1 vstore_partial_1 #define vstore_partial_8_2 vstore_partial_2 #define vstore_partial_8_3 vstore_partial_3 #define vstore_partial_8_4 vstore_partial_4 #define vstore_partial_8_5 vstore_partial_5 #define vstore_partial_8_6 vstore_partial_6 #define vstore_partial_8_7 vstore_partial_7 #define vstore_partial_8_8 vstore_partial_8 #define vstore_partial_8_9 NO_STORE #define vstore_partial_8_10 NO_STORE #define vstore_partial_8_11 NO_STORE #define vstore_partial_8_12 NO_STORE #define vstore_partial_8_13 NO_STORE #define vstore_partial_8_14 NO_STORE #define vstore_partial_8_15 NO_STORE #define vstore_partial_8_16 NO_STORE #define vstore_partial_16_0 NO_STORE #define vstore_partial_16_1 vstore_partial_1 #define vstore_partial_16_2 vstore_partial_2 #define vstore_partial_16_3 vstore_partial_3 #define vstore_partial_16_4 vstore_partial_4 #define vstore_partial_16_5 vstore_partial_5 #define vstore_partial_16_6 vstore_partial_6 #define vstore_partial_16_7 vstore_partial_7 #define vstore_partial_16_8 vstore_partial_8 #define vstore_partial_16_9 vstore_partial_9 #define vstore_partial_16_10 vstore_partial_10 #define vstore_partial_16_11 vstore_partial_11 #define vstore_partial_16_12 vstore_partial_12 #define vstore_partial_16_13 vstore_partial_13 #define vstore_partial_16_14 vstore_partial_14 #define vstore_partial_16_15 vstore_partial_15 #define vstore_partial_16_16 vstore_partial_16 #define vstore_partial_1(DATA, OFFSET, PTR) \ vstore1(DATA.s0, OFFSET, PTR); #define vstore_partial_2(DATA, OFFSET, PTR) \ vstore2(DATA.s01, OFFSET, PTR); #define vstore_partial_3(DATA, OFFSET, PTR) \ vstore3(DATA.s012, OFFSET, PTR); #define vstore_partial_4(DATA, OFFSET, PTR) \ vstore4(DATA.s0123, OFFSET, PTR); #define vstore_partial_5(DATA, OFFSET, PTR) \ vstore_partial_4(DATA.s0123, OFFSET, PTR); \ vstore1(DATA.s4, OFFSET, PTR + 4); #define vstore_partial_6(DATA, OFFSET, PTR) \ vstore_partial_4(DATA.s0123, OFFSET, PTR); \ vstore_partial_2(DATA.s45, OFFSET, PTR + 4); #define vstore_partial_7(DATA, OFFSET, PTR) \ vstore_partial_4(DATA.s0123, OFFSET, PTR); \ vstore_partial_3(DATA.s456, OFFSET, PTR + 4); #define vstore_partial_8(DATA, OFFSET, PTR) \ vstore8(DATA.s01234567, OFFSET, PTR); #define vstore_partial_9(DATA, OFFSET, PTR) \ vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ vstore1(DATA.s8, OFFSET, PTR + 8); #define vstore_partial_10(DATA, OFFSET, PTR) \ vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ vstore_partial_2(DATA.s89, OFFSET, PTR + 8); #define vstore_partial_11(DATA, OFFSET, PTR) \ vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ vstore_partial_3(DATA.s89a, OFFSET, PTR + 8); #define vstore_partial_12(DATA, OFFSET, PTR) \ vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ vstore_partial_4(DATA.s89ab, OFFSET, PTR + 8); #define vstore_partial_13(DATA, OFFSET, PTR) \ vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ vstore_partial_5(DATA.s89abcdef, OFFSET, PTR + 8); #define vstore_partial_14(DATA, OFFSET, PTR) \ vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ vstore_partial_6(DATA.s89abcdef, OFFSET, PTR + 8); #define vstore_partial_15(DATA, OFFSET, PTR) \ vstore_partial_8(DATA.s01234567, OFFSET, PTR); \ vstore_partial_7(DATA.s89abcdef, OFFSET, PTR + 8); #define vstore_partial_16(DATA, OFFSET, PTR) \ vstore16(DATA, OFFSET, PTR); #define convert_float_sat convert_float #define convert_float1_sat convert_float #define convert_float2_sat convert_float2 #define convert_float3_sat convert_float3 #define convert_float4_sat convert_float4 #define convert_float8_sat convert_float8 #define convert_float16_sat convert_float16 #define convert_half_sat convert_float #define convert_half1_sat convert_half #define convert_half2_sat convert_half2 #define convert_half3_sat convert_half3 #define convert_half4_sat convert_half4 #define convert_half8_sat convert_half8 #define convert_half16_sat convert_half16 #define convert_float1 convert_float #define convert_half1 convert_half #define convert_char1 convert_char #define convert_uchar1 convert_uchar #define convert_short1 convert_short #define convert_ushort1 convert_ushort #define convert_int1 convert_int #define convert_uint1 convert_uint #define convert_long1 convert_long #define convert_ulong1 convert_ulong #define convert_double1 convert_double #define convert_char1_sat convert_char_sat #define convert_uchar1_sat convert_uchar_sat #define convert_uchar2_sat convert_uchar2_sat #define convert_uchar3_sat convert_uchar3_sat #define convert_uchar4_sat convert_uchar4_sat #define convert_uchar8_sat convert_uchar8_sat #define convert_uchar16_sat convert_uchar16_sat #define convert_short1_sat convert_short_sat #define convert_ushort1_sat convert_ushort_sat #define convert_int1_sat convert_int_sat #define convert_uint1_sat convert_uint_sat #define convert_long1_sat convert_long_sat #define convert_ulong1_sat convert_ulong_sat #define convert_double1_sat convert_double_sat #define VEC_DATA_TYPE_STR(type, size) type##size #define VEC_DATA_TYPE(type, size) VEC_DATA_TYPE_STR(type, size) #define CONVERT_STR(x, type) (convert_##type((x))) #define CONVERT(x, type) CONVERT_STR(x, type) #define CONVERT_SAT_STR(x, type) (convert_##type##_sat((x))) #define CONVERT_SAT(x, type) CONVERT_SAT_STR(x, type) #define CONVERT_SAT_ROUND_STR(x, type, round) (convert_##type##_sat_##round((x))) #define CONVERT_SAT_ROUND(x, type, round) CONVERT_SAT_ROUND_STR(x, type, round) #define select_vec_dt_uchar(size) uchar##size #define select_vec_dt_char(size) char##size #define select_vec_dt_ushort(size) ushort##size #define select_vec_dt_short(size) short##size #define select_vec_dt_half(size) short##size #define select_vec_dt_uint(size) uint##size #define select_vec_dt_int(size) int##size #define select_vec_dt_float(size) int##size #define select_vec_dt_ulong(size) ulong##size #define select_vec_dt_long(size) long##size #define SELECT_VEC_DATA_TYPE_STR(type, size) select_vec_dt_##type(size) #define SELECT_VEC_DATA_TYPE(type, size) SELECT_VEC_DATA_TYPE_STR(type, size) #define SELECT_DATA_TYPE(type) SELECT_VEC_DATA_TYPE_STR(type, 1) #define signed_int_vec_dt_uchar(size) char##size #define signed_int_vec_dt_char(size) char##size #define signed_int_vec_dt_ushort(size) short##size #define signed_int_vec_dt_short(size) short##size #define signed_int_vec_dt_half(size) short##size #define signed_int_vec_dt_uint(size) int##size #define signed_int_vec_dt_int(size) int##size #define signed_int_vec_dt_float(size) int##size #define signed_int_vec_dt_ulong(size) long##size #define signed_int_vec_dt_long(size) long##size #define SIGNED_INT_VEC_DATA_TYPE_STR(type, size) signed_int_vec_dt_##type(size) #define SIGNED_INT_VEC_DATA_TYPE(type, size) SIGNED_INT_VEC_DATA_TYPE_STR(type, size) #define SIGNED_INT_DATA_TYPE(type) SIGNED_INT_VEC_DATA_TYPE_STR(type, 1) #define sum_reduce_1(x) (x) #define sum_reduce_2(x) ((x).s0) + ((x).s1) #define sum_reduce_3(x) sum_reduce_2((x).s01) + ((x).s2) #define sum_reduce_4(x) sum_reduce_2((x).s01) + sum_reduce_2((x).s23) #define sum_reduce_8(x) sum_reduce_4((x).s0123) + sum_reduce_4((x).s4567) #define sum_reduce_16(x) sum_reduce_8((x).s01234567) + sum_reduce_8((x).s89ABCDEF) #define SUM_REDUCE_STR(x, size) sum_reduce_##size(x) #define SUM_REDUCE(x, size) SUM_REDUCE_STR(x, size) #define prod_reduce_1(x) (x) #define prod_reduce_2(x) ((x).s0) * ((x).s1) #define prod_reduce_3(x) prod_reduce_2((x).s01) * ((x).s2) #define prod_reduce_4(x) prod_reduce_2((x).s01) * prod_reduce_2((x).s23) #define prod_reduce_8(x) prod_reduce_4((x).s0123) * prod_reduce_4((x).s4567) #define prod_reduce_16(x) prod_reduce_8((x).s01234567) * prod_reduce_8((x).s89ABCDEF) #define PROD_REDUCE_STR(x, size) prod_reduce_##size(x) #define PROD_REDUCE(x, size) PROD_REDUCE_STR(x, size) #define max_reduce_1(x) (x) #define max_reduce_2(x) max(((x).s0), ((x).s1)) #define max_reduce_3(x) max(max_reduce_2((x).s01), ((x).s2)) #define max_reduce_4(x) max(max_reduce_2((x).s01), max_reduce_2((x).s23)) #define max_reduce_8(x) max(max_reduce_4((x).s0123), max_reduce_4((x).s4567)) #define max_reduce_16(x) max(max_reduce_8((x).s01234567), max_reduce_8((x).s89ABCDEF)) #define MAX_REDUCE_STR(x, size) max_reduce_##size(x) #define MAX_REDUCE(x, size) MAX_REDUCE_STR(x, size) #define VECTOR_DECLARATION(name) \ __global uchar *name##_ptr, \ uint name##_stride_x, \ uint name##_step_x, \ uint name##_offset_first_element_in_bytes #define IMAGE_DECLARATION(name) \ __global uchar *name##_ptr, \ uint name##_stride_x, \ uint name##_step_x, \ uint name##_stride_y, \ uint name##_step_y, \ uint name##_offset_first_element_in_bytes #define TENSOR3D_DECLARATION(name) \ __global uchar *name##_ptr, \ uint name##_stride_x, \ uint name##_step_x, \ uint name##_stride_y, \ uint name##_step_y, \ uint name##_stride_z, \ uint name##_step_z, \ uint name##_offset_first_element_in_bytes #define TENSOR4D_DECLARATION(name) \ __global uchar *name##_ptr, \ uint name##_stride_x, \ uint name##_step_x, \ uint name##_stride_y, \ uint name##_step_y, \ uint name##_stride_z, \ uint name##_step_z, \ uint name##_stride_w, \ uint name##_step_w, \ uint name##_offset_first_element_in_bytes #define TENSOR5D_DECLARATION(name) \ __global uchar *name##_ptr, \ uint name##_stride_x, \ uint name##_step_x, \ uint name##_stride_y, \ uint name##_step_y, \ uint name##_stride_z, \ uint name##_step_z, \ uint name##_stride_w, \ uint name##_step_w, \ uint name##_stride_v, \ uint name##_step_v, \ uint name##_offset_first_element_in_bytes #define CONVERT_TO_VECTOR_STRUCT(name) \ update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x) #define CONVERT_TO_VECTOR_STRUCT_NO_STEP(name) \ update_vector_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0) #define CONVERT_TO_IMAGE_STRUCT(name) \ update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y) #define CONVERT_TO_IMAGE_STRUCT_NO_STEP(name) \ update_image_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0) #define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \ update_image_from_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, name##_stride_z, name##_step_z) #define CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP(name) \ update_image_from_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, name##_step_z) #define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name) \ update_image_from_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, name##_stride_z, name##_step_z) #define CONVERT_TO_TENSOR3D_STRUCT(name) \ update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \ name##_stride_z, name##_step_z) #define CONVERT_TO_TENSOR3D_STRUCT_NO_STEP(name) \ update_tensor3D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, 0) #define CONVERT_TO_TENSOR4D_STRUCT(name, mod_size) \ update_tensor4D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \ name##_stride_z, name##_step_z, name##_stride_w, name##_step_w, mod_size) #define CONVERT_TO_TENSOR4D_STRUCT_NO_STEP(name, mod_size) \ update_tensor4D_workitem_ptr(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, 0, name##_stride_y, 0, name##_stride_z, 0, name##_stride_w, 0, mod_size) #define CONVERT_TO_TENSOR3D_STRUCT_NO_UPDATE_PTR(name) \ tensor3D_ptr_no_update(name##_ptr, name##_offset_first_element_in_bytes, name##_stride_x, name##_step_x, name##_stride_y, name##_step_y, \ name##_stride_z, name##_step_z) typedef struct Vector { __global uchar *ptr; int offset_first_element_in_bytes; int stride_x; } Vector; typedef struct Image { __global uchar *ptr; int offset_first_element_in_bytes; int stride_x; int stride_y; } Image; typedef struct Tensor3D { __global uchar *ptr; int offset_first_element_in_bytes; int stride_x; int stride_y; int stride_z; } Tensor3D; typedef struct Tensor4D { __global uchar *ptr; int offset_first_element_in_bytes; int stride_x; int stride_y; int stride_z; int stride_w; } Tensor4D; inline Vector update_vector_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x) { Vector vector = { .ptr = ptr, .offset_first_element_in_bytes = offset_first_element_in_bytes, .stride_x = stride_x, }; vector.ptr += vector.offset_first_element_in_bytes + get_global_id(0) * step_x; return vector; } inline Image update_image_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y) { Image img = { .ptr = ptr, .offset_first_element_in_bytes = offset_first_element_in_bytes, .stride_x = stride_x, .stride_y = stride_y }; img.ptr += img.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y; return img; } inline Image update_image_from_tensor3D_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z) { Image img = { .ptr = ptr, .offset_first_element_in_bytes = offset_first_element_in_bytes, .stride_x = stride_x, .stride_y = stride_y }; img.ptr += img.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y + get_global_id(2) * step_z; return img; } inline Tensor3D update_tensor3D_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z) { Tensor3D tensor = { .ptr = ptr, .offset_first_element_in_bytes = offset_first_element_in_bytes, .stride_x = stride_x, .stride_y = stride_y, .stride_z = stride_z }; tensor.ptr += tensor.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y + get_global_id(2) * step_z; return tensor; } inline Tensor3D tensor3D_ptr_no_update(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z) { Tensor3D tensor = { .ptr = ptr, .offset_first_element_in_bytes = offset_first_element_in_bytes, .stride_x = stride_x, .stride_y = stride_y, .stride_z = stride_z }; return tensor; } inline Tensor4D update_tensor4D_workitem_ptr(__global uchar *ptr, uint offset_first_element_in_bytes, uint stride_x, uint step_x, uint stride_y, uint step_y, uint stride_z, uint step_z, uint stride_w, uint step_w, uint mod_size) { Tensor4D tensor = { .ptr = ptr, .offset_first_element_in_bytes = offset_first_element_in_bytes, .stride_x = stride_x, .stride_y = stride_y, .stride_z = stride_z, .stride_w = stride_w }; tensor.ptr += tensor.offset_first_element_in_bytes + get_global_id(0) * step_x + get_global_id(1) * step_y + (get_global_id(2) % mod_size) * step_z + (get_global_id(2) / mod_size) * step_w; return tensor; } inline __global const uchar *vector_offset(const Vector *vec, int x) { return vec->ptr + x * vec->stride_x; } inline __global uchar *offset(const Image *img, int x, int y) { return img->ptr + x * img->stride_x + y * img->stride_y; } inline __global const uchar *tensor3D_offset(const Tensor3D *tensor, int x, int y, int z) { return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z; } inline __global const uchar *tensor4D_offset(const Tensor4D *tensor, int x, int y, int z, int w) { return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + w * tensor->stride_w; } inline __global const uchar *tensor3D_index2ptr(const Tensor3D *tensor, uint width, uint height, uint depth, uint index) { uint num_elements = width * height; const uint z = index / num_elements; index %= num_elements; const uint y = index / width; index %= width; const uint x = index; return tensor->ptr + x * tensor->stride_x + y * tensor->stride_y + z * tensor->stride_z + tensor->offset_first_element_in_bytes; } #endif #define SCALAR_ACCESS_STR(offset, n0, x) scalar_access_##offset##_##n0(x) #define SCALAR_ACCESS(offset, n0, x) SCALAR_ACCESS_STR(offset, n0, x) #define scalar_access_0_1(x) ((x).s0) #define scalar_access_0_2(x) ((x).s01) #define scalar_access_0_3(x) ((x).s012) #define scalar_access_0_4(x) ((x).s0123) #define scalar_access_0_8(x) ((x).s01234567) #define scalar_access_0_16(x) ((x).s0123456789ABCDEF) #define scalar_access_1_1(x) ((x).s1) #define scalar_access_1_2(x) ((x).s12) #define scalar_access_1_3(x) ((x).s123) #define scalar_access_1_4(x) ((x).s1234) #define scalar_access_1_8(x) ((x).s12345678) #define scalar_access_2_1(x) ((x).s2) #define scalar_access_2_2(x) ((x).s23) #define scalar_access_2_3(x) ((x).s234) #define scalar_access_2_4(x) ((x).s2345) #define scalar_access_2_8(x) ((x).s23456789) #define scalar_access_3_1(x) ((x).s3) #define scalar_access_3_2(x) ((x).s34) #define scalar_access_3_3(x) ((x).s345) #define scalar_access_3_4(x) ((x).s3456) #define scalar_access_3_8(x) ((x).s3456789A) #define scalar_access_4_1(x) ((x).s4) #define scalar_access_4_2(x) ((x).s45) #define scalar_access_4_3(x) ((x).s456) #define scalar_access_4_4(x) ((x).s4567) #define scalar_access_4_8(x) ((x).s456789AB) #define scalar_access_8_1(x) ((x).s8) #define scalar_access_8_2(x) ((x).s89) #define scalar_access_8_3(x) ((x).s89A) #define scalar_access_8_4(x) ((x).s89AB) #define scalar_access_8_8(x) ((x).s89ABCDEF) #define scalar_access_12_1(x) ((x).sC) #define scalar_access_12_2(x) ((x).sCD) #define scalar_access_12_3(x) ((x).sCDE) #define scalar_access_12_4(x) ((x).sCDEF) #define scalar_access_16_1(x) ((x).sF) #define LOAD_TENSOR_ROW_0(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ ({}) #define LOAD_TENSOR_ROW_1(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##0) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 0 * STRIDE_Y + Z##0)); #define LOAD_TENSOR_ROW_2(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_1(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##1) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 1 * STRIDE_Y + Z##1)); #define LOAD_TENSOR_ROW_3(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_2(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##2) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 2 * STRIDE_Y + Z##2)); #define LOAD_TENSOR_ROW_4(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_3(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##3) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 3 * STRIDE_Y + Z##3)); #define LOAD_TENSOR_ROW_5(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_4(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##4) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 4 * STRIDE_Y + Z##4)); #define LOAD_TENSOR_ROW_6(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_5(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##5) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 5 * STRIDE_Y + Z##5)); #define LOAD_TENSOR_ROW_7(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_6(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##6) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 6 * STRIDE_Y + Z##6)); #define LOAD_TENSOR_ROW_8(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_7(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##7) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 7 * STRIDE_Y + Z##7)); #define LOAD_TENSOR_ROW_9(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_8(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##8) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 8 * STRIDE_Y + Z##8)); #define LOAD_TENSOR_ROW_10(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_9(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##9) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 9 * STRIDE_Y + Z##9)); #define LOAD_TENSOR_ROW_11(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_10(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##A) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 10 * STRIDE_Y + Z##A)); #define LOAD_TENSOR_ROW_12(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_11(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##B) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 11 * STRIDE_Y + Z##B)); #define LOAD_TENSOR_ROW_13(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_12(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##C) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 12 * STRIDE_Y + Z##C)); #define LOAD_TENSOR_ROW_14(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_13(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##D) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 13 * STRIDE_Y + Z##D)); #define LOAD_TENSOR_ROW_15(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_14(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##E) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 14 * STRIDE_Y + Z##E)); #define LOAD_TENSOR_ROW_16(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ LOAD_TENSOR_ROW_15(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) \ SCALAR_ACCESS(COL_OFFSET, N0, BASENAME##F) = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + 15 * STRIDE_Y + Z##F)); #define LOAD_TENSOR_STR(M0, N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) LOAD_TENSOR_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) #define LOAD_TENSOR(M0, N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) LOAD_TENSOR_STR(M0, N0, DATA_TYPE, BASENAME, PTR, COL_OFFSET, STRIDE_Y, Z) #define LOAD_TENSOR_M0X0(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ ({}) #define LOAD_TENSOR_M0X1(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, N0, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); #define LOAD_TENSOR_M0X2(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, N0, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); #define LOAD_TENSOR_M0X3(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, N0, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); #define LOAD_TENSOR_M0X4(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, N0, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); #define LOAD_TENSOR_M0X5(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 4, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 1, DATA_TYPE, a, input_ptr + 4 * sizeof(DATA_TYPE), 4, src_stride_y, zin); #define LOAD_TENSOR_M0X6(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 4, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 2, DATA_TYPE, a, input_ptr + 4 * sizeof(DATA_TYPE), 4, src_stride_y, zin); #define LOAD_TENSOR_M0X7(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 4, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 3, DATA_TYPE, a, input_ptr + 4 * sizeof(DATA_TYPE), 4, src_stride_y, zin); #define LOAD_TENSOR_M0X8(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, N0, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); #define LOAD_TENSOR_M0X9(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 8, DATA_TYPE, a, input_ptr 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 1, DATA_TYPE, a, input_ptr + 8 * sizeof(DATA_TYPE), 8, src_stride_y, zin); #define LOAD_TENSOR_M0X10(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 8, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 2, DATA_TYPE, a, input_ptr + 8 * sizeof(DATA_TYPE), 8, src_stride_y, zin); #define LOAD_TENSOR_M0X11(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 8, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 3, DATA_TYPE, a, input_ptr + 8 * sizeof(DATA_TYPE), 8, src_stride_y, zin); #define LOAD_TENSOR_M0X12(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 8, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 4, DATA_TYPE, a, input_ptr + 8 * sizeof(DATA_TYPE), 8, src_stride_y, zin); #define LOAD_TENSOR_M0X13(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 8, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 4, DATA_TYPE, a, input_ptr + 8 * sizeof(DATA_TYPE), 8, src_stride_y, zin); \ LOAD_TENSOR(M0, 1, DATA_TYPE, a, input_ptr + 12 * sizeof(DATA_TYPE), 12, src_stride_y, zin); #define LOAD_TENSOR_M0X14(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 8, DATA_TYPE, a, input_ptr 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 4, DATA_TYPE, a, input_ptr + 8 * sizeof(DATA_TYPE), 8, src_stride_y, zin); \ LOAD_TENSOR(M0, 2, DATA_TYPE, a, input_ptr + 12 * sizeof(DATA_TYPE), 12, src_stride_y, zin); #define LOAD_TENSOR_M0X15(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, 8, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); \ LOAD_TENSOR(M0, 4, DATA_TYPE, a, input_ptr + 8 * sizeof(DATA_TYPE), 8, src_stride_y, zin); \ LOAD_TENSOR(M0, 3, DATA_TYPE, a, input_ptr + 12 * sizeof(DATA_TYPE), 12, src_stride_y, zin); #define LOAD_TENSOR_M0X16(M0, N0, DATA_TYPE, a, input_ptr, src_stride_y, zin) \ LOAD_TENSOR(M0, N0, DATA_TYPE, a, input_ptr, 0, src_stride_y, zin); #define LOAD_TENSOR_M0XN0_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) LOAD_TENSOR_M0X##N0(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) #define LOAD_TENSOR_M0XN0(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) LOAD_TENSOR_M0XN0_STR(M0, N0, DATA_TYPE, BASENAME, PTR, STRIDE_Y, Z) #define LOAD_ROW_1(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##0 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 0 * STRIDE_Y + Z##0)); #define LOAD_ROW_2(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_1(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##1 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 1 * STRIDE_Y + Z##1)); #define LOAD_ROW_3(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_2(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##2 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 2 * STRIDE_Y + Z##2)); #define LOAD_ROW_4(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_3(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##3 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 3 * STRIDE_Y + Z##3)); #define LOAD_ROW_5(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_4(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##4 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 4 * STRIDE_Y + Z##4)); #define LOAD_ROW_6(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_5(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##5 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 5 * STRIDE_Y + Z##5)); #define LOAD_ROW_7(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_6(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##6 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 6 * STRIDE_Y + Z##6)); #define LOAD_ROW_8(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_7(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##7 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 7 * STRIDE_Y + Z##7)); #define LOAD_ROW_9(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_8(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##8 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 8 * STRIDE_Y + Z##8)); #define LOAD_ROW_10(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_9(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##9 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 9 * STRIDE_Y + Z##9)); #define LOAD_ROW_11(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_10(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##A = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 10 * STRIDE_Y + Z##A)); #define LOAD_ROW_12(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_11(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##B = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 11 * STRIDE_Y + Z##B)); #define LOAD_ROW_13(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_12(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##C = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 12 * STRIDE_Y + Z##C)); #define LOAD_ROW_14(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_13(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##D = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 13 * STRIDE_Y + Z##D)); #define LOAD_ROW_15(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_14(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##E = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 14 * STRIDE_Y + Z##E)); #define LOAD_ROW_16(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_15(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##F = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + 15 * STRIDE_Y + Z##F)); #define LOAD_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) LOAD_ROW_##M0(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) #define LOAD_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) LOAD_BLOCK_STR(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) #define LOAD_ROW_PARTIAL_1(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##0, 0, (__global DATA_TYPE *)(PTR + OFFSET + 0 * STRIDE_Y + Z##0)); #define LOAD_ROW_PARTIAL_2(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_1(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##1, 0, (__global DATA_TYPE *)(PTR + OFFSET + 1 * STRIDE_Y + Z##1)); #define LOAD_ROW_PARTIAL_3(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_2(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##2, 0, (__global DATA_TYPE *)(PTR + OFFSET + 2 * STRIDE_Y + Z##2)); #define LOAD_ROW_PARTIAL_4(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_3(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##3, 0, (__global DATA_TYPE *)(PTR + OFFSET + 3 * STRIDE_Y + Z##3)); #define LOAD_ROW_PARTIAL_5(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_4(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##4, 0, (__global DATA_TYPE *)(PTR + OFFSET + 4 * STRIDE_Y + Z##4)); #define LOAD_ROW_PARTIAL_6(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_5(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##5, 0, (__global DATA_TYPE *)(PTR + OFFSET + 5 * STRIDE_Y + Z##5)); #define LOAD_ROW_PARTIAL_7(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_6(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##6, 0, (__global DATA_TYPE *)(PTR + OFFSET + 6 * STRIDE_Y + Z##6)); #define LOAD_ROW_PARTIAL_8(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_7(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##7, 0, (__global DATA_TYPE *)(PTR + OFFSET + 7 * STRIDE_Y + Z##7)); #define LOAD_ROW_PARTIAL_9(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_8(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##8, 0, (__global DATA_TYPE *)(PTR + OFFSET + 8 * STRIDE_Y + Z##8)); #define LOAD_ROW_PARTIAL_10(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_9(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##9, 0, (__global DATA_TYPE *)(PTR + OFFSET + 9 * STRIDE_Y + Z##9)); #define LOAD_ROW_PARTIAL_11(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_10(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##A, 0, (__global DATA_TYPE *)(PTR + OFFSET + 10 * STRIDE_Y + Z##A)); #define LOAD_ROW_PARTIAL_12(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_11(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##B, 0, (__global DATA_TYPE *)(PTR + OFFSET + 11 * STRIDE_Y + Z##B)); #define LOAD_ROW_PARTIAL_13(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_12(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##C, 0, (__global DATA_TYPE *)(PTR + OFFSET + 12 * STRIDE_Y + Z##C)); #define LOAD_ROW_PARTIAL_14(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_13(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##D, 0, (__global DATA_TYPE *)(PTR + OFFSET + 13 * STRIDE_Y + Z##D)); #define LOAD_ROW_PARTIAL_15(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_14(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##E, 0, (__global DATA_TYPE *)(PTR + OFFSET + 14 * STRIDE_Y + Z##E)); #define LOAD_ROW_PARTIAL_16(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ LOAD_ROW_PARTIAL_15(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) \ VLOAD_PARTIAL(N0, LOAD_N0) \ (BASENAME##F, 0, (__global DATA_TYPE *)(PTR + OFFSET + 15 * STRIDE_Y + Z##F)); #define LOAD_BLOCK_PARTIAL_STR(LOAD_M0, LOAD_N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) LOAD_ROW_PARTIAL_##LOAD_M0(N0, LOAD_N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) #define LOAD_BLOCK_PARTIAL(LOAD_M0, LOAD_N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) LOAD_BLOCK_PARTIAL_STR(LOAD_M0, LOAD_N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) #define LOAD_BLOCK_PARTIAL_IN_X_AND_Y(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ if(!(PARTIAL_COND_X) && !(PARTIAL_COND_Y)) \ { \ LOAD_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z); \ } \ else if((PARTIAL_COND_Y) && !(PARTIAL_COND_X)) \ { \ LOAD_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z); \ } \ else if(!(PARTIAL_COND_Y) && (PARTIAL_COND_X)) \ { \ LOAD_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z); \ } \ else \ { \ LOAD_BLOCK_PARTIAL(PARTIAL_STORE_M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z); \ } #define LOAD_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) \ if(!(PARTIAL_COND_X)) \ { \ LOAD_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z); \ } \ else \ { \ LOAD_BLOCK_PARTIAL(M0, PARTIAL_STORE_N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z); \ } #define LOAD_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) \ if(!(PARTIAL_COND_Y)) \ { \ LOAD_BLOCK_PARTIAL(M0, N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z); \ } \ else \ { \ LOAD_BLOCK_PARTIAL(PARTIAL_STORE_M0, N0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z); \ } #if PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0 #define LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ LOAD_BLOCK(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z) #elif PARTIAL_STORE_M0 > 0 && PARTIAL_STORE_N0 == 0 #define LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE, N0), BASENAME, 0); \ LOAD_BLOCK_PARTIAL_IN_Y(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_COND_Y) #elif PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 > 0 #define LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE, N0), BASENAME, 0); \ LOAD_BLOCK_PARTIAL_IN_X(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_N0, PARTIAL_COND_X) #else #define LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) \ REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE, N0), BASENAME, 0); \ LOAD_BLOCK_PARTIAL_IN_X_AND_Y(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Z, PARTIAL_STORE_M0, PARTIAL_STORE_N0, PARTIAL_COND_Y, PARTIAL_COND_X) #endif #define LOAD_TEXTURE2D_ROW_1(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##0 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 0 * X_STEP_ROW), (Y_COORD + 0 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_2(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_1(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##1 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 1 * X_STEP_ROW), (Y_COORD + 1 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_3(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_2(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##2 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 2 * X_STEP_ROW), (Y_COORD + 2 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_4(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_3(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##3 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 3 * X_STEP_ROW), (Y_COORD + 3 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_5(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_4(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##4 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 4 * X_STEP_ROW), (Y_COORD + 4 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_6(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_5(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##5 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 5 * X_STEP_ROW), (Y_COORD + 5 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_7(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_6(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##6 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 6 * X_STEP_ROW), (Y_COORD + 6 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_8(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_7(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##7 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 7 * X_STEP_ROW), (Y_COORD + 7 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_9(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_8(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##8 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 8 * X_STEP_ROW), (Y_COORD + 8 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_10(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_9(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##9 = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 9 * X_STEP_ROW), (Y_COORD + 9 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_11(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_10(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##A = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 10 * X_STEP_ROW), (Y_COORD + 10 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_12(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_11(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##B = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 11 * X_STEP_ROW), (Y_COORD + 11 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_13(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_12(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##C = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 12 * X_STEP_ROW), (Y_COORD + 12 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_14(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_13(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##D = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 13 * X_STEP_ROW), (Y_COORD + 13 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_15(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_14(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##E = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 14 * X_STEP_ROW), (Y_COORD + 14 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_ROW_16(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ LOAD_TEXTURE2D_ROW_15(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) \ BASENAME##F = READ_IMAGE2D(DATA_TYPE, N0, IMG, (X_COORD + 15 * X_STEP_ROW), (Y_COORD + 15 * Y_STEP_ROW)) #define LOAD_TEXTURE2D_STR(M0, N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) LOAD_TEXTURE2D_ROW_##M0(N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) #define LOAD_TEXTURE2D(M0, N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) LOAD_TEXTURE2D_STR(M0, N0, DATA_TYPE, BASENAME, IMG, X_COORD, Y_COORD, X_STEP_ROW, Y_STEP_ROW) #define LOAD_ROW_INDIRECT_1(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##0; \ if(Y_MASK##0 != 0) \ BASENAME##0 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##0 * STRIDE_Y)); \ else \ BASENAME##0 = 0; #define LOAD_ROW_INDIRECT_2(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_1(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##1; \ if(Y_MASK##1 != 0) \ BASENAME##1 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##1 * STRIDE_Y)); \ else \ BASENAME##1 = 0; #define LOAD_ROW_INDIRECT_3(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_2(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##2; \ if(Y_MASK##2 != 0) \ BASENAME##2 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##2 * STRIDE_Y)); \ else \ BASENAME##2 = 0; #define LOAD_ROW_INDIRECT_4(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_3(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##3; \ if(Y_MASK##3 != 0) \ BASENAME##3 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##3 * STRIDE_Y)); \ else \ BASENAME##3 = 0; #define LOAD_ROW_INDIRECT_5(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_4(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##4; \ if(Y_MASK##4 != 0) \ BASENAME##4 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##4 * STRIDE_Y)); \ else \ BASENAME##4 = 0; #define LOAD_ROW_INDIRECT_6(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_5(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##5; \ if(Y_MASK##5 != 0) \ BASENAME##5 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##5 * STRIDE_Y)); \ else \ BASENAME##5 = 0; #define LOAD_ROW_INDIRECT_7(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_6(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##6; \ if(Y_MASK##6 != 0) \ BASENAME##6 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##6 * STRIDE_Y)); \ else \ BASENAME##6 = 0; #define LOAD_ROW_INDIRECT_8(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_7(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##7; \ if(Y_MASK##7 != 0) \ BASENAME##7 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##7 * STRIDE_Y)); \ else \ BASENAME##7 = 0; #define LOAD_ROW_INDIRECT_9(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_8(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##8; \ if(Y_MASK##8 != 0) \ BASENAME##8 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##8 * STRIDE_Y)); \ else \ BASENAME##8 = 0; #define LOAD_ROW_INDIRECT_10(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_9(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##9; \ if(Y_MASK##9 != 0) \ BASENAME##9 = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##9 * STRIDE_Y)); \ else \ BASENAME##9 = 0; #define LOAD_ROW_INDIRECT_11(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_10(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##A; \ if(Y_MASK##A != 0) \ BASENAME##A = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##A * STRIDE_Y)); \ else \ BASENAME##A = 0; #define LOAD_ROW_INDIRECT_12(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_11(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##B; \ if(Y_MASK##B != 0) \ BASENAME##B = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##B * STRIDE_Y)); \ else \ BASENAME##B = 0; #define LOAD_ROW_INDIRECT_13(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_12(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##C; \ if(Y_MASK##C != 0) \ BASENAME##C = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##C * STRIDE_Y)); \ else \ BASENAME##C = 0; #define LOAD_ROW_INDIRECT_14(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_13(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##D; \ if(Y_MASK##D != 0) \ BASENAME##D = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##D * STRIDE_Y)); \ else \ BASENAME##D = 0; #define LOAD_ROW_INDIRECT_15(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_14(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##E; \ if(Y_MASK##E != 0) \ BASENAME##E = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##E * STRIDE_Y)); \ else \ BASENAME##E = 0; #define LOAD_ROW_INDIRECT_16(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ LOAD_ROW_INDIRECT_15(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##F; \ if(Y_MASK##F != 0) \ BASENAME##F = VLOAD(N0)(0, (__global DATA_TYPE *)(PTR + OFFSET + Y##F * STRIDE_Y)); \ else \ BASENAME##F = 0; #define LOAD_BLOCK_INDIRECT_STR(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) LOAD_ROW_INDIRECT_##M0(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) #define LOAD_BLOCK_INDIRECT(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) LOAD_BLOCK_INDIRECT_STR(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y, Y, Y_MASK) #define LOAD_ELEMENT_1(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##0 = *((__global DATA_TYPE *)(PTR + OFFSET + 0 * STRIDE_Y)); #define LOAD_ELEMENT_2(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_1(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##1 = *((__global DATA_TYPE *)(PTR + OFFSET + 1 * STRIDE_Y)); #define LOAD_ELEMENT_3(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_2(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##2 = *((__global DATA_TYPE *)(PTR + OFFSET + 2 * STRIDE_Y)); #define LOAD_ELEMENT_4(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_3(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##3 = *((__global DATA_TYPE *)(PTR + OFFSET + 3 * STRIDE_Y)); #define LOAD_ELEMENT_5(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_4(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##4 = *((__global DATA_TYPE *)(PTR + OFFSET + 4 * STRIDE_Y)); #define LOAD_ELEMENT_6(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_5(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##5 = *((__global DATA_TYPE *)(PTR + OFFSET + 5 * STRIDE_Y)); #define LOAD_ELEMENT_7(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_6(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##6 = *((__global DATA_TYPE *)(PTR + OFFSET + 6 * STRIDE_Y)); #define LOAD_ELEMENT_8(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_7(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##7 = *((__global DATA_TYPE *)(PTR + OFFSET + 7 * STRIDE_Y)); #define LOAD_ELEMENT_9(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_8(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##8 = *((__global DATA_TYPE *)(PTR + OFFSET + 8 * STRIDE_Y)); #define LOAD_ELEMENT_10(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_9(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##9 = *((__global DATA_TYPE *)(PTR + OFFSET + 9 * STRIDE_Y)); #define LOAD_ELEMENT_11(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_10(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##A = *((__global DATA_TYPE *)(PTR + OFFSET + 10 * STRIDE_Y)); #define LOAD_ELEMENT_12(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_11(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##B = *((__global DATA_TYPE *)(PTR + OFFSET + 11 * STRIDE_Y)); #define LOAD_ELEMENT_13(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_12(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##C = *((__global DATA_TYPE *)(PTR + OFFSET + 12 * STRIDE_Y)); #define LOAD_ELEMENT_14(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_13(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##D = *((__global DATA_TYPE *)(PTR + OFFSET + 13 * STRIDE_Y)); #define LOAD_ELEMENT_15(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_14(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##E = *((__global DATA_TYPE *)(PTR + OFFSET + 14 * STRIDE_Y)); #define LOAD_ELEMENT_16(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ LOAD_ELEMENT_15(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) \ VEC_DATA_TYPE(DATA_TYPE, N0) \ BASENAME##F = *((__global DATA_TYPE *)(PTR + OFFSET + 15 * STRIDE_Y)); #define LOAD_SCALAR_AS_VECTOR_STR(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) LOAD_ELEMENT_##M0(N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) #define LOAD_SCALAR_AS_VECTOR(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) LOAD_SCALAR_AS_VECTOR_STR(M0, N0, DATA_TYPE, BASENAME, PTR, OFFSET, STRIDE_Y) #define CALCULATE_Z_OFFSET_1(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ Z##0 = (0 + (DATA_TYPE)(Y)) / (DATA_TYPE)HEIGHT_GEMM3D; \ Z##0 = min((DATA_TYPE)(DEPTH_GEMM3D - 1), Z##0); \ Z##0 *= (CROSS_PLANE_PAD * STRIDE_Y); #define CALCULATE_Z_OFFSET_2(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ CALCULATE_Z_OFFSET_1(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ Z##1 = (1 + (DATA_TYPE)(Y)) / (DATA_TYPE)HEIGHT_GEMM3D; \ Z##1 = min((DATA_TYPE)(DEPTH_GEMM3D - 1), Z##1); \ Z##1 *= (CROSS_PLANE_PAD * STRIDE_Y); #define CALCULATE_Z_OFFSET_3(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ CALCULATE_Z_OFFSET_2(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ Z##2 = (2 + (DATA_TYPE)(Y)) / (DATA_TYPE)HEIGHT_GEMM3D; \ Z##2 = min((DATA_TYPE)(DEPTH_GEMM3D - 1), Z##2); \ Z##2 *= (CROSS_PLANE_PAD * STRIDE_Y); #define CALCULATE_Z_OFFSET_4(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ CALCULATE_Z_OFFSET_3(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ Z##3 = (3 + (DATA_TYPE)(Y)) / (DATA_TYPE)HEIGHT_GEMM3D; \ Z##3 = min((DATA_TYPE)(DEPTH_GEMM3D - 1), Z##3); \ Z##3 *= (CROSS_PLANE_PAD * STRIDE_Y); #define CALCULATE_Z_OFFSET_5(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ CALCULATE_Z_OFFSET_4(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ Z##4 = (4 + (DATA_TYPE)(Y)) / (DATA_TYPE)HEIGHT_GEMM3D; \ Z##4 = min((DATA_TYPE)(DEPTH_GEMM3D - 1), Z##4); \ Z##4 *= (CROSS_PLANE_PAD * STRIDE_Y); #define CALCULATE_Z_OFFSET_6(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ CALCULATE_Z_OFFSET_5(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ Z##5 = (5 + (DATA_TYPE)(Y)) / (DATA_TYPE)HEIGHT_GEMM3D; \ Z##5 = min((DATA_TYPE)(DEPTH_GEMM3D - 1), Z##5); \ Z##5 *= (CROSS_PLANE_PAD * STRIDE_Y); #define CALCULATE_Z_OFFSET_7(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ CALCULATE_Z_OFFSET_6(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ Z##6 = (6 + (DATA_TYPE)(Y)) / (DATA_TYPE)HEIGHT_GEMM3D; \ Z##6 = min((DATA_TYPE)(DEPTH_GEMM3D - 1), Z##6); \ Z##6 *= (CROSS_PLANE_PAD * STRIDE_Y); #define CALCULATE_Z_OFFSET_8(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ CALCULATE_Z_OFFSET_7(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) \ Z##7 = (7 + (DATA_TYPE)(Y)) / (DATA_TYPE)HEIGHT_GEMM3D; \ Z##7 = min((DATA_TYPE)(DEPTH_GEMM3D - 1), Z##7); \ Z##7 *= (CROSS_PLANE_PAD * STRIDE_Y); #define CALCULATE_Z_OFFSET_STR(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) CALCULATE_Z_OFFSET_##M0(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) #define CALCULATE_Z_OFFSET(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) CALCULATE_Z_OFFSET_STR(M0, DATA_TYPE, Z, Y, HEIGHT_GEMM3D, DEPTH_GEMM3D, CROSS_PLANE_PAD, STRIDE_Y) #define SCALE_ROW_1(DATA_TYPE, BASENAME, SCALE) \ BASENAME##0 *= (DATA_TYPE)SCALE; #define SCALE_ROW_2(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_1(DATA_TYPE, BASENAME, SCALE) \ BASENAME##1 *= (DATA_TYPE)SCALE; #define SCALE_ROW_3(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_2(DATA_TYPE, BASENAME, SCALE) \ BASENAME##2 *= (DATA_TYPE)SCALE; #define SCALE_ROW_4(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_3(DATA_TYPE, BASENAME, SCALE) \ BASENAME##3 *= (DATA_TYPE)SCALE; #define SCALE_ROW_5(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_4(DATA_TYPE, BASENAME, SCALE) \ BASENAME##4 *= (DATA_TYPE)SCALE; #define SCALE_ROW_6(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_5(DATA_TYPE, BASENAME, SCALE) \ BASENAME##5 *= (DATA_TYPE)SCALE; #define SCALE_ROW_7(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_6(DATA_TYPE, BASENAME, SCALE) \ BASENAME##6 *= (DATA_TYPE)SCALE; #define SCALE_ROW_8(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_7(DATA_TYPE, BASENAME, SCALE) \ BASENAME##7 *= (DATA_TYPE)SCALE; #define SCALE_ROW_9(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_8(DATA_TYPE, BASENAME, SCALE) \ BASENAME##8 *= (DATA_TYPE)SCALE; #define SCALE_ROW_10(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_9(DATA_TYPE, BASENAME, SCALE) \ BASENAME##9 *= (DATA_TYPE)SCALE; #define SCALE_ROW_11(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_10(DATA_TYPE, BASENAME, SCALE) \ BASENAME##A *= (DATA_TYPE)SCALE; #define SCALE_ROW_12(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_11(DATA_TYPE, BASENAME, SCALE) \ BASENAME##B *= (DATA_TYPE)SCALE; #define SCALE_ROW_13(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_12(DATA_TYPE, BASENAME, SCALE) \ BASENAME##C *= (DATA_TYPE)SCALE; #define SCALE_ROW_14(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_13(DATA_TYPE, BASENAME, SCALE) \ BASENAME##D *= (DATA_TYPE)SCALE; #define SCALE_ROW_15(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_14(DATA_TYPE, BASENAME, SCALE) \ BASENAME##E *= (DATA_TYPE)SCALE; #define SCALE_ROW_16(DATA_TYPE, BASENAME, SCALE) \ SCALE_ROW_15(DATA_TYPE, BASENAME, SCALE) \ BASENAME##F *= (DATA_TYPE)SCALE; #define SCALE_BLOCK_STR(N, DATA_TYPE, BASENAME, SCALE) SCALE_ROW_##N(DATA_TYPE, BASENAME, SCALE) #define SCALE_BLOCK(N, DATA_TYPE, BASENAME, SCALE) SCALE_BLOCK_STR(N, DATA_TYPE, BASENAME, SCALE) #define COLUMN_VECTOR1(IDX_COL, BASENAME, X, TYPE) \ TYPE BASENAME##IDX_COL = (TYPE)((X##0).s##IDX_COL); #define COLUMN_VECTOR2(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 2) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 2))((X##0).s##IDX_COL, (X##1).s##IDX_COL); #define COLUMN_VECTOR3(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 3) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 3))((X##0).s##IDX_COL, (X##1).s##IDX_COL, (X##2).s##IDX_COL); #define COLUMN_VECTOR4(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 4) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 4))((X##0).s##IDX_COL, (X##1).s##IDX_COL, (X##2).s##IDX_COL, (X##3).s##IDX_COL); #define COLUMN_VECTOR8(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 8) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 8))((X##0).s##IDX_COL, (X##1).s##IDX_COL, (X##2).s##IDX_COL, (X##3).s##IDX_COL, (X##4).s##IDX_COL, (X##5).s##IDX_COL, (X##6).s##IDX_COL, (X##7).s##IDX_COL); #define COLUMN_VECTOR16(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 16) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 16))((X##0).s##IDX_COL, (X##1).s##IDX_COL, (X##2).s##IDX_COL, (X##3).s##IDX_COL, (X##4).s##IDX_COL, (X##5).s##IDX_COL, (X##6).s##IDX_COL, (X##7).s##IDX_COL, (X##8).s##IDX_COL, (X##9).s##IDX_COL, (X##A).s##IDX_COL, (X##B).s##IDX_COL, (X##C).s##IDX_COL, (X##D).s##IDX_COL, (X##E).s##IDX_COL, (X##F).s##IDX_COL); #define COLUMN_VECTOR_SCALAR1(IDX_COL, BASENAME, X, TYPE) \ TYPE BASENAME##IDX_COL = (TYPE)((X##0)); #define COLUMN_VECTOR_SCALAR2(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 2) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 2))((X##0), (X##1)); #define COLUMN_VECTOR_SCALAR3(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 3) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 3))((X##0), (X##1), (X##2)); #define COLUMN_VECTOR_SCALAR4(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 4) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 4))((X##0), (X##1), (X##2), (X##3)); #define COLUMN_VECTOR_SCALAR8(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 8) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 8))((X##0), (X##1), (X##2), (X##3), (X##4), (X##5), (X##6), (X##7)); #define COLUMN_VECTOR_SCALAR16(IDX_COL, BASENAME, X, TYPE) \ VEC_DATA_TYPE(TYPE, 16) \ BASENAME##IDX_COL = (VEC_DATA_TYPE(TYPE, 16))((X##0), (X##1), (X##2), (X##3), (X##4), (X##5), (X##6), (X##7), (X##8), (X##9), (X##A), (X##B), (X##C), (X##D), (X##E), (X##F)); #define TRANSPOSE_K0X1(K0, BASENAME, BS, TYPE) \ COLUMN_VECTOR_SCALAR(K0, 0, BASENAME, BS, TYPE); #define TRANSPOSE_K0X2(K0, BASENAME, BS, TYPE) \ COLUMN_VECTOR(K0, 0, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, 1, BASENAME, BS, TYPE); #define TRANSPOSE_K0X3(K0, BASENAME, BS, TYPE) \ TRANSPOSE_K0X2(K0, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, 2, BASENAME, BS, TYPE); #define TRANSPOSE_K0X4(K0, BASENAME, BS, TYPE) \ TRANSPOSE_K0X3(K0, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, 3, BASENAME, BS, TYPE); #define TRANSPOSE_K0X8(K0, BASENAME, BS, TYPE) \ TRANSPOSE_K0X4(K0, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, 4, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, 5, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, 6, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, 7, BASENAME, BS, TYPE); #define TRANSPOSE_K0X16(K0, BASENAME, BS, TYPE) \ TRANSPOSE_K0X8(K0, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, 8, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, 9, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, A, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, B, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, C, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, D, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, E, BASENAME, BS, TYPE); \ COLUMN_VECTOR(K0, F, BASENAME, BS, TYPE); #define COLUMN_VECTOR(K0, IDX_COL, BASENAME, BS, TYPE) \ CONCAT(COLUMN_VECTOR, K0) \ (IDX_COL, BASENAME, BS, TYPE); #define COLUMN_VECTOR_SCALAR(K0, IDX_COL, BASENAME, BS, TYPE) \ CONCAT(COLUMN_VECTOR_SCALAR, K0) \ (IDX_COL, BASENAME, BS, TYPE); #define TRANSPOSE_K0XN0(K0, N0, BASENAME, BS, TYPE) \ CONCAT(TRANSPOSE_K0X, N0) \ (K0, BASENAME, BS, TYPE); #define ADD_ROW_1(BASENAME, BIAS) \ BASENAME##0 += BIAS##0; #define ADD_ROW_2(BASENAME, BIAS) \ ADD_ROW_1(BASENAME, BIAS) \ BASENAME##1 += BIAS##1; #define ADD_ROW_3(BASENAME, BIAS) \ ADD_ROW_2(BASENAME, BIAS) \ BASENAME##2 += BIAS##2; #define ADD_ROW_4(BASENAME, BIAS) \ ADD_ROW_3(BASENAME, BIAS) \ BASENAME##3 += BIAS##3; #define ADD_ROW_5(BASENAME, BIAS) \ ADD_ROW_4(BASENAME, BIAS) \ BASENAME##4 += BIAS##4; #define ADD_ROW_6(BASENAME, BIAS) \ ADD_ROW_5(BASENAME, BIAS) \ BASENAME##5 += BIAS##5; #define ADD_ROW_7(BASENAME, BIAS) \ ADD_ROW_6(BASENAME, BIAS) \ BASENAME##6 += BIAS##6; #define ADD_ROW_8(BASENAME, BIAS) \ ADD_ROW_7(BASENAME, BIAS) \ BASENAME##7 += BIAS##7; #define ADD_ROW_9(BASENAME, BIAS) \ ADD_ROW_8(BASENAME, BIAS) \ BASENAME##8 += BIAS##8; #define ADD_ROW_10(BASENAME, BIAS) \ ADD_ROW_9(BASENAME, BIAS) \ BASENAME##9 += BIAS##9; #define ADD_ROW_11(BASENAME, BIAS) \ ADD_ROW_10(BASENAME, BIAS) \ BASENAME##A += BIAS##A; #define ADD_ROW_12(BASENAME, BIAS) \ ADD_ROW_11(BASENAME, BIAS) \ BASENAME##B += BIAS##B; #define ADD_ROW_13(BASENAME, BIAS) \ ADD_ROW_12(BASENAME, BIAS) \ BASENAME##C += BIAS##C; #define ADD_ROW_14(BASENAME, BIAS) \ ADD_ROW_13(BASENAME, BIAS) \ BASENAME##D += BIAS##D; #define ADD_ROW_15(BASENAME, BIAS) \ ADD_ROW_14(BASENAME, BIAS) \ BASENAME##E += BIAS##E; #define ADD_ROW_16(BASENAME, BIAS) \ ADD_ROW_15(BASENAME, BIAS) \ BASENAME##F += BIAS##F; #define ADD_BLOCK_STR(N, BASENAME, BIAS) ADD_ROW_##N(BASENAME, BIAS) #define ADD_BLOCK(N, BASENAME, BIAS) ADD_BLOCK_STR(N, BASENAME, BIAS) #define ADD_ROW_BROADCAST_1(BASENAME, BIAS) \ BASENAME##0 += BIAS; #define ADD_ROW_BROADCAST_2(BASENAME, BIAS) \ ADD_ROW_BROADCAST_1(BASENAME, BIAS) \ BASENAME##1 += BIAS; #define ADD_ROW_BROADCAST_3(BASENAME, BIAS) \ ADD_ROW_BROADCAST_2(BASENAME, BIAS) \ BASENAME##2 += BIAS; #define ADD_ROW_BROADCAST_4(BASENAME, BIAS) \ ADD_ROW_BROADCAST_3(BASENAME, BIAS) \ BASENAME##3 += BIAS; #define ADD_ROW_BROADCAST_5(BASENAME, BIAS) \ ADD_ROW_BROADCAST_4(BASENAME, BIAS) \ BASENAME##4 += BIAS; #define ADD_ROW_BROADCAST_6(BASENAME, BIAS) \ ADD_ROW_BROADCAST_5(BASENAME, BIAS) \ BASENAME##5 += BIAS; #define ADD_ROW_BROADCAST_7(BASENAME, BIAS) \ ADD_ROW_BROADCAST_6(BASENAME, BIAS) \ BASENAME##6 += BIAS; #define ADD_ROW_BROADCAST_8(BASENAME, BIAS) \ ADD_ROW_BROADCAST_7(BASENAME, BIAS) \ BASENAME##7 += BIAS; #define ADD_ROW_BROADCAST_9(BASENAME, BIAS) \ ADD_ROW_BROADCAST_8(BASENAME, BIAS) \ BASENAME##8 += BIAS; #define ADD_ROW_BROADCAST_10(BASENAME, BIAS) \ ADD_ROW_BROADCAST_9(BASENAME, BIAS) \ BASENAME##9 += BIAS; #define ADD_ROW_BROADCAST_11(BASENAME, BIAS) \ ADD_ROW_BROADCAST_10(BASENAME, BIAS) \ BASENAME##A += BIAS; #define ADD_ROW_BROADCAST_12(BASENAME, BIAS) \ ADD_ROW_BROADCAST_11(BASENAME, BIAS) \ BASENAME##B += BIAS; #define ADD_ROW_BROADCAST_13(BASENAME, BIAS) \ ADD_ROW_BROADCAST_12(BASENAME, BIAS) \ BASENAME##C += BIAS; #define ADD_ROW_BROADCAST_14(BASENAME, BIAS) \ ADD_ROW_BROADCAST_13(BASENAME, BIAS) \ BASENAME##D += BIAS; #define ADD_ROW_BROADCAST_15(BASENAME, BIAS) \ ADD_ROW_BROADCAST_14(BASENAME, BIAS) \ BASENAME##E += BIAS; #define ADD_ROW_BROADCAST_16(BASENAME, BIAS) \ ADD_ROW_BROADCAST_15(BASENAME, BIAS) \ BASENAME##F += BIAS; #define ADD_BLOCK_BROADCAST_STR(N, BASENAME, BIAS) ADD_ROW_BROADCAST_##N(BASENAME, BIAS) #define ADD_BLOCK_BROADCAST(N, BASENAME, BIAS) ADD_BLOCK_BROADCAST_STR(N, BASENAME, BIAS) #define ACTIVATION_ROW_1(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##0 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##0, A_VAL, B_VAL); #define ACTIVATION_ROW_2(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_1(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##1 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##1, A_VAL, B_VAL); #define ACTIVATION_ROW_3(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_2(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##2 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##2, A_VAL, B_VAL); #define ACTIVATION_ROW_4(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_3(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##3 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##3, A_VAL, B_VAL); #define ACTIVATION_ROW_5(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_4(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##4 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##4, A_VAL, B_VAL); #define ACTIVATION_ROW_6(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_5(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##5 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##5, A_VAL, B_VAL); #define ACTIVATION_ROW_7(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_6(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##6 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##6, A_VAL, B_VAL); #define ACTIVATION_ROW_8(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_7(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##7 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##7, A_VAL, B_VAL); #define ACTIVATION_ROW_9(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_8(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##8 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##8, A_VAL, B_VAL); #define ACTIVATION_ROW_10(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_9(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##9 = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##9, A_VAL, B_VAL); #define ACTIVATION_ROW_11(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_10(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##A = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##A, A_VAL, B_VAL); #define ACTIVATION_ROW_12(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_11(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##B = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##B, A_VAL, B_VAL); #define ACTIVATION_ROW_13(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_12(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##C = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##C, A_VAL, B_VAL); #define ACTIVATION_ROW_14(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_13(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##D = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##D, A_VAL, B_VAL); #define ACTIVATION_ROW_15(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_14(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##E = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##E, A_VAL, B_VAL); #define ACTIVATION_ROW_16(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ ACTIVATION_ROW_15(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) \ BASENAME##F = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME##F, A_VAL, B_VAL); #define ACTIVATION_BLOCK_STR(N, ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) ACTIVATION_ROW_##N(ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) #define ACTIVATION_BLOCK(N, ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) ACTIVATION_BLOCK_STR(N, ACTIVATION_TYPE, DATA_TYPE, VEC_SIZE, BASENAME, A_VAL, B_VAL) #define CONVERT_ROW_1(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##0 = CONVERT(BASENAME_SRC##0, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_2(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_1(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##1 = CONVERT(BASENAME_SRC##1, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_3(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_2(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##2 = CONVERT(BASENAME_SRC##2, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_4(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_3(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##3 = CONVERT(BASENAME_SRC##3, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_5(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_4(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##4 = CONVERT(BASENAME_SRC##4, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_6(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_5(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##5 = CONVERT(BASENAME_SRC##5, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_7(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_6(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##6 = CONVERT(BASENAME_SRC##6, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_8(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_7(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##7 = CONVERT(BASENAME_SRC##7, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_9(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_8(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##8 = CONVERT(BASENAME_SRC##8, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_10(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_9(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##9 = CONVERT(BASENAME_SRC##9, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_11(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_10(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##A = CONVERT(BASENAME_SRC##A, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_12(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_11(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##B = CONVERT(BASENAME_SRC##B, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_13(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_12(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##C = CONVERT(BASENAME_SRC##C, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_14(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_13(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##D = CONVERT(BASENAME_SRC##D, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_15(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_14(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##E = CONVERT(BASENAME_SRC##E, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_ROW_16(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ CONVERT_ROW_15(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) \ VEC_DATA_TYPE(DATA_TYPE, N) \ BASENAME_DST##F = CONVERT(BASENAME_SRC##F, VEC_DATA_TYPE(DATA_TYPE, N)); #define CONVERT_BLOCK_STR(M, N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) CONVERT_ROW_##M(N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) #define CONVERT_BLOCK(M, N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) CONVERT_BLOCK_STR(M, N, DATA_TYPE, BASENAME_SRC, BASENAME_DST) #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 #if defined(M0) && defined(N0) && defined(K0) && defined(H0) && defined(DATA_TYPE) #define CONCAT(a, b) a##b #define ARM_DOT1(a, b, c) \ ({ \ c = fma(a, b, c); \ }) #define ARM_DOT2(a, b, c) \ ({ \ c = fma(a.s0, b.s0, c); \ c = fma(a.s1, b.s1, c); \ }) #define ARM_DOT3(a, b, c) \ ({ \ ARM_DOT2(a, b, c); \ c = fma((a.s2), (b.s2), c); \ }) #define ARM_DOT4(a, b, c) \ ({ \ ARM_DOT3(a, b, c); \ c = fma((a.s3), (b.s3), c); \ }) #define ARM_DOT8(a, b, c) \ ({ \ ARM_DOT4((a.lo), (b.lo), c); \ ARM_DOT4((a.hi), (b.hi), c); \ }) #define ARM_DOT16(a, b, c) \ ({ \ ARM_DOT8((a.lo), (b.lo), c); \ ARM_DOT8((a.hi), (b.hi), c); \ }) #if N0 == 2 #define ARM_DOT_K0XN0(k0, a, b, c) \ ({ \ CONCAT(ARM_DOT, k0) \ ((a), (b##0), (c.s0)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##1), (c.s1)); \ }) #elif N0 == 3 #define ARM_DOT_K0XN0(k0, a, b, c) \ ({ \ CONCAT(ARM_DOT, k0) \ ((a), (b##0), (c.s0)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##1), (c.s1)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##2), (c.s2)); \ }) #elif N0 == 4 #define ARM_DOT_K0XN0(k0, a, b, c) \ ({ \ CONCAT(ARM_DOT, k0) \ ((a), (b##0), (c.s0)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##1), (c.s1)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##2), (c.s2)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##3), (c.s3)); \ }) #elif N0 == 8 #define ARM_DOT_K0XN0(k0, a, b, c) \ ({ \ CONCAT(ARM_DOT, k0) \ ((a), (b##0), (c.s0)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##1), (c.s1)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##2), (c.s2)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##3), (c.s3)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##4), (c.s4)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##5), (c.s5)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##6), (c.s6)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##7), (c.s7)); \ }) #elif N0 == 16 #define ARM_DOT_K0XN0(k0, a, b, c) \ ({ \ CONCAT(ARM_DOT, k0) \ ((a), (b##0), (c.s0)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##1), (c.s1)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##2), (c.s2)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##3), (c.s3)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##4), (c.s4)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##5), (c.s5)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##6), (c.s6)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##7), (c.s7)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##8), (c.s8)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##9), (c.s9)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##A), (c.sA)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##B), (c.sB)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##C), (c.sC)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##D), (c.sD)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##E), (c.sE)); \ CONCAT(ARM_DOT, k0) \ ((a), (b##F), (c.sF)); \ }) #else #error "N0 value not supported" #endif #if defined(GEMM_MM_RESHAPED_ONLY_RHS_T) __kernel void gemm_mm_reshaped_only_rhs_t(IMAGE_DECLARATION(lhs), IMAGE_DECLARATION(rhs), #if defined(BETA) IMAGE_DECLARATION(bias), #endif IMAGE_DECLARATION(dst), uint lhs_stride_z, uint rhs_stride_z, #if defined(BETA) uint bias_stride_z, #endif uint dst_stride_z #if defined(REINTERPRET_INPUT_AS_3D) , uint lhs_cross_plane_pad #endif #if defined(REINTERPRET_OUTPUT_AS_3D) , uint dst_cross_plane_pad #endif , const int M, const int N, const int K) { #define RHS_BLOCK_SIZE ((K0) * (N0)) #if defined(RHS_INTERLEAVE) #define RHS_OFFSET_X (K0) #define RHS_STEP_X ((K0) * (H0)) #define RHS_STEP_LOOP (1) #else #define RHS_OFFSET_X (RHS_BLOCK_SIZE) #define RHS_STEP_X (K0) #define RHS_STEP_LOOP (H0) #endif uint x = get_global_id(0); uint y = get_global_id(1); uint z = get_global_id(2); const bool cond_y = y == 0; const bool cond_x = ((x + 1) * N0 >= N); #if defined(DUMMY_WORK_ITEMS) if((x * N0 >= N) || (y * M0 >= M)) { return; } #endif uint lhs_offset = lhs_offset_first_element_in_bytes + COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * (uint)lhs_stride_y; uint rhs_offset = rhs_offset_first_element_in_bytes + (x % H0) * (uint)RHS_OFFSET_X * sizeof(DATA_TYPE) + (x / (uint)H0) * rhs_stride_y; #if defined(MATRIX_B_DEPTH) rhs_offset += (z % MATRIX_B_DEPTH) * rhs_stride_z; #else rhs_offset += z * rhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(8, uint, zlhs, 0); REPEAT_VAR_INIT_TO_CONST(16, uint, zero, 0); #if defined(REINTERPRET_INPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zlhs, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, lhs_cross_plane_pad, lhs_stride_y); lhs_offset += z * lhs_stride_z * DEPTH_GEMM3D; #else lhs_offset += z * lhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE, N0), c, 0); int i = 0; for(; i <= (K - K0); i += K0) { LOAD_BLOCK(M0, K0, DATA_TYPE, a, lhs_ptr, lhs_offset, lhs_stride_y, zlhs); LOAD_BLOCK(N0, K0, DATA_TYPE, b, rhs_ptr, rhs_offset, RHS_STEP_X * sizeof(DATA_TYPE), zero); ARM_DOT_K0XN0(K0, a0, b, c0); #if M0 > 1 ARM_DOT_K0XN0(K0, a1, b, c1); #endif #if M0 > 2 ARM_DOT_K0XN0(K0, a2, b, c2); #endif #if M0 > 3 ARM_DOT_K0XN0(K0, a3, b, c3); #endif #if M0 > 4 ARM_DOT_K0XN0(K0, a4, b, c4); #endif #if M0 > 5 ARM_DOT_K0XN0(K0, a5, b, c5); #endif #if M0 > 6 ARM_DOT_K0XN0(K0, a6, b, c6); #endif #if M0 > 7 ARM_DOT_K0XN0(K0, a7, b, c7); #endif lhs_offset += K0 * sizeof(DATA_TYPE); rhs_offset += (N0 * RHS_STEP_X * RHS_STEP_LOOP) * sizeof(DATA_TYPE); } for(; i < K; ++i) { LOAD_BLOCK(M0, 1, DATA_TYPE, a, lhs_ptr, lhs_offset, lhs_stride_y, zlhs); LOAD_BLOCK(N0, 1, DATA_TYPE, b, rhs_ptr, rhs_offset, RHS_STEP_X * sizeof(DATA_TYPE), zero); ARM_DOT_K0XN0(1, a0, b, c0); #if M0 > 1 ARM_DOT_K0XN0(1, a1, b, c1); #endif #if M0 > 2 ARM_DOT_K0XN0(1, a2, b, c2); #endif #if M0 > 3 ARM_DOT_K0XN0(1, a3, b, c3); #endif #if M0 > 4 ARM_DOT_K0XN0(1, a4, b, c4); #endif #if M0 > 5 ARM_DOT_K0XN0(1, a5, b, c5); #endif #if M0 > 6 ARM_DOT_K0XN0(1, a6, b, c6); #endif #if M0 > 7 ARM_DOT_K0XN0(1, a7, b, c7); #endif lhs_offset += sizeof(DATA_TYPE); rhs_offset += sizeof(DATA_TYPE); } __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * dst_stride_y); REPEAT_VAR_INIT_TO_CONST(8, uint, zout, 0); #if defined(REINTERPRET_OUTPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zout, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, dst_cross_plane_pad, dst_stride_y); dst_addr += z * dst_stride_z * DEPTH_GEMM3D; #else dst_addr += z * dst_stride_z; #endif #if defined(ALPHA) SCALE_BLOCK(M0, DATA_TYPE, c, ALPHA); #endif #if defined(BETA) #if defined(BROADCAST_BIAS) __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)); LOAD_BLOCK_BOUNDARY_AWARE(1, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, 1, PARTIAL_STORE_N0, false, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(1, DATA_TYPE, bias, BETA); #endif ADD_BLOCK_BROADCAST(M0, c, bias0); #else __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * bias_stride_y) + z * bias_stride_z; LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(M0, DATA_TYPE, bias, BETA); #endif ADD_BLOCK(M0, c, bias); #endif #endif #if defined(ACTIVATION_TYPE) ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE, N0, c, A_VAL, B_VAL); #endif STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #undef RHS_BLOCK_SIZE #undef RHS_OFFSET_X #undef RHS_STEP_X #undef RHS_STEP_LOOP } #endif #if defined(OPENCL_IMAGE_SUPPORT) && defined(GEMM_MM_RESHAPED_ONLY_RHS_T_TEXTURE) __kernel void gemm_mm_reshaped_only_rhs_t_texture(IMAGE_DECLARATION(lhs), __read_only image2d_t rhs_img, #if defined(BETA) IMAGE_DECLARATION(bias), #endif IMAGE_DECLARATION(dst), uint lhs_stride_z, uint rhs_stride_z, #if defined(BETA) uint bias_stride_z, #endif uint dst_stride_z #if defined(REINTERPRET_INPUT_AS_3D) , uint lhs_cross_plane_pad #endif #if defined(REINTERPRET_OUTPUT_AS_3D) , uint dst_cross_plane_pad #endif , const int M, const int N, const int K) { #define PIXEL_UNIT CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(K0) const uint LEFTOVER_K = K % K0; #define RHS_BLOCK_SIZE (PIXEL_UNIT * (N0)) #if defined(RHS_INTERLEAVE) #define RHS_OFFSET_X (PIXEL_UNIT) #define RHS_STEP_X (PIXEL_UNIT * (H0)) #define RHS_STEP_LOOP (1) #else #define RHS_OFFSET_X (RHS_BLOCK_SIZE) #define RHS_STEP_X PIXEL_UNIT #define RHS_STEP_LOOP (H0) #endif uint x = get_global_id(0); uint y = get_global_id(1); uint z = get_global_id(2); const bool cond_y = y == 0; const bool cond_x = ((x + 1) * N0 >= N); #if defined(DUMMY_WORK_ITEMS) if((x * N0 >= N) || (y * M0 >= M)) { return; } #endif uint lhs_offset = lhs_offset_first_element_in_bytes + COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * (uint)lhs_stride_y; #if defined(MATRIX_B_DEPTH) const uint z_rhs = (get_global_id(2) % MATRIX_B_DEPTH); #else const uint z_rhs = get_global_id(2); #endif uint x_rhs = (get_global_id(0) % H0) * (uint)RHS_OFFSET_X; const uint y_rhs = (get_global_id(0) / (uint)H0) + z_rhs * RHS_HEIGHT; REPEAT_VAR_INIT_TO_CONST(M0, uint, zlhs, 0); REPEAT_VAR_INIT_TO_CONST(16, uint, zero, 0); #if defined(REINTERPRET_INPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zlhs, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, lhs_cross_plane_pad, lhs_stride_y); lhs_offset += z * lhs_stride_z * DEPTH_GEMM3D; #else lhs_offset += z * lhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE, N0), c, 0); int i = 0; for(; i <= (K - K0); i += K0) { LOAD_BLOCK(M0, K0, DATA_TYPE, a, lhs_ptr, lhs_offset, lhs_stride_y, zlhs); REPEAT_VAR_INIT_TO_CONST(N0, VEC_DATA_TYPE(DATA_TYPE, K0), b, 0); LOAD_TEXTURE2D(N0, PIXEL_UNIT, DATA_TYPE, b, rhs_img, x_rhs, y_rhs, RHS_STEP_X, 0); ARM_DOT_K0XN0(K0, a0, b, c0); #if M0 > 1 ARM_DOT_K0XN0(K0, a1, b, c1); #endif #if M0 > 2 ARM_DOT_K0XN0(K0, a2, b, c2); #endif #if M0 > 3 ARM_DOT_K0XN0(K0, a3, b, c3); #endif #if M0 > 4 ARM_DOT_K0XN0(K0, a4, b, c4); #endif #if M0 > 5 ARM_DOT_K0XN0(K0, a5, b, c5); #endif #if M0 > 6 ARM_DOT_K0XN0(K0, a6, b, c6); #endif #if M0 > 7 ARM_DOT_K0XN0(K0, a7, b, c7); #endif lhs_offset += K0 * sizeof(DATA_TYPE); x_rhs += N0 * RHS_STEP_X * RHS_STEP_LOOP; } if(LEFTOVER_K != 0) { union UNION_VEC_TYPE { DATA_TYPE s[K0]; VEC_DATA_TYPE(DATA_TYPE, K0) v; }; union UNION_VEC_TYPE a0 = {.v = 0 }; #if M0 > 1 union UNION_VEC_TYPE a1 = {.v = 0 }; #endif #if M0 > 2 union UNION_VEC_TYPE a2 = {.v = 0 }; #endif #if M0 > 3 union UNION_VEC_TYPE a3 = {.v = 0 }; #endif #if M0 > 4 union UNION_VEC_TYPE a4 = {.v = 0 }; #endif #if M0 > 5 union UNION_VEC_TYPE a5 = {.v = 0 }; #endif #if M0 > 6 union UNION_VEC_TYPE a6 = {.v = 0 }; #endif #if M0 > 7 union UNION_VEC_TYPE a7 = {.v = 0 }; #endif REPEAT_VAR_INIT_TO_CONST(N0, VEC_DATA_TYPE(DATA_TYPE, K0), b, 0); LOAD_TEXTURE2D(N0, PIXEL_UNIT, DATA_TYPE, b, rhs_img, x_rhs, y_rhs, RHS_STEP_X, 0); for(int k = 0; k < LEFTOVER_K; ++k) { a0.s[k] = *(__global DATA_TYPE *)(lhs_ptr + lhs_offset + 0 * lhs_stride_y + zlhs0); #if M0 > 1 a1.s[k] = *(__global DATA_TYPE *)(lhs_ptr + lhs_offset + 1 * lhs_stride_y + zlhs1); #endif #if M0 > 2 a2.s[k] = *(__global DATA_TYPE *)(lhs_ptr + lhs_offset + 2 * lhs_stride_y + zlhs2); #endif #if M0 > 3 a3.s[k] = *(__global DATA_TYPE *)(lhs_ptr + lhs_offset + 3 * lhs_stride_y + zlhs3); #endif #if M0 > 4 a4.s[k] = *(__global DATA_TYPE *)(lhs_ptr + lhs_offset + 4 * lhs_stride_y + zlhs4); #endif #if M0 > 5 a5.s[k] = *(__global DATA_TYPE *)(lhs_ptr + lhs_offset + 5 * lhs_stride_y + zlhs5); #endif #if M0 > 6 a6.s[k] = *(__global DATA_TYPE *)(lhs_ptr + lhs_offset + 6 * lhs_stride_y + zlhs6); #endif #if M0 > 7 a7.s[k] = *(__global DATA_TYPE *)(lhs_ptr + lhs_offset + 7 * lhs_stride_y + zlhs7); #endif lhs_offset += sizeof(DATA_TYPE); } ARM_DOT_K0XN0(K0, a0.v, b, c0); #if M0 > 1 ARM_DOT_K0XN0(K0, a1.v, b, c1); #endif #if M0 > 2 ARM_DOT_K0XN0(K0, a2.v, b, c2); #endif #if M0 > 3 ARM_DOT_K0XN0(K0, a3.v, b, c3); #endif #if M0 > 4 ARM_DOT_K0XN0(K0, a4.v, b, c4); #endif #if M0 > 5 ARM_DOT_K0XN0(K0, a5.v, b, c5); #endif #if M0 > 6 ARM_DOT_K0XN0(K0, a6.v, b, c6); #endif #if M0 > 7 ARM_DOT_K0XN0(K0, a7.v, b, c7); #endif } __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * dst_stride_y); REPEAT_VAR_INIT_TO_CONST(M0, uint, zout, 0); #if defined(REINTERPRET_OUTPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zout, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, dst_cross_plane_pad, dst_stride_y); dst_addr += z * dst_stride_z * DEPTH_GEMM3D; #else dst_addr += z * dst_stride_z; #endif #if defined(ALPHA) SCALE_BLOCK(M0, DATA_TYPE, c, ALPHA); #endif #if defined(BETA) #if defined(BROADCAST_BIAS) __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)); LOAD_BLOCK_BOUNDARY_AWARE(1, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, 1, PARTIAL_STORE_N0, false, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(1, DATA_TYPE, bias, BETA); #endif ADD_BLOCK_BROADCAST(M0, c, bias0); #else __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * bias_stride_y) + z * bias_stride_z; LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(M0, DATA_TYPE, bias, BETA); #endif ADD_BLOCK(M0, c, bias); #endif #endif #if defined(ACTIVATION_TYPE) ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE, N0, c, A_VAL, B_VAL); #endif STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #undef RHS_BLOCK_SIZE #undef RHS_OFFSET_X #undef RHS_STEP_X #undef RHS_STEP_LOOP #undef PIXEL_UNIT } #endif #define VFMA(a, b, c) \ ({ \ c = fma(a, b, c); \ }) #if M0 == 1 #define VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ }) #elif M0 == 2 #define VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ }) #elif M0 == 3 #define VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ }) #elif M0 == 4 #define VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ }) #elif M0 == 5 #define VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ }) #elif M0 == 6 #define VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##5).s##i), b, (c##5)); \ }) #elif M0 == 7 #define VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##5).s##i), b, (c##5)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##6).s##i), b, (c##6)); \ }) #elif M0 == 8 #define VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##5).s##i), b, (c##5)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##6).s##i), b, (c##6)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##7).s##i), b, (c##7)); \ }) #else #error "M0 not supported" #endif #if defined(GEMM_MM_RESHAPED_ONLY_RHS_NT) __kernel void gemm_mm_reshaped_only_rhs_nt(IMAGE_DECLARATION(lhs), IMAGE_DECLARATION(rhs), #if defined(BETA) IMAGE_DECLARATION(bias), #endif IMAGE_DECLARATION(dst), uint lhs_stride_z, uint rhs_stride_z, #if defined(BETA) uint bias_stride_z, #endif uint dst_stride_z #if defined(REINTERPRET_INPUT_AS_3D) , uint lhs_cross_plane_pad #endif #if defined(REINTERPRET_OUTPUT_AS_3D) , uint dst_cross_plane_pad #endif , const int M, const int N, const int K) { #define RHS_BLOCK_SIZE ((K0) * (N0)) #if defined(RHS_INTERLEAVE) #define RHS_OFFSET_X (N0) #define RHS_STEP_X ((N0) * (H0)) #define RHS_STEP_LOOP (1) #else #define RHS_OFFSET_X (RHS_BLOCK_SIZE) #define RHS_STEP_X (N0) #define RHS_STEP_LOOP (H0) #endif uint x = get_global_id(0); uint y = get_global_id(1); uint z = get_global_id(2); const bool cond_y = y == 0; const bool cond_x = ((x + 1) * N0 >= N); #if defined(DUMMY_WORK_ITEMS) if((x * N0 >= N) || (y * M0 >= M)) { return; } #endif uint lhs_offset = lhs_offset_first_element_in_bytes + COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * (uint)lhs_stride_y; uint rhs_offset = rhs_offset_first_element_in_bytes + (x % H0) * (uint)RHS_OFFSET_X * sizeof(DATA_TYPE) + (x / (uint)H0) * rhs_stride_y; #if defined(MATRIX_B_DEPTH) rhs_offset += (z % MATRIX_B_DEPTH) * rhs_stride_z; #else rhs_offset += z * rhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(8, uint, zin, 0); REPEAT_VAR_INIT_TO_CONST(16, uint, zero, 0); #if defined(REINTERPRET_INPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zin, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, lhs_cross_plane_pad, lhs_stride_y); lhs_offset += z * lhs_stride_z * DEPTH_GEMM3D; #else lhs_offset += z * lhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE, N0), c, 0); int i = 0; for(; i <= (K - K0); i += K0) { LOAD_BLOCK(M0, K0, DATA_TYPE, a, lhs_ptr, lhs_offset, lhs_stride_y, zin); VEC_DATA_TYPE(DATA_TYPE, N0) b0; b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 0 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(0, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 1 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(1, a, b0, c); #if K0 > 2 b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 2 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(2, a, b0, c); #endif #if K0 > 3 b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 3 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(3, a, b0, c); #endif #if K0 > 4 b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 4 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(4, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 5 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(5, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 6 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(6, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 7 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(7, a, b0, c); #endif #if K0 > 8 b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 8 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(8, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 9 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(9, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 10 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(A, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 11 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(B, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 12 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(C, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 13 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(D, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 14 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(E, a, b0, c); b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 15 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(F, a, b0, c); #endif lhs_offset += K0 * sizeof(DATA_TYPE); rhs_offset += K0 * RHS_STEP_X * RHS_STEP_LOOP * sizeof(DATA_TYPE); } for(; i < K; ++i) { VEC_DATA_TYPE(DATA_TYPE, 2) a0 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 0 * lhs_stride_y + zin0)); #if M0 > 1 VEC_DATA_TYPE(DATA_TYPE, 2) a1 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 1 * lhs_stride_y + zin1)); #endif #if M0 > 2 VEC_DATA_TYPE(DATA_TYPE, 2) a2 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 2 * lhs_stride_y + zin2)); #endif #if M0 > 3 VEC_DATA_TYPE(DATA_TYPE, 2) a3 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 3 * lhs_stride_y + zin3)); #endif #if M0 > 4 VEC_DATA_TYPE(DATA_TYPE, 2) a4 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 4 * lhs_stride_y + zin4)); #endif #if M0 > 5 VEC_DATA_TYPE(DATA_TYPE, 2) a5 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 5 * lhs_stride_y + zin5)); #endif #if M0 > 6 VEC_DATA_TYPE(DATA_TYPE, 2) a6 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 6 * lhs_stride_y + zin6)); #endif #if M0 > 7 VEC_DATA_TYPE(DATA_TYPE, 2) a7 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 7 * lhs_stride_y + zin7)); #endif VEC_DATA_TYPE(DATA_TYPE, N0) b0; b0 = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 0 * RHS_STEP_X * sizeof(DATA_TYPE))); VFMA_M0xN0(0, a, b0, c); lhs_offset += sizeof(DATA_TYPE); rhs_offset += RHS_STEP_X * sizeof(DATA_TYPE); } __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * dst_stride_y); REPEAT_VAR_INIT_TO_CONST(8, uint, zout, 0); #if defined(REINTERPRET_OUTPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zout, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, dst_cross_plane_pad, dst_stride_y); dst_addr += z * dst_stride_z * DEPTH_GEMM3D; #else dst_addr += z * dst_stride_z; #endif #if defined(ALPHA) SCALE_BLOCK(M0, DATA_TYPE, c, ALPHA); #endif #if defined(BETA) #if defined(BROADCAST_BIAS) __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)); LOAD_BLOCK_BOUNDARY_AWARE(1, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, 1, PARTIAL_STORE_N0, false, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(1, DATA_TYPE, bias, BETA); #endif ADD_BLOCK_BROADCAST(M0, c, bias0); #else __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * bias_stride_y) + z * bias_stride_z; LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(M0, DATA_TYPE, bias, BETA); #endif ADD_BLOCK(M0, c, bias); #endif #endif #if defined(ACTIVATION_TYPE) ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE, N0, c, A_VAL, B_VAL); #endif STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #undef RHS_BLOCK_SIZE #undef RHS_OFFSET_X #undef RHS_STEP_X #undef RHS_STEP_LOOP } #endif #if defined(OPENCL_IMAGE_SUPPORT) && defined(GEMM_MM_RESHAPED_ONLY_RHS_NT_TEXTURE) __kernel void gemm_mm_reshaped_only_rhs_nt_texture(IMAGE_DECLARATION(lhs), __read_only image2d_t rhs_img, #if defined(BETA) IMAGE_DECLARATION(bias), #endif IMAGE_DECLARATION(dst), uint lhs_stride_z, uint rhs_stride_z, #if defined(BETA) uint bias_stride_z, #endif uint dst_stride_z #if defined(REINTERPRET_INPUT_AS_3D) , uint lhs_cross_plane_pad #endif #if defined(REINTERPRET_OUTPUT_AS_3D) , uint dst_cross_plane_pad #endif , const int M, const int N, const int K) { #define PIXEL_UNIT CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(N0) #define RHS_BLOCK_SIZE ((K0) * (PIXEL_UNIT)) #if defined(RHS_INTERLEAVE) #define RHS_OFFSET_X (PIXEL_UNIT) #define RHS_STEP_X ((PIXEL_UNIT) * (H0)) #define RHS_STEP_LOOP 1 #else #define RHS_OFFSET_X (RHS_BLOCK_SIZE) #define RHS_STEP_X (PIXEL_UNIT) #define RHS_STEP_LOOP (H0) #endif uint x = get_global_id(0); uint y = get_global_id(1); uint z = get_global_id(2); const bool cond_y = y == 0; const bool cond_x = ((x + 1) * N0 >= N); #if defined(DUMMY_WORK_ITEMS) if((x * N0 >= N) || (y * M0 >= M)) { return; } #endif uint lhs_offset = lhs_offset_first_element_in_bytes + COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * (uint)lhs_stride_y; #if defined(MATRIX_B_DEPTH) const uint z_rhs = (z % MATRIX_B_DEPTH); #else const uint z_rhs = z; #endif uint x_rhs = (x % H0) * (uint)RHS_OFFSET_X; const uint y_rhs = (x / (uint)H0) + z_rhs * RHS_HEIGHT; REPEAT_VAR_INIT_TO_CONST(8, uint, zin, 0); REPEAT_VAR_INIT_TO_CONST(16, uint, zero, 0); #if defined(REINTERPRET_INPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zin, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, lhs_cross_plane_pad, lhs_stride_y); lhs_offset += z * lhs_stride_z * DEPTH_GEMM3D; #else lhs_offset += z * lhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE, N0), c, 0); int i = 0; for(; i <= (K - K0); i += K0) { LOAD_BLOCK(M0, K0, DATA_TYPE, a, lhs_ptr, lhs_offset, lhs_stride_y, zin); VEC_DATA_TYPE(DATA_TYPE, N0) b0; b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 0 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(0, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 1 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(1, a, b0, c); #if K0 > 2 b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 2 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(2, a, b0, c); #endif #if K0 > 3 b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 3 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(3, a, b0, c); #endif #if K0 > 4 b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 4 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(4, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 5 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(5, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 6 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(6, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 7 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(7, a, b0, c); #endif #if K0 > 8 b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 8 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(8, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 9 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(9, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 10 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(A, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 11 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(B, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 12 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(C, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 13 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(D, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 14 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(E, a, b0, c); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 15 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(F, a, b0, c); #endif lhs_offset += K0 * sizeof(DATA_TYPE); x_rhs += K0 * RHS_STEP_X * RHS_STEP_LOOP; } for(; i < K; ++i) { VEC_DATA_TYPE(DATA_TYPE, 2) a0 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 0 * lhs_stride_y + zin0)); #if M0 > 1 VEC_DATA_TYPE(DATA_TYPE, 2) a1 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 1 * lhs_stride_y + zin1)); #endif #if M0 > 2 VEC_DATA_TYPE(DATA_TYPE, 2) a2 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 2 * lhs_stride_y + zin2)); #endif #if M0 > 3 VEC_DATA_TYPE(DATA_TYPE, 2) a3 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 3 * lhs_stride_y + zin3)); #endif #if M0 > 4 VEC_DATA_TYPE(DATA_TYPE, 2) a4 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 4 * lhs_stride_y + zin4)); #endif #if M0 > 5 VEC_DATA_TYPE(DATA_TYPE, 2) a5 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 5 * lhs_stride_y + zin5)); #endif #if M0 > 6 VEC_DATA_TYPE(DATA_TYPE, 2) a6 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 6 * lhs_stride_y + zin6)); #endif #if M0 > 7 VEC_DATA_TYPE(DATA_TYPE, 2) a7 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 7 * lhs_stride_y + zin7)); #endif VEC_DATA_TYPE(DATA_TYPE, N0) b0; b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 0 * RHS_STEP_X), (y_rhs)); VFMA_M0xN0(0, a, b0, c); lhs_offset += sizeof(DATA_TYPE); x_rhs += RHS_STEP_X; } __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * dst_stride_y); REPEAT_VAR_INIT_TO_CONST(8, uint, zout, 0); #if defined(REINTERPRET_OUTPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zout, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, dst_cross_plane_pad, dst_stride_y); dst_addr += z * dst_stride_z * DEPTH_GEMM3D; #else dst_addr += z * dst_stride_z; #endif #if defined(ALPHA) SCALE_BLOCK(M0, DATA_TYPE, c, ALPHA); #endif #if defined(BETA) #if defined(BROADCAST_BIAS) __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)); LOAD_BLOCK_BOUNDARY_AWARE(1, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, 1, PARTIAL_STORE_N0, false, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(1, DATA_TYPE, bias, BETA); #endif ADD_BLOCK_BROADCAST(M0, c, bias0); #else __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * bias_stride_y) + z * bias_stride_z; LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(M0, DATA_TYPE, bias, BETA); #endif ADD_BLOCK(M0, c, bias); #endif #endif #if defined(ACTIVATION_TYPE) ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE, N0, c, A_VAL, B_VAL); #endif STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #undef RHS_BLOCK_SIZE #undef RHS_OFFSET_X #undef RHS_STEP_X #undef RHS_STEP_LOOP } #endif #endif #if defined(M0) && defined(N0) && defined(K0) && defined(V0) && defined(H0) && defined(DATA_TYPE) && defined(DATA_TYPE_ACCUMULATOR) #if defined(MIXED_PRECISION) #if K0 == 2 #define ARM_DOT_K0(a, b, c) \ ({ \ c += a.s0 * b.s0; \ c += a.s1 * b.s1; \ }) #elif K0 == 3 #define ARM_DOT_K0(a, b, c) \ ({ \ c += a.s0 * b.s0; \ c += a.s1 * b.s1; \ c += a.s2 * b.s2; \ }) #elif K0 == 4 #define ARM_DOT_K0(a, b, c) \ ({ \ c += a.s0 * b.s0; \ c += a.s1 * b.s1; \ c += a.s2 * b.s2; \ c += a.s3 * b.s3; \ }) #elif K0 == 8 #define ARM_DOT_K0(a, b, c) \ ({ \ c += a.s0 * b.s0; \ c += a.s1 * b.s1; \ c += a.s2 * b.s2; \ c += a.s3 * b.s3; \ c += a.s4 * b.s4; \ c += a.s5 * b.s5; \ c += a.s6 * b.s6; \ c += a.s7 * b.s7; \ }) #elif K0 == 16 #define ARM_DOT_K0(a, b, c) \ ({ \ c += a.s0 * b.s0; \ c += a.s1 * b.s1; \ c += a.s2 * b.s2; \ c += a.s3 * b.s3; \ c += a.s4 * b.s4; \ c += a.s5 * b.s5; \ c += a.s6 * b.s6; \ c += a.s7 * b.s7; \ c += a.s8 * b.s8; \ c += a.s9 * b.s9; \ c += a.sA * b.sA; \ c += a.sB * b.sB; \ c += a.sC * b.sC; \ c += a.sD * b.sD; \ c += a.sE * b.sE; \ c += a.sF * b.sF; \ }) #else #error "K0 value not supported" #endif #else #if K0 == 2 #define ARM_DOT_K0(a, b, c) \ ({ \ c = fma(a.s0, b.s0, c); \ c = fma(a.s1, b.s1, c); \ }) #elif K0 == 3 #define ARM_DOT_K0(a, b, c) \ ({ \ c = fma(a.s0, b.s0, c); \ c = fma(a.s1, b.s1, c); \ c = fma(a.s2, b.s2, c); \ }) #elif K0 == 4 #define ARM_DOT_K0(a, b, c) \ ({ \ c = fma(a.s0, b.s0, c); \ c = fma(a.s1, b.s1, c); \ c = fma(a.s2, b.s2, c); \ c = fma(a.s3, b.s3, c); \ }) #elif K0 == 8 #define ARM_DOT_K0(a, b, c) \ ({ \ c = fma(a.s0, b.s0, c); \ c = fma(a.s1, b.s1, c); \ c = fma(a.s2, b.s2, c); \ c = fma(a.s3, b.s3, c); \ c = fma(a.s4, b.s4, c); \ c = fma(a.s5, b.s5, c); \ c = fma(a.s6, b.s6, c); \ c = fma(a.s7, b.s7, c); \ }) #elif K0 == 16 #define ARM_DOT_K0(a, b, c) \ ({ \ c = fma(a.s0, b.s0, c); \ c = fma(a.s1, b.s1, c); \ c = fma(a.s2, b.s2, c); \ c = fma(a.s3, b.s3, c); \ c = fma(a.s4, b.s4, c); \ c = fma(a.s5, b.s5, c); \ c = fma(a.s6, b.s6, c); \ c = fma(a.s7, b.s7, c); \ c = fma(a.s8, b.s8, c); \ c = fma(a.s9, b.s9, c); \ c = fma(a.sA, b.sA, c); \ c = fma(a.sB, b.sB, c); \ c = fma(a.sC, b.sC, c); \ c = fma(a.sD, b.sD, c); \ c = fma(a.sE, b.sE, c); \ c = fma(a.sF, b.sF, c); \ }) #else #error "K0 value not supported" #endif #endif #if defined(ARM_DOT_K0XN0) #undef ARM_DOT_K0XN0 #endif #if N0 == 2 #define ARM_DOT_K0XN0(a, b, c) \ ({ \ ARM_DOT_K0((a), (b##0), (c.s0)); \ ARM_DOT_K0((a), (b##1), (c.s1)); \ }) #elif N0 == 3 #define ARM_DOT_K0XN0(a, b, c) \ ({ \ ARM_DOT_K0((a), (b##0), (c.s0)); \ ARM_DOT_K0((a), (b##1), (c.s1)); \ ARM_DOT_K0((a), (b##2), (c.s2)); \ }) #elif N0 == 4 #define ARM_DOT_K0XN0(a, b, c) \ ({ \ ARM_DOT_K0((a), (b##0), (c.s0)); \ ARM_DOT_K0((a), (b##1), (c.s1)); \ ARM_DOT_K0((a), (b##2), (c.s2)); \ ARM_DOT_K0((a), (b##3), (c.s3)); \ }) #elif N0 == 8 #define ARM_DOT_K0XN0(a, b, c) \ ({ \ ARM_DOT_K0((a), (b##0), (c.s0)); \ ARM_DOT_K0((a), (b##1), (c.s1)); \ ARM_DOT_K0((a), (b##2), (c.s2)); \ ARM_DOT_K0((a), (b##3), (c.s3)); \ ARM_DOT_K0((a), (b##4), (c.s4)); \ ARM_DOT_K0((a), (b##5), (c.s5)); \ ARM_DOT_K0((a), (b##6), (c.s6)); \ ARM_DOT_K0((a), (b##7), (c.s7)); \ }) #elif N0 == 16 #define ARM_DOT_K0XN0(a, b, c) \ ({ \ ARM_DOT_K0((a), (b##0), (c.s0)); \ ARM_DOT_K0((a), (b##1), (c.s1)); \ ARM_DOT_K0((a), (b##2), (c.s2)); \ ARM_DOT_K0((a), (b##3), (c.s3)); \ ARM_DOT_K0((a), (b##4), (c.s4)); \ ARM_DOT_K0((a), (b##5), (c.s5)); \ ARM_DOT_K0((a), (b##6), (c.s6)); \ ARM_DOT_K0((a), (b##7), (c.s7)); \ ARM_DOT_K0((a), (b##8), (c.s8)); \ ARM_DOT_K0((a), (b##9), (c.s9)); \ ARM_DOT_K0((a), (b##A), (c.sA)); \ ARM_DOT_K0((a), (b##B), (c.sB)); \ ARM_DOT_K0((a), (b##C), (c.sC)); \ ARM_DOT_K0((a), (b##D), (c.sD)); \ ARM_DOT_K0((a), (b##E), (c.sE)); \ ARM_DOT_K0((a), (b##F), (c.sF)); \ }) #else #error "N0 value not supported" #endif #if defined(GEMM_MM_RESHAPED_LHS_NT_RHS_T) __kernel void gemm_mm_reshaped_lhs_nt_rhs_t(IMAGE_DECLARATION(lhs), IMAGE_DECLARATION(rhs), #if defined(BETA) IMAGE_DECLARATION(bias), #endif IMAGE_DECLARATION(dst), uint lhs_stride_z, uint rhs_stride_z, #if defined(BETA) uint bias_stride_z, #endif uint dst_stride_z #if defined(REINTERPRET_OUTPUT_AS_3D) , uint dst_cross_plane_pad #endif , const int M, const int N, const int K) { #define LHS_BLOCK_SIZE ((K0) * (M0)) #if defined(LHS_INTERLEAVE) #define LHS_OFFSET_X (K0) #define LHS_STEP_X ((K0) * (V0)) #define LHS_STEP_LOOP (1) #else #define LHS_OFFSET_X (LHS_BLOCK_SIZE) #define LHS_STEP_X (K0) #define LHS_STEP_LOOP (V0) #endif #define RHS_BLOCK_SIZE ((K0) * (N0)) #if defined(RHS_INTERLEAVE) #define RHS_OFFSET_X (K0) #define RHS_STEP_X ((K0) * (H0)) #define RHS_STEP_LOOP (1) #else #define RHS_OFFSET_X (RHS_BLOCK_SIZE) #define RHS_STEP_X (K0) #define RHS_STEP_LOOP (H0) #endif #if defined(DUMMY_WORK_ITEMS) if((get_global_id(0) * N0 >= N) || (get_global_id(1) * M0 >= M)) { return; } #endif __global uchar *lhs_addr = lhs_ptr + lhs_offset_first_element_in_bytes + (get_global_id(1) % V0) * (uint)LHS_OFFSET_X * sizeof(DATA_TYPE) + (get_global_id(1) / V0) * (uint)lhs_stride_y + (get_global_id(2) * lhs_stride_z); __global uchar *rhs_addr = rhs_ptr + rhs_offset_first_element_in_bytes + (get_global_id(0) % H0) * (uint)RHS_OFFSET_X * sizeof(DATA_TYPE) + (get_global_id(0) / (uint)H0) * rhs_stride_y; #if defined(MATRIX_B_DEPTH) rhs_addr += (get_global_id(2) % MATRIX_B_DEPTH) * rhs_stride_z; #else rhs_addr += get_global_id(2) * rhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE_ACCUMULATOR, N0), c, 0); REPEAT_VAR_INIT_TO_CONST(M0, uint, zlhs, 0); REPEAT_VAR_INIT_TO_CONST(16, uint, zero, 0); for(int i = 0; i < K; i += K0) { LOAD_BLOCK(M0, K0, DATA_TYPE, a, lhs_addr, 0, LHS_STEP_X * sizeof(DATA_TYPE), zlhs); LOAD_BLOCK(N0, K0, DATA_TYPE, b, rhs_addr, 0, RHS_STEP_X * sizeof(DATA_TYPE), zero); ARM_DOT_K0XN0(a0, b, c0); #if M0 > 1 ARM_DOT_K0XN0(a1, b, c1); #endif #if M0 > 2 ARM_DOT_K0XN0(a2, b, c2); #endif #if M0 > 3 ARM_DOT_K0XN0(a3, b, c3); #endif #if M0 > 4 ARM_DOT_K0XN0(a4, b, c4); #endif #if M0 > 5 ARM_DOT_K0XN0(a5, b, c5); #endif #if M0 > 6 ARM_DOT_K0XN0(a6, b, c6); #endif #if M0 > 7 ARM_DOT_K0XN0(a7, b, c7); #endif lhs_addr += (M0 * LHS_STEP_X * LHS_STEP_LOOP) * sizeof(DATA_TYPE); rhs_addr += (N0 * RHS_STEP_X * RHS_STEP_LOOP) * sizeof(DATA_TYPE); } __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)) + (get_global_id(1) * (uint)M0 * dst_stride_y); REPEAT_VAR_INIT_TO_CONST(M0, uint, zout, 0); const bool cond_y = ((get_global_id(1) + 1) * M0 >= M); const bool cond_x = ((get_global_id(0) + 1) * N0 >= N); #if defined(REINTERPRET_OUTPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zout, get_global_id(1) * (uint)M0, HEIGHT_GEMM3D, DEPTH_GEMM3D, dst_cross_plane_pad, dst_stride_y); dst_addr += get_global_id(2) * dst_stride_z * DEPTH_GEMM3D; #else dst_addr += get_global_id(2) * dst_stride_z; #endif #if defined(ALPHA) SCALE_BLOCK(M0, DATA_TYPE, c, ALPHA); #endif #if defined(BETA) #if defined(BROADCAST_BIAS) __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)); LOAD_BLOCK_BOUNDARY_AWARE(1, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, 1, PARTIAL_STORE_N0, false, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(1, DATA_TYPE, bias, BETA); #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(1, N0, DATA_TYPE_ACCUMULATOR, bias, bias_hp); ADD_BLOCK_BROADCAST(M0, c, bias_hp0); #else ADD_BLOCK_BROADCAST(M0, c, bias0); #endif #else __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)) + (get_global_id(1) * (uint)M0 * bias_stride_y) + get_global_id( 2) * bias_stride_z; LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(M0, DATA_TYPE, bias, BETA); #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(M0, N0, DATA_TYPE_ACCUMULATOR, bias, bias_hp); ADD_BLOCK(M0, c, bias_hp); #else ADD_BLOCK(M0, c, bias); #endif #endif #endif #if defined(ACTIVATION_TYPE) #if defined(MIXED_PRECISION) ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE_ACCUMULATOR, N0, c, A_VAL, B_VAL); #else ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE, N0, c, A_VAL, B_VAL); #endif #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(M0, N0, DATA_TYPE, c, c_lp); STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c_lp, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #else STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #endif #undef LHS_BLOCK_SIZE #undef LHS_OFFSET_X #undef LHS_STEP_X #undef RHS_BLOCK_SIZE #undef RHS_OFFSET_X #undef RHS_STEP_X #undef LHS_STEP_LOOP #undef RHS_STEP_LOOP } #endif #if defined(OPENCL_IMAGE_SUPPORT) && defined(GEMM_MM_RESHAPED_LHS_NT_RHS_T_TEXTURE) __kernel void gemm_mm_reshaped_lhs_nt_rhs_t_texture(IMAGE_DECLARATION(lhs), __read_only image2d_t rhs_img, #if defined(BETA) IMAGE_DECLARATION(bias), #endif IMAGE_DECLARATION(dst), uint lhs_stride_z, uint rhs_stride_z, #if defined(BETA) uint bias_stride_z, #endif uint dst_stride_z #if defined(REINTERPRET_OUTPUT_AS_3D) , uint dst_cross_plane_pad #endif , const int M, const int N, const int K) { #define PIXEL_UNIT CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(K0) #define LHS_BLOCK_SIZE ((K0) * (M0)) #if defined(LHS_INTERLEAVE) #define LHS_OFFSET_X (K0) #define LHS_STEP_X ((K0) * (V0)) #define LHS_STEP_LOOP (1) #else #define LHS_OFFSET_X (LHS_BLOCK_SIZE) #define LHS_STEP_X (K0) #define LHS_STEP_LOOP (V0) #endif #define RHS_BLOCK_SIZE (PIXEL_UNIT * (N0)) #if defined(RHS_INTERLEAVE) #define RHS_OFFSET_X (PIXEL_UNIT) #define RHS_STEP_X (PIXEL_UNIT * (H0)) #define RHS_STEP_LOOP (1) #else #define RHS_OFFSET_X (RHS_BLOCK_SIZE) #define RHS_STEP_X PIXEL_UNIT #define RHS_STEP_LOOP (H0) #endif #if defined(DUMMY_WORK_ITEMS) if((get_global_id(0) * N0 >= N) || (get_global_id(1) * M0 >= M)) { return; } #endif __global uchar *lhs_addr = lhs_ptr + lhs_offset_first_element_in_bytes + (get_global_id(1) % V0) * (uint)LHS_OFFSET_X * sizeof(DATA_TYPE) + (get_global_id(1) / V0) * (uint)lhs_stride_y + (get_global_id(2) * lhs_stride_z); #if defined(MATRIX_B_DEPTH) const uint z_rhs = (get_global_id(2) % MATRIX_B_DEPTH); #else const uint z_rhs = get_global_id(2); #endif uint x_rhs = (get_global_id(0) % H0) * (uint)RHS_OFFSET_X; const uint y_rhs = (get_global_id(0) / (uint)H0) + z_rhs * RHS_HEIGHT; REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE_ACCUMULATOR, N0), c, 0); REPEAT_VAR_INIT_TO_CONST(M0, uint, zlhs, 0); REPEAT_VAR_INIT_TO_CONST(16, uint, zero, 0); for(int i = 0; i < K; i += K0) { LOAD_BLOCK(M0, K0, DATA_TYPE, a, lhs_addr, 0, LHS_STEP_X * sizeof(DATA_TYPE), zlhs); REPEAT_VAR_INIT_TO_CONST(N0, VEC_DATA_TYPE(DATA_TYPE, K0), b, 0); LOAD_TEXTURE2D(N0, PIXEL_UNIT, DATA_TYPE, b, rhs_img, x_rhs, y_rhs, RHS_STEP_X, 0); ARM_DOT_K0XN0(a0, b, c0); #if M0 > 1 ARM_DOT_K0XN0(a1, b, c1); #endif #if M0 > 2 ARM_DOT_K0XN0(a2, b, c2); #endif #if M0 > 3 ARM_DOT_K0XN0(a3, b, c3); #endif #if M0 > 4 ARM_DOT_K0XN0(a4, b, c4); #endif #if M0 > 5 ARM_DOT_K0XN0(a5, b, c5); #endif #if M0 > 6 ARM_DOT_K0XN0(a6, b, c6); #endif #if M0 > 7 ARM_DOT_K0XN0(a7, b, c7); #endif lhs_addr += (M0 * LHS_STEP_X * LHS_STEP_LOOP) * sizeof(DATA_TYPE); x_rhs += N0 * RHS_STEP_X * RHS_STEP_LOOP; } __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)) + (get_global_id(1) * (uint)M0 * dst_stride_y); REPEAT_VAR_INIT_TO_CONST(M0, uint, zout, 0); const bool cond_y = ((get_global_id(1) + 1) * M0 >= M); const bool cond_x = ((get_global_id(0) + 1) * N0 >= N); #if defined(REINTERPRET_OUTPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zout, get_global_id(1) * (uint)M0, HEIGHT_GEMM3D, DEPTH_GEMM3D, dst_cross_plane_pad, dst_stride_y); dst_addr += get_global_id(2) * dst_stride_z * DEPTH_GEMM3D; #else dst_addr += get_global_id(2) * dst_stride_z; #endif #if defined(ALPHA) SCALE_BLOCK(M0, DATA_TYPE, c, ALPHA); #endif #if defined(BETA) #if defined(BROADCAST_BIAS) __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)); LOAD_BLOCK_BOUNDARY_AWARE(1, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, 1, PARTIAL_STORE_N0, false, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(1, DATA_TYPE, bias, BETA); #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(1, N0, DATA_TYPE_ACCUMULATOR, bias, bias_hp); ADD_BLOCK_BROADCAST(M0, c, bias_hp0); #else ADD_BLOCK_BROADCAST(M0, c, bias0); #endif #else __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)) + (get_global_id(1) * (uint)M0 * bias_stride_y) + get_global_id( 2) * bias_stride_z; LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(M0, DATA_TYPE, bias, BETA); #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(M0, N0, DATA_TYPE_ACCUMULATOR, bias, bias_hp); ADD_BLOCK(M0, c, bias_hp); #else ADD_BLOCK(M0, c, bias); #endif #endif #endif #if defined(ACTIVATION_TYPE) #if defined(MIXED_PRECISION) ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE_ACCUMULATOR, N0, c, A_VAL, B_VAL); #else ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE, N0, c, A_VAL, B_VAL); #endif #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(M0, N0, DATA_TYPE, c, c_lp); STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c_lp, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #else STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #endif #undef LHS_BLOCK_SIZE #undef LHS_OFFSET_X #undef LHS_STEP_X #undef RHS_BLOCK_SIZE #undef RHS_OFFSET_X #undef RHS_STEP_X #undef PIXEL_UNIT #undef LHS_STEP_LOOP #undef RHS_STEP_LOOP } #endif #if defined(LHS_TRANSPOSE) #define VTYPE(TYPE, SIZE) VEC_DATA_TYPE(TYPE, SIZE) #if defined(MIXED_PRECISION) #if(GPU_ARCH == GPU_ARCH_MIDGARD) #define ARM_VFMA(N0, a, b, c) c += (CONVERT(a, VEC_DATA_TYPE(DATA_TYPE_ACCUMULATOR, N0))) * (CONVERT(b, VEC_DATA_TYPE(DATA_TYPE_ACCUMULATOR, N0))); #else #define ARM_VFMA(N0, a, b, c) c = fma((CONVERT(a, VEC_DATA_TYPE(DATA_TYPE_ACCUMULATOR, N0))), (CONVERT(b, VEC_DATA_TYPE(DATA_TYPE_ACCUMULATOR, N0))), (c)); #endif #else #if(GPU_ARCH == GPU_ARCH_MIDGARD) #define ARM_VFMA(N0, a, b, c) c += (a) * (b); #else #define ARM_VFMA(N0, a, b, c) c = fma((a), (b), (c)); #endif #endif #define ARM_VVM_T_NT_1xN0x1(N0, TYPE, a, b, C) \ ({ \ ARM_VFMA(N0, (VTYPE(TYPE, N0))(a), b, (C##0)); \ }) #define ARM_VVM_T_NT_2xN0x1(N0, TYPE, a, b, C) \ ({ \ ARM_VFMA(N0, (VTYPE(TYPE, N0))(a.s0), b, (C##0)); \ ARM_VFMA(N0, (VTYPE(TYPE, N0))(a.s1), b, (C##1)); \ }) #define ARM_VVM_T_NT_3xN0x1(N0, TYPE, a, b, C) \ ({ \ ARM_VVM_T_NT_2xN0x1(N0, TYPE, a, b, C); \ ARM_VFMA(N0, (VTYPE(TYPE, N0))(a.s2), b, (C##2)); \ }) #define ARM_VVM_T_NT_4xN0x1(N0, TYPE, a, b, C) \ ({ \ ARM_VVM_T_NT_3xN0x1(N0, TYPE, a, b, C); \ ARM_VFMA(N0, (VTYPE(TYPE, N0))(a.s3), b, (C##3)); \ }) #define ARM_VVM_T_NT_8xN0x1(N0, TYPE, a, b, C) \ ({ \ ARM_VVM_T_NT_4xN0x1(N0, TYPE, a, b, C); \ ARM_VFMA(N0, (VTYPE(TYPE, N0))(a.s4), b, (C##4)); \ ARM_VFMA(N0, (VTYPE(TYPE, N0))(a.s5), b, (C##5)); \ ARM_VFMA(N0, (VTYPE(TYPE, N0))(a.s6), b, (C##6)); \ ARM_VFMA(N0, (VTYPE(TYPE, N0))(a.s7), b, (C##7)); \ }) #define ARM_VVM_T_NT_M0xN0x1(M0, N0, TYPE, a, b, C) ARM_VVM_T_NT_##M0##xN0x1(N0, TYPE, a, b, C) #define ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, A, B, C) \ ({ \ ARM_VVM_T_NT_M0xN0x1(M0, N0, TYPE, (A##0), (B##0), C); \ }) #define ARM_MM_T_NT_M0xN0x2(M0, N0, TYPE, A, B, C) \ ({ \ ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, A, B, C); \ ARM_VVM_T_NT_M0xN0x1(M0, N0, TYPE, (A##1), (B##1), C); \ }) #define ARM_MM_T_NT_M0xN0x3(M0, N0, TYPE, A, B, C) \ ({ \ ARM_MM_T_NT_M0xN0x2(M0, N0, TYPE, A, B, C); \ ARM_VVM_T_NT_M0xN0x1(M0, N0, TYPE, (A##2), (B##2), C); \ }) #define ARM_MM_T_NT_M0xN0x4(M0, N0, TYPE, A, B, C) \ ({ \ ARM_MM_T_NT_M0xN0x3(M0, N0, TYPE, A, B, C); \ ARM_VVM_T_NT_M0xN0x1(M0, N0, TYPE, (A##3), (B##3), C); \ }) #define ARM_MM_T_NT_M0xN0x8(M0, N0, TYPE, A, B, C) \ ({ \ ARM_MM_T_NT_M0xN0x4(M0, N0, TYPE, A, B, C); \ ARM_VVM_T_NT_M0xN0x1(M0, N0, TYPE, (A##4), (B##4), C); \ ARM_VVM_T_NT_M0xN0x1(M0, N0, TYPE, (A##5), (B##5), C); \ ARM_VVM_T_NT_M0xN0x1(M0, N0, TYPE, (A##6), (B##6), C); \ ARM_VVM_T_NT_M0xN0x1(M0, N0, TYPE, (A##7), (B##7), C); \ }) #define ARM_MM_T_NT_M0xN0x16(M0, N0, TYPE, A, B, C) \ ({ \ ARM_MM_T_NT_M0xN0x8(M0, N0, TYPE, A, B, C); \ ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, (A##8), (B##8), C); \ ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, (A##9), (B##9), C); \ ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, (A##A), (B##A), C); \ ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, (A##B), (B##B), C); \ ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, (A##C), (B##C), C); \ ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, (A##D), (B##D), C); \ ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, (A##E), (B##E), C); \ ARM_MM_T_NT_M0xN0x1(M0, N0, TYPE, (A##F), (B##F), C); \ }) #define ARM_MM_T_NT(M0, N0, K0, TYPE, A, B, C) \ CONCAT(ARM_MM_T_NT_M0xN0x, K0) \ (M0, N0, TYPE, A, B, C) #if defined(GEMM_MM_RESHAPED_LHS_T_RHS_NT) __kernel void gemm_mm_reshaped_lhs_t_rhs_nt(IMAGE_DECLARATION(lhs), IMAGE_DECLARATION(rhs), #if defined(BETA) IMAGE_DECLARATION(bias), #endif IMAGE_DECLARATION(dst), uint lhs_stride_z, uint rhs_stride_z, #if defined(BETA) uint bias_stride_z, #endif uint dst_stride_z #if defined(REINTERPRET_OUTPUT_AS_3D) , uint dst_cross_plane_pad #endif , const int M, const int N, const int K) { #define LHS_BLOCK_SIZE ((K0) * (M0)) #if defined(LHS_INTERLEAVE) #define LHS_OFFSET_X (M0) #define LHS_STEP_X ((M0) * (V0)) #define LHS_STEP_LOOP (1) #else #define LHS_OFFSET_X (LHS_BLOCK_SIZE) #define LHS_STEP_X (M0) #define LHS_STEP_LOOP (V0) #endif #define RHS_BLOCK_SIZE ((K0) * (N0)) #if defined(RHS_INTERLEAVE) #define RHS_OFFSET_X (N0) #define RHS_STEP_X ((N0) * (H0)) #else #define RHS_OFFSET_X (RHS_BLOCK_SIZE) #define RHS_STEP_X (N0) #endif const uint x = get_global_id(0); const uint y = get_global_id(1); const uint z = get_global_id(2); const bool cond_y = ((get_global_id(1) + 1) * M0 >= M); const bool cond_x = ((get_global_id(0) + 1) * N0 >= N); #if defined(DUMMY_WORK_ITEMS) if((x * N0 >= N) || (y * M0 >= M)) { return; } #endif __global uchar *lhs_addr = lhs_ptr + lhs_offset_first_element_in_bytes + (y % V0) * (uint)LHS_OFFSET_X * sizeof(DATA_TYPE) + (y / V0) * (uint)lhs_stride_y + (z * lhs_stride_z); __global uchar *rhs_addr = rhs_ptr + rhs_offset_first_element_in_bytes + (x % H0) * (uint)RHS_OFFSET_X * sizeof(DATA_TYPE) + (x / (uint)H0) * rhs_stride_y; #if defined(MATRIX_B_DEPTH) rhs_addr += (z % MATRIX_B_DEPTH) * rhs_stride_z; #else rhs_addr += z * rhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE_ACCUMULATOR, N0), c, 0); REPEAT_VAR_INIT_TO_CONST(M0, uint, zero, 0); __global DATA_TYPE *lhs = (__global DATA_TYPE *)(lhs_addr); __global DATA_TYPE *rhs = (__global DATA_TYPE *)(rhs_addr); for(int i = 0; i < K; i += K0) { VEC_DATA_TYPE(DATA_TYPE, M0) a0; VEC_DATA_TYPE(DATA_TYPE, N0) b0; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; #if K0 > 1 a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; #endif #if K0 > 2 a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; #endif #if K0 > 3 a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; #endif #if K0 > 4 a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; #endif #if K0 > 8 a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = VLOAD(N0)(0, rhs); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; rhs += RHS_STEP_X; #endif #ifndef LHS_INTERLEAVE lhs += (M0 * K0 * (V0 - 1)); #endif #ifndef RHS_INTERLEAVE rhs += (N0 * K0 * (H0 - 1)); #endif } __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (y * (uint)M0 * dst_stride_y); REPEAT_VAR_INIT_TO_CONST(M0, uint, zout, 0); #if defined(REINTERPRET_OUTPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zout, y * (uint)M0, HEIGHT_GEMM3D, DEPTH_GEMM3D, dst_cross_plane_pad, dst_stride_y); dst_addr += z * dst_stride_z * DEPTH_GEMM3D; #else dst_addr += z * dst_stride_z; #endif #if defined(ALPHA) SCALE_BLOCK(M0, DATA_TYPE, c, ALPHA); #endif #if defined(BETA) #if defined(BROADCAST_BIAS) __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)); LOAD_BLOCK_BOUNDARY_AWARE(1, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, 1, PARTIAL_STORE_N0, false, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(1, DATA_TYPE, bias, BETA); #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(1, N0, DATA_TYPE_ACCUMULATOR, bias, bias_hp); ADD_BLOCK_BROADCAST(M0, c, bias_hp0); #else ADD_BLOCK_BROADCAST(M0, c, bias0); #endif #else __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)) + (get_global_id(1) * (uint)M0 * bias_stride_y) + get_global_id( 2) * bias_stride_z; LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(M0, DATA_TYPE, bias, BETA); #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(M0, N0, DATA_TYPE_ACCUMULATOR, bias, bias_hp); ADD_BLOCK(M0, c, bias_hp); #else ADD_BLOCK(M0, c, bias); #endif #endif #endif #if defined(ACTIVATION_TYPE) #if defined(MIXED_PRECISION) ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE_ACCUMULATOR, N0, c, A_VAL, B_VAL); #else ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE, N0, c, A_VAL, B_VAL); #endif #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(M0, N0, DATA_TYPE, c, c_lp); STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c_lp, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #else STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #endif #undef LHS_BLOCK_SIZE #undef LHS_OFFSET_X #undef LHS_STEP_X #undef RHS_BLOCK_SIZE #undef RHS_OFFSET_X #undef RHS_STEP_X } #endif #if defined(OPENCL_IMAGE_SUPPORT) && defined(GEMM_MM_RESHAPED_LHS_T_RHS_NT_TEXTURE) __kernel void gemm_mm_reshaped_lhs_t_rhs_nt_texture(IMAGE_DECLARATION(lhs), __read_only image2d_t rhs_img, #if defined(BETA) IMAGE_DECLARATION(bias), #endif IMAGE_DECLARATION(dst), uint lhs_stride_z, uint rhs_stride_z, #if defined(BETA) uint bias_stride_z, #endif uint dst_stride_z #if defined(REINTERPRET_OUTPUT_AS_3D) , uint dst_cross_plane_pad #endif , const int M, const int N, const int K) { #define PIXEL_UNIT CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(N0) #define LHS_BLOCK_SIZE ((K0) * (M0)) #if defined(LHS_INTERLEAVE) #define LHS_OFFSET_X (M0) #define LHS_STEP_X ((M0) * (V0)) #define LHS_STEP_LOOP (1) #else #define LHS_OFFSET_X (LHS_BLOCK_SIZE) #define LHS_STEP_X (M0) #define LHS_STEP_LOOP (V0) #endif #define RHS_BLOCK_SIZE ((K0) * (PIXEL_UNIT)) #if defined(RHS_INTERLEAVE) #define RHS_OFFSET_X (PIXEL_UNIT) #define RHS_STEP_X ((PIXEL_UNIT) * (H0)) #else #define RHS_OFFSET_X (RHS_BLOCK_SIZE) #define RHS_STEP_X (PIXEL_UNIT) #endif const uint x = get_global_id(0); const uint y = get_global_id(1); const uint z = get_global_id(2); #if defined(DUMMY_WORK_ITEMS) if((x * N0 >= N) || (y * M0 >= M)) { return; } #endif __global uchar *lhs_addr = lhs_ptr + lhs_offset_first_element_in_bytes + (y % V0) * (uint)LHS_OFFSET_X * sizeof(DATA_TYPE) + (y / V0) * (uint)lhs_stride_y + (z * lhs_stride_z); #if defined(MATRIX_B_DEPTH) const uint z_rhs = (z % MATRIX_B_DEPTH); #else const uint z_rhs = z; #endif uint x_rhs = (x % H0) * (uint)RHS_OFFSET_X; const uint y_rhs = (x / (uint)H0) + z_rhs * RHS_HEIGHT; REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE_ACCUMULATOR, N0), c, 0); REPEAT_VAR_INIT_TO_CONST(M0, uint, zero, 0); __global DATA_TYPE *lhs = (__global DATA_TYPE *)(lhs_addr); for(int i = 0; i < K; i += K0) { VEC_DATA_TYPE(DATA_TYPE, M0) a0; VEC_DATA_TYPE(DATA_TYPE, N0) b0; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 0 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; #if K0 > 1 a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 1 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; #endif #if K0 > 2 a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 2 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; #endif #if K0 > 3 a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 3 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; #endif #if K0 > 4 a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 4 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 5 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 6 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 7 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; #endif #if K0 > 8 a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 8 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 9 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 10 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 11 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 12 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 13 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 14 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; a0 = VLOAD(M0)(0, lhs); b0 = READ_IMAGE2D(DATA_TYPE, PIXEL_UNIT, rhs_img, (x_rhs + 15 * RHS_STEP_X), (y_rhs)); ARM_MM_T_NT(M0, N0, 1, DATA_TYPE, a, b, c); lhs += LHS_STEP_X; #endif #ifndef LHS_INTERLEAVE lhs += (M0 * K0 * (V0 - 1)); #endif x_rhs += K0 * RHS_STEP_X; #ifndef RHS_INTERLEAVE x_rhs += (PIXEL_UNIT * K0 * (H0 - 1)); #endif } __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (y * (uint)M0 * dst_stride_y); REPEAT_VAR_INIT_TO_CONST(M0, uint, zout, 0); const bool cond_y = ((get_global_id(1) + 1) * M0 >= M); const bool cond_x = ((get_global_id(0) + 1) * N0 >= N); #if defined(REINTERPRET_OUTPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zout, y * (uint)M0, HEIGHT_GEMM3D, DEPTH_GEMM3D, dst_cross_plane_pad, dst_stride_y); dst_addr += z * dst_stride_z * DEPTH_GEMM3D; #else dst_addr += z * dst_stride_z; #endif #if defined(ALPHA) SCALE_BLOCK(M0, DATA_TYPE, c, ALPHA); #endif #if defined(BETA) #if defined(BROADCAST_BIAS) __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)); LOAD_BLOCK_BOUNDARY_AWARE(1, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, 1, PARTIAL_STORE_N0, false, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(1, DATA_TYPE, bias, BETA); #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(1, N0, DATA_TYPE_ACCUMULATOR, bias, bias_hp); ADD_BLOCK_BROADCAST(M0, c, bias_hp0); #else ADD_BLOCK_BROADCAST(M0, c, bias0); #endif #else __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (y * (uint)M0 * bias_stride_y) + z * bias_stride_z; LOAD_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #ifndef UNIT_BETA SCALE_BLOCK(M0, DATA_TYPE, bias, BETA); #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(M0, N0, DATA_TYPE_ACCUMULATOR, bias, bias_hp); ADD_BLOCK(M0, c, bias_hp); #else ADD_BLOCK(M0, c, bias); #endif #endif #endif #if defined(ACTIVATION_TYPE) #if defined(MIXED_PRECISION) ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE_ACCUMULATOR, N0, c, A_VAL, B_VAL); #else ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE, N0, c, A_VAL, B_VAL); #endif #endif #if defined(MIXED_PRECISION) CONVERT_BLOCK(M0, N0, DATA_TYPE, c, c_lp); STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c_lp, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #else STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); #endif #undef LHS_BLOCK_SIZE #undef LHS_OFFSET_X #undef LHS_STEP_X #undef RHS_BLOCK_SIZE #undef RHS_OFFSET_X #undef RHS_STEP_X #undef PIXEL_UNIT #undef LHS_STEP_LOOP #undef RHS_STEP_LOOP } #endif #endif #endif #if defined(M0) && defined(N0) && defined(K0) && defined(DATA_TYPE) #define VFMA(a, b, c) \ ({ \ c = fma(a, b, c); \ }) #if M0 == 1 #define RHS_VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ }) #elif M0 == 2 #define RHS_VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ }) #elif M0 == 3 #define RHS_VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ }) #elif M0 == 4 #define RHS_VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ }) #elif M0 == 5 #define RHS_VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ }) #elif M0 == 6 #define RHS_VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##5).s##i), b, (c##5)); \ }) #elif M0 == 7 #define RHS_VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##5).s##i), b, (c##5)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##6).s##i), b, (c##6)); \ }) #elif M0 == 8 #define RHS_VFMA_M0xN0(i, a, b, c) \ ({ \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##0).s##i), b, (c##0)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##1).s##i), b, (c##1)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##2).s##i), b, (c##2)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##3).s##i), b, (c##3)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##4).s##i), b, (c##4)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##5).s##i), b, (c##5)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##6).s##i), b, (c##6)); \ VFMA((VEC_DATA_TYPE(DATA_TYPE, N0))((a##7).s##i), b, (c##7)); \ }) #else #error "M0 not supported" #endif #if defined(GEMM_MM_NATIVE) __kernel void gemm_mm_native(IMAGE_DECLARATION(lhs), IMAGE_DECLARATION(rhs), #if defined(BETA) IMAGE_DECLARATION(bias), #endif IMAGE_DECLARATION(dst), uint lhs_stride_z, uint rhs_stride_z, #if defined(BETA) uint bias_stride_z, #endif uint dst_stride_z, const int M, const int N, const int K #if defined(REINTERPRET_INPUT_AS_3D) , uint lhs_cross_plane_pad #endif #if defined(REINTERPRET_OUTPUT_AS_3D) , uint dst_cross_plane_pad #endif ) { #define RHS_BLOCK_SIZE ((K0) * (N0)) #define RHS_OFFSET_X (RHS_BLOCK_SIZE) uint x = get_global_id(0); uint y = get_global_id(1); uint z = get_global_id(2); #if defined(DUMMY_WORK_ITEMS) if((x * N0 >= N) || (y * M0 >= M)) { return; } #endif uint lhs_offset = lhs_offset_first_element_in_bytes + COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * (uint)lhs_stride_y; uint rhs_offset = rhs_offset_first_element_in_bytes + x * N0 * sizeof(DATA_TYPE); #if defined(MATRIX_B_DEPTH) rhs_offset += (z % MATRIX_B_DEPTH) * rhs_stride_z; #else rhs_offset += z * rhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(M0, uint, zlhs, 0); REPEAT_VAR_INIT_TO_CONST(16, uint, zero, 0); #if defined(REINTERPRET_INPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zlhs, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, lhs_cross_plane_pad, lhs_stride_y); lhs_offset += z * lhs_stride_z * DEPTH_GEMM3D; #else lhs_offset += z * lhs_stride_z; #endif REPEAT_VAR_INIT_TO_CONST(M0, VEC_DATA_TYPE(DATA_TYPE, N0), c, 0); int i = 0; #if K0 > 1 for(; i <= (K - K0); i += K0) { LOAD_BLOCK(M0, K0, DATA_TYPE, a, lhs_ptr, lhs_offset, lhs_stride_y, zlhs); LOAD_BLOCK(K0, N0, DATA_TYPE, b, rhs_ptr, rhs_offset, rhs_stride_y, zero); RHS_VFMA_M0xN0(0, a, b0, c); RHS_VFMA_M0xN0(1, a, b1, c); #if K0 > 2 RHS_VFMA_M0xN0(2, a, b2, c); #endif #if K0 > 3 RHS_VFMA_M0xN0(3, a, b3, c); #endif #if K0 > 4 RHS_VFMA_M0xN0(4, a, b4, c); RHS_VFMA_M0xN0(5, a, b5, c); RHS_VFMA_M0xN0(6, a, b6, c); RHS_VFMA_M0xN0(7, a, b7, c); #endif #if K0 > 8 RHS_VFMA_M0xN0(8, a, b8, c); RHS_VFMA_M0xN0(9, a, b9, c); RHS_VFMA_M0xN0(A, a, bA, c); RHS_VFMA_M0xN0(B, a, bB, c); RHS_VFMA_M0xN0(C, a, bC, c); RHS_VFMA_M0xN0(D, a, bD, c); RHS_VFMA_M0xN0(E, a, bE, c); RHS_VFMA_M0xN0(F, a, bF, c); #endif lhs_offset += K0 * sizeof(DATA_TYPE); rhs_offset += K0 * rhs_stride_y; } #endif for(; i < K; ++i) { VEC_DATA_TYPE(DATA_TYPE, 2) a0 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 0 * lhs_stride_y + zlhs0)); #if M0 > 1 VEC_DATA_TYPE(DATA_TYPE, 2) a1 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 1 * lhs_stride_y + zlhs1)); #endif #if M0 > 2 VEC_DATA_TYPE(DATA_TYPE, 2) a2 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 2 * lhs_stride_y + zlhs2)); #endif #if M0 > 3 VEC_DATA_TYPE(DATA_TYPE, 2) a3 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 3 * lhs_stride_y + zlhs3)); #endif #if M0 > 4 VEC_DATA_TYPE(DATA_TYPE, 2) a4 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 4 * lhs_stride_y + zlhs4)); #endif #if M0 > 5 VEC_DATA_TYPE(DATA_TYPE, 2) a5 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 5 * lhs_stride_y + zlhs5)); #endif #if M0 > 6 VEC_DATA_TYPE(DATA_TYPE, 2) a6 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 6 * lhs_stride_y + zlhs6)); #endif #if M0 > 7 VEC_DATA_TYPE(DATA_TYPE, 2) a7 = *((__global DATA_TYPE *)(lhs_ptr + lhs_offset + 7 * lhs_stride_y + zlhs7)); #endif VEC_DATA_TYPE(DATA_TYPE, N0) b = VLOAD(N0)(0, (__global DATA_TYPE *)(rhs_ptr + rhs_offset + 0 * rhs_stride_y)); RHS_VFMA_M0xN0(0, a, b, c); lhs_offset += sizeof(DATA_TYPE); rhs_offset += rhs_stride_y; } __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * dst_stride_y); REPEAT_VAR_INIT_TO_CONST(M0, uint, zout, 0); #if defined(REINTERPRET_OUTPUT_AS_3D) CALCULATE_Z_OFFSET(M0, uint, zout, COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0), HEIGHT_GEMM3D, DEPTH_GEMM3D, dst_cross_plane_pad, dst_stride_y); dst_addr += z * dst_stride_z * DEPTH_GEMM3D; #else dst_addr += z * dst_stride_z; #endif #if defined(ALPHA) SCALE_BLOCK(M0, DATA_TYPE, c, ALPHA); #endif #if defined(BETA) #if defined(BROADCAST_BIAS) __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (get_global_id(0) * (uint)N0 * sizeof(DATA_TYPE)); LOAD_BLOCK(1, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero); #ifndef UNIT_BETA SCALE_BLOCK(1, DATA_TYPE, bias, BETA); #endif ADD_BLOCK_BROADCAST(M0, c, bias0); #else __global uchar *bias_addr = bias_ptr + bias_offset_first_element_in_bytes + (x * (uint)N0 * sizeof(DATA_TYPE)) + (COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) * bias_stride_y) + z * bias_stride_z; LOAD_BLOCK(M0, N0, DATA_TYPE, bias, bias_addr, 0, bias_stride_y, zero); #ifndef UNIT_BETA SCALE_BLOCK(M0, DATA_TYPE, bias, BETA); #endif ADD_BLOCK(M0, c, bias); #endif #endif #if defined(ACTIVATION_TYPE) ACTIVATION_BLOCK(M0, ACTIVATION_TYPE, DATA_TYPE, N0, c, A_VAL, B_VAL); #endif const bool cond_y = y == 0; const bool cond_x = ((x + 1) * N0 >= N); STORE_BLOCK_BOUNDARY_AWARE(M0, N0, DATA_TYPE, c, dst_addr, dst_stride_y, zout, PARTIAL_STORE_M0, PARTIAL_STORE_N0, cond_y, cond_x); } #endif #endif #if defined(BETA) __kernel void gemm_ma_f32(TENSOR3D_DECLARATION(src), TENSOR3D_DECLARATION(dst)) { Tensor3D src = CONVERT_TO_TENSOR3D_STRUCT(src); Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst); float4 alpha_ab = vload4(0, (__global float *)dst.ptr); float4 c = vload4(0, (__global float *)src.ptr); float4 out = alpha_ab + (float4)BETA * c; vstore4(out, 0, (__global float *)dst.ptr); } #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) __kernel void gemm_ma_f16(TENSOR3D_DECLARATION(src), TENSOR3D_DECLARATION(dst)) { Tensor3D src = CONVERT_TO_TENSOR3D_STRUCT(src); Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst); half8 alpha_ab = vload8(0, (__global half *)dst.ptr); half8 c = vload8(0, (__global half *)src.ptr); half8 out = alpha_ab + (half8)BETA * c; vstore8(out, 0, (__global half *)dst.ptr); } #endif #endif )"