| R"( |
| |
| /* |
| * Copyright (c) 2016-2018 Arm Limited. |
| * |
| * SPDX-License-Identifier: MIT |
| * |
| * Permission is hereby granted, free of charge, to any person obtaining a copy |
| * of this software and associated documentation files (the "Software"), to |
| * deal in the Software without restriction, including without limitation the |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| * sell copies of the Software, and to permit persons to whom the Software is |
| * furnished to do so, subject to the following conditions: |
| * |
| * The above copyright notice and this permission notice shall be included in all |
| * copies or substantial portions of the Software. |
| * |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| * SOFTWARE. |
| */ |
| /* |
| * Copyright (c) 2016-2020 Arm Limited. |
| * |
| * SPDX-License-Identifier: MIT |
| * |
| * Permission is hereby granted, free of charge, to any person obtaining a copy |
| * of this software and associated documentation files (the "Software"), to |
| * deal in the Software without restriction, including without limitation the |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| * sell copies of the Software, and to permit persons to whom the Software is |
| * furnished to do so, subject to the following conditions: |
| * |
| * The above copyright notice and this permission notice shall be included in all |
| * copies or substantial portions of the Software. |
| * |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| * SOFTWARE. |
| */ |
| #ifndef ARM_COMPUTE_HELPER_H |
| #define ARM_COMPUTE_HELPER_H |
| |
| /* |
| * Copyright (c) 2020 Arm Limited. |
| * |
| * SPDX-License-Identifier: MIT |
| * |
| * Permission is hereby granted, free of charge, to any person obtaining a copy |
| * of this software and associated documentation files (the "Software"), to |
| * deal in the Software without restriction, including without limitation the |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| * sell copies of the Software, and to permit persons to whom the Software is |
| * furnished to do so, subject to the following conditions: |
| * |
| * The above copyright notice and this permission notice shall be included in all |
| * copies or substantial portions of the Software. |
| * |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| * SOFTWARE. |
| */ |
| |
| /** Store the 0 to (n-1)th rows of the given variables |
| * @name STORE_ROW_n |
| * |
| * @param[in] N0 The width of the passed in vector. Supported: 1, 2, 3, 4, 8, 16 |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @{ |
| */ |
| #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)); |
| /** @} */ // end of groupd STORE_ROW_n |
| |
| /** Convert and store the 0th to (n-1)th rows of the given variables |
| * @name CONVERT_STORE_ROW_n |
| * |
| * @param[in] N0 The size of the vectors |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @{ |
| */ |
| #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)); |
| |
| /** @} */ // end of groupd CONVERT_STORE_ROW_n |
| |
| /** Store a block of the given size M0xN0 |
| * @name STORE_BLOCK |
| * |
| * Supported cases are M0=1,2,3,...,16 and N0=2,3,4,8,16. |
| * The data to store is expected to have consecutive names for each row. |
| * E.g., for M0=3 and basename=c, the expected names are c0, c1 and c2. |
| * The Z offset is expected to have consecutive names. |
| * E.g., for M0=3 and Z=zin, the expected z offset names are zin0, zin1 and zin2. |
| * |
| * @param[in] M0 The number of rows to store |
| * @param[in] N0 The size of each vector |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @{ |
| */ |
| #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) |
| /** @} */ // end of group STORE_BLOCK |
| |
| /** Convert and store a block of the given size M0xN0 |
| * @name CONVERT_STORE_BLOCK |
| * |
| * Supported cases are M0=1,2,3,...,16 and N0=2,3,4,8,16. |
| * The data to store is expected to have consecutive names for each row. |
| * E.g., for M0=3 and basename=c, the expected names are c0, c1 and c2. |
| * The Z offset is expected to have consecutive names. |
| * E.g., for M0=3 and Z=zin, the expected z offset names are zin0, zin1 and zin2. |
| * |
| * @param[in] M0 The number of rows to store |
| * @param[in] N0 The size of each vector |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @{ |
| */ |
| #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) |
| /** @} */ // end of group CONVERT_STORE_BLOCK |
| |
| /** Partially store the 0 to (n-1)th rows of the given variables |
| * @name STORE_ROW_PARTIAL_n |
| * Within each row, store the lower @p STORE_N0 elements of vectors of width @p N0 |
| * |
| * @note in case @p STORE_N0 != 1, 2, 3, 4, 8, 16, extra vstore(s) will be invoked, thus incurring small performance penalty. |
| * |
| * @param[in] N0 The width of the passed in vector. Supported: 1, 2, 3, 4, 8, 16 |
| * @param[in] STORE_N0 The **lower** size of the vectors to store. Supported: [1-16 and <= @p N0 |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @{ |
| */ |
| #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)); |
| /** @} */ // end of groupd STORE_ROW_PARTIAL_n |
| |
| /** Partially store a block of the given size STORE_M0xSTORE_N0 |
| * @name STORE_BLOCK_PARTIAL |
| * |
| * @note The vector width @p N0 is also required for correct partial storing behaviour. |
| * @note in case @p STORE_N0 != 1, 2, 3, 4, 8, 16, extra vstore(s) will be invoked, thus incurring small performance penalty. |
| * |
| * The data to store is expected to have consecutive names for each row. |
| * E.g., for STORE_M0=3 and basename=c, the expected names are c0, c1 and c2. |
| * The Z offset is expected to have consecutive names. |
| * E.g., for STORE_M0=3 and Z=zin, the expected z offset names are zin0, zin1 and zin2. |
| * |
| * @param[in] STORE_M0 The number of rows to store. Supported: 1-16 |
| * @param[in] STORE_N0 The lower number of elements of vectors to store. Supported: 1-16 and <= @p N0 |
| * @param[in] N0 The size of each vector. Supported: 1, 2, 3, 4, 8, 16 |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @{ |
| */ |
| #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) |
| /** Store a block that can be partial in both x and y dimensions |
| * |
| * @note in cases @p PARTIAL_STORE_N0 != 1, 2, 3, 4, 8, 16, extra vstore(s) will be invoked, thus incurring small performance penalty. |
| * |
| * The data to store is expected to have consecutive names for each row. |
| * E.g., for M0=3 and basename=c, the expected names are c0, c1 and c2. |
| * The Z offset is expected to have consecutive names. |
| * E.g., for M0=3 and Z=zin, the expected z offset names are zin0, zin1 and zin2. |
| * |
| * @param[in] M0 The number of rows to store, for non-partial blocks. Supported: 1-16 |
| * @param[in] N0 The size of each vector, for non-partial blocks. Supported: 1, 2, 3, 4, 8, 16 |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @param[in] PARTIAL_STORE_M0 The partial size in y, for partial blocks. Supported range: [1, @p M0) |
| * @param[in] PARTIAL_STORE_N0 The partial size in x, for partial blocks. Supported range: [1, @p N0) |
| * @param[in] PARTIAL_COND_Y Condition on the y axis to perform the partial store Y. True to use PARTIAL_STORE_M0 rather than M0. |
| * @param[in] PARTIAL_COND_X Condition on the x axis to perform the partial store X. True to use PARTIAL_STORE_N0 rather than N0. |
| */ |
| #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); \ |
| } |
| /** Store a block that can only be partial in x but not y. |
| * |
| * @note in case @p N0 or @p PARTIAL_STORE_N0 != 1, 2, 3, 4, 8, 16, extra vstore(s) will be invoked, thus incurring small performance penalty. |
| * |
| * The data to store is expected to have consecutive names for each row. |
| * E.g., for M0=3 and basename=c, the expected names are c0, c1 and c2. |
| * The Z offset is expected to have consecutive names. |
| * E.g., for M0=3 and Z=zin, the expected z offset names are zin0, zin1 and zin2. |
| * |
| * @param[in] M0 The number of rows to store, for non-partial blocks. Supported: 1-16 |
| * @param[in] N0 The size of each vector, for non-partial blocks. Supported: 1, 2, 3, 4, 8, 16 |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @param[in] PARTIAL_STORE_N0 The partial size in x, for partial blocks. Supported range: [1, @p N0) |
| * @param[in] PARTIAL_COND_X Condition on the x axis to perform the partial store X. True to use PARTIAL_STORE_N0 rather than N0. |
| */ |
| #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); \ |
| } |
| /** Store a block that can only be partial in y but not x. |
| * |
| * @note in case @p N0 or @p PARTIAL_STORE_N0 != 1, 2, 3, 4, 8, 16, extra vstore(s) will be invoked, thus incurring small performance penalty. |
| * |
| * The data to store is expected to have consecutive names for each row. |
| * E.g., for M0=3 and basename=c, the expected names are c0, c1 and c2. |
| * The Z offset is expected to have consecutive names. |
| * E.g., for M0=3 and Z=zin, the expected z offset names are zin0, zin1 and zin2. |
| * |
| * @param[in] M0 The number of rows to store, for non-partial blocks. Supported: 1-16 |
| * @param[in] N0 The size of each vector, for non-partial blocks. Supported: 1, 2, 3, 4, 8, 16 |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @param[in] PARTIAL_STORE_M0 The partial size in y, for partial blocks. Supported range: [1, @p M0) |
| * @param[in] PARTIAL_COND_Y Condition on the y axis to perform the partial store Y. True to use PARTIAL_STORE_M0 rather than M0. |
| */ |
| #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); \ |
| } |
| /** @} */ // end of group STORE_BLOCK_PARTIAL |
| |
| #if defined(PARTIAL_STORE_M0) && defined(PARTIAL_STORE_N0) |
| |
| /** Boundary-aware GEMM block store |
| * @name STORE_BLOCK_BOUNDARY_AWARE |
| * This macro assumes the following schemes to achieve boundary-awareness: |
| * - Overlapping load in Y axis from lhs tensor. This implies lhs has no padding along y dim. |
| * - Non-Overlapping(normal) load from rhs tensor. This imples rhs can have paddings. |
| * - Overlapping load in Y axis from bias tensor. This implies rhs has no padding along y dim. |
| * The macro then ensures that the dst tensor can be stored without any paddings in both x and y dim. |
| * |
| * In the y dimension, we place the partial blocks **at the beginning** while in the x dimension, we place the partial |
| * blocks **at the end**. |
| * Say, the dst tensor is of shape MxN and we have M0 and N0 as the block size, this is how we define "partial blocks"/ |
| * "boundary block" (we use the 2 terms "partial blocks" and "boundary blocks" interchangeably) and its various parameters: |
| * |
| * *--x--> x == 0 x == 1 |
| * | |<------------------------------N-------------------------->| |
| * y |<--------------N0------------->|<----PARTIAL_STORE_N0----->| |
| * | -------------############################################################# |
| * * | | |...............................|...........................| |
| * y == 0 | PAR_..._M0 |......Boundary block in y......|.Boundary block in x and y.| |
| * | | |...............................|...........................| |
| * M --############################################################# |
| * | | | |...........................| |
| * y == 1 | M0 | Non-boundary block |....Boundary block in x....| |
| * | | | |...........................| |
| * |------------############################################################# |
| * |
| * Then @p PARTIAL_STORE_M0 = M % M0 and @p PARTIAL_STORE_N0 = N % N0 |
| * |
| * @note in cases @p PARTIAL_STORE_N0 != 1, 2, 3, 4, 8, 16, extra vstore(s) will be invoked, thus incurring small performance penalty. |
| * |
| * It automatically detects if a giving M,N,M0,N0 combination can yield partial blocks in either X and Y dimension, |
| * and select corresponding store methods such that the boundary detection logic is only added when needed. |
| * |
| * The data to store is expected to have consecutive names for each row. |
| * E.g., for M0=3 and basename=c, the expected names are c0, c1 and c2. |
| * The Z offset is expected to have consecutive names. |
| * E.g., for M0=3 and Z=zin, the expected z offset names are zin0, zin1 and zin2. |
| * |
| * @param[in] M0 The number of rows to store, for non-partial blocks. Supported: 1-16 |
| * @param[in] N0 The size of each vector, for non-partial blocks. Supported: 1, 2, 3, 4, 8, 16 |
| * @param[in] DATA_TYPE The data type of the vectors |
| * @param[in] BASENAME The basename of the variables |
| * @param[in] PTR The base pointer |
| * @param[in] STRIDE_Y The stride value in y-axis direction |
| * @param[in] Z The offset in z-axis direction |
| * @param[in] PARTIAL_STORE_M0 The partial size in y, for partial blocks. Supported: [0, @p M0) |
| * @param[in] PARTIAL_STORE_N0 The partial size in x, for partial blocks. Supported: [0, @p N0) |
| * @param[in] PARTIAL_COND_Y Condition on the y axis to perform the partial store Y. True to use PARTIAL_STORE_M0 rather than M0. |
| * @param[in] PARTIAL_COND_X Condition on the x axis to perform the partial store X. True to use PARTIAL_STORE_N0 rather than N0. |
| * @{ |
| */ |
| #if PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0 |
| // Case1: No partial blocks in either x or y |
| #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 |
| // Case2: Partial blocks in y |
| #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 |
| // Case3: Partial blocks in x |
| #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 // PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0 |
| // Case4: Partial blocks in both x and y |
| #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 // PARTIAL_STORE_M0 == 0 && PARTIAL_STORE_N0 == 0 |
| |
| #endif // defined(PARTIAL_STORE_M0) && defined(PARTIAL_STORE_N0) |
| /** @} */ // end of group STORE_BLOCK_BOUNDARY_AWARE |
| |
| #if defined(PARTIAL_STORE_M0) |
| /** Compute the start m0 row (LHS, BIAS and DST) in a boundary-aware way so as to avoid padding |
| * @name COMPUTE_M0_START_ROW |
| * If there're any partial blocks in y dimension, they are placed at the beginning of the rows. |
| * This shift amount is added to all rows such that the partial block (at the beginning) overlaps with the subsequent |
| * blocks in the y dimension to avoid any padding. |
| * EG: M0=4, PARTIAL_STORE_M0=1: |
| * | Non-overlapping | +M0_ROW_SHIFT (Overlapping) |
| * block 0 (partial)| start row = 0 | start row = 0 |
| * block 1 (full) | start row = 4 | start row = 1 |
| * block 2 (full) | start row = 8 | start row = 5 |
| * |
| * @param[in] y Global id of current block in y. |
| * @param[in] M0 The number of rows to store, for non-partial blocks. Supported: 1-16 |
| * @param[in] PARTIAL_STORE_M0 The partial size in y, for partial blocks. Supported: [0, @p M0) |
| * @{ |
| */ |
| #define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \ |
| ((uint)(max(0, (int)(y * M0) - (int)((M0 - PARTIAL_STORE_M0) % M0)))) |
| #else // defined(PARTIAL_STORE_M0) |
| #define COMPUTE_M0_START_ROW(y, M0, PARTIAL_STORE_M0) \ |
| ((uint)(y * M0)) |
| #endif // defined(PARTIAL_STORE_M0) |
| /** @} */ // end of group COMPUTE_M0_START_ROW |
| |
| /** Store a vector that can only be partial in x. |
| * |
| * @note in case @p vec_size or @p leftover != 1, 2, 3, 4, 8, 16, extra vstore(s) will be invoked, thus incurring small performance penalty. |
| * |
| * The data to store is expected to end in a 0. |
| * E.g., for basename=c, the expected name is c0. |
| * |
| * @param[in] basename The name of the variable without trailing 0 |
| * @param[in] data_type The data type of the vector |
| * @param[in] ptr The base pointer |
| * @param[in] vec_size The vector size if cond = false. Supported: 1, 2, 3, 4, 8, 16 |
| * @param[in] leftover The vector size if cond = true. Supported range: [1, @p vec_size0) |
| * @param[in] cond Condition to select either vec_size0 or vec_size1 |
| * @{ |
| */ |
| #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) |
| /** @} */ // end of group STORE_VECTOR_SELECT |
| |
| #if defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) |
| #pragma OPENCL EXTENSION cl_khr_fp16 : enable |
| #endif // defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) |
| |
| #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 // defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8) |
| |
| #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 // defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8) |
| |
| #if defined(ARM_COMPUTE_DEBUG_ENABLED) && defined(cl_arm_printf) |
| #pragma OPENCL EXTENSION cl_arm_printf : enable |
| #endif // defined(ARM_COMPUTE_DEBUG_ENABLED) && defined(cl_arm_printf) |
| |
| #define GPU_ARCH_MIDGARD 0x100 |
| #define GPU_ARCH_BIFROST 0x200 |
| |
| /** Concatenate two inputs. |
| * |
| * @param[in] a The first input to be concatenated |
| * @param[in] b The second input to be concatenated |
| * |
| * @return The concatenated output |
| */ |
| #define CONCAT(a, b) a##b |
| |
| /** Expand the given vector |
| * |
| * @param[in] x The vector to be expanded |
| * |
| * @return The expanded output |
| */ |
| #define EXPAND(x) x |
| |
| /** Clamp the given value between an upper and lower bound. |
| * |
| * @param[in] x The value to be clamped |
| * @param[in] min_val The lower bound |
| * @param[in] max_val The upper bound |
| * |
| * @return The clamped value. |
| */ |
| #define CLAMP(x, min_val, max_val) min(max(x, min_val), max_val) |
| |
| /** REVn reverses the given vector whose size is n. |
| * @name REVn |
| * |
| * @param[in] x The vector to be reversed |
| * |
| * @return The reversed vector |
| * @{ |
| */ |
| #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) |
| /** @} */ // end of group REVn |
| |
| /** Reverse the given vector. |
| * @name REVERSE |
| * |
| * @param[in] x The vector to be reversed |
| * @param[in] s The size of the vector |
| * |
| * @return The reversed vector |
| * @{ |
| */ |
| #define REVERSE_STR(x, s) REV##s((x)) |
| #define REVERSE(x, s) REVERSE_STR(x, s) |
| /** @} */ // end of group REVERSE |
| |
| /** Circular-right-shift (rotate-right) the vector of size s by the amount of n. |
| * @name ROTs_n |
| * |
| * @param[in] x The vector to be shifted |
| * |
| * @return The shifted vector |
| * @{ |
| */ |
| #define ROT1_0(x) ((x)) |
| |
| #define ROT2_0(x) ((x)) |
| #define ROT2_1(x) ((x).s10) |
| |
| #define ROT3_0(x) ((x)) |
| #define ROT3_1(x) ((x).s201) |
| #define ROT3_2(x) ((x).s120) |
| |
| #define ROT4_0(x) ((x)) |
| #define ROT4_1(x) ((x).s3012) |
| #define ROT4_2(x) ((x).s2301) |
| #define ROT4_3(x) ((x).s1230) |
| |
| #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 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) |
| /** @} */ // end of group ROTs_n |
| |
| /** Circular-right-shift (rotate-right) the given vector by the given amount. |
| * @name ROTATE |
| * |
| * @param[in] x The vector to be shifted |
| * @param[in] s The size of the vector |
| * @param[in] n The amount to be shifted |
| * |
| * @return The shifted vector |
| * @{ |
| */ |
| #define ROTATE_STR(x, s, n) ROT##s##_##n(x) |
| #define ROTATE(x, s, n) ROTATE_STR(x, s, n) |
| /** @} */ // end of group ROTATE |
| |
| /** Creates a vector of size n filled with offset values corresponding to the location of each element. |
| * @name V_OFFSn |
| * |
| * @param[in] dt The data type of the output vector |
| * |
| * @return The vector filled with offset values |
| * @{ |
| */ |
| #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) |
| /** @} */ // end of group V_OFFSn |
| |
| /** Create a vector filled with offset values corresponding to the location of each element. |
| * @name VEC_OFFS |
| * |
| * @param[in] dt The data type of the output vector |
| * @param[in] s The size of the output vector |
| * |
| * @return The vector filled with offset values |
| * @{ |
| */ |
| #define VEC_OFFS_STR(dt, s) V_OFFS##s(dt) |
| #define VEC_OFFS(dt, s) VEC_OFFS_STR(dt, s) |
| /** @} */ // end of group VEC_OFFS |
| |
| #define VLOAD_STR(size) vload##size |
| #define VLOAD(size) VLOAD_STR(size) |
| |
| #define PIXEL_UNIT4 1 |
| #define PIXEL_UNIT8 2 |
| #define PIXEL_UNIT16 4 |
| |
| /** Utility macro to convert a vector size in pixel unit. |
| * |
| * @name CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT |
| * |
| * @param[in] vec_size Vector size. Only 4,8 and 16 is supported |
| * |
| * @return The pixel unit (number of pixels) |
| * @{ |
| */ |
| #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) |
| /** @} */ // end of group CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT |
| |
| #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 // defined(ARM_COMPUTE_OPENCL_FP16_ENABLED) && defined(cl_khr_fp16) |
| |
| /** Utility macro to read a 2D OpenCL image object. |
| * |
| * @note Coordinates are not normalized |
| * |
| * @param[in] data_type Data type |
| * @param[in] n0 Number of pixel to read. Only 1,2 and 4 is supported |
| * @param[in] img OpenCL image object |
| * @param[in] x_coord The x coordinate for the top-left pixel |
| * @param[in] y_coord The y coordinate for the top-left pixel |
| * |
| * @return Pixels from the 2D OpenCL image object |
| * @{ |
| */ |
| #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 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 |
| |
| /** Extended partial vstore that correctly handles scalar values as well. |
| * Store the **lower** 0 to (n-1)th elements of the given vector while minimising the amount of vstore ops |
| * @name VSTORE_PARTIAL |
| * |
| * @note With this macro, the passed data can be both a vector and a scalar |
| * @note @p store_size needs to be <= @p size |
| * eg 1: Valid |
| * VSTORE_PARTIAL(16, 15) ...; |
| * eg 2: Invalid |
| * VSTORE_PARTIAL(4, 7) ...; |
| * |
| * @param[in] size The width of @p DATA. Supported values: 1(scalar), 2, 3, 4, 8, 16 |
| * @param[in] store_size The number of lower elements to store. Supported values: 1-16, but has to be <= @p size |
| * @{ |
| */ |
| #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) \ |
| { \ |
| } |
| |
| // Size == 1 (scalar) |
| #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 |
| // Size == 2 |
| #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 |
| // Size == 3 |
| #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 |
| // Size == 4 |
| #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 |
| // Size == 8 |
| #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 |
| // Size == 16 |
| #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 |
| |
| /** Partial vstore. Store the **lower** 0 to (n-1)th elements of the given vector while minimising the amount of vstore ops |
| * @name vstore_partial_n |
| * |
| * @note @p DATA needs to be a vector not a scalar |
| * @note n needs to be <= the vector width of the input variable @p DATA |
| * eg 1: Valid |
| * vstore_partial_15(var:float16, 0, 0xabcd); |
| * eg 2: Invalid |
| * vstore_partial_7(var:float4, 0, 0xabcd); |
| * |
| * @note in cases n == 1, 2, 3, 4, 8, 16, no extra vstore is invoked, thus there's no performance penalty. |
| * |
| * @param[in] DATA The name of the variable |
| * @param[in] OFFSET Offset in n |
| * @param[in] PTR The base pointer |
| * @{ |
| */ |
| #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); |
| /** @} */ // end of groupd vstore_partial_n |
| /** @} */ // end of groupd VSTORE_PARTIAL |
| |
| // Convert built-in functions with _sat modifier are not supported in floating point so we create defines |
| // without _sat to overcome this issue |
| #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_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 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 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 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) |
| |
| /** Structure to hold Vector information */ |
| typedef struct Vector |
| { |
| __global uchar *ptr; /**< Pointer to the starting postion of the buffer */ |
| int offset_first_element_in_bytes; /**< The offset of the first element in the source image */ |
| int stride_x; /**< Stride of the image in X dimension (in bytes) */ |
| } Vector; |
| |
| /** Structure to hold Image information */ |
| typedef struct Image |
| { |
| __global uchar *ptr; /**< Pointer to the starting postion of the buffer */ |
| int offset_first_element_in_bytes; /**< The offset of the first element in the source image */ |
| int stride_x; /**< Stride of the image in X dimension (in bytes) */ |
| int stride_y; /**< Stride of the image in Y dimension (in bytes) */ |
| } Image; |
| |
| /** Structure to hold 3D tensor information */ |
| typedef struct Tensor3D |
| { |
| __global uchar *ptr; /**< Pointer to the starting postion of the buffer */ |
| int offset_first_element_in_bytes; /**< The offset of the first element in the source image */ |
| int stride_x; /**< Stride of the image in X dimension (in bytes) */ |
| int stride_y; /**< Stride of the image in Y dimension (in bytes) */ |
| int stride_z; /**< Stride of the image in Z dimension (in bytes) */ |
| } Tensor3D; |
| |
| /** Structure to hold 4D tensor information */ |
| typedef struct Tensor4D |
| { |
| __global uchar *ptr; /**< Pointer to the starting postion of the buffer */ |
| int offset_first_element_in_bytes; /**< The offset of the first element in the source image */ |
| int stride_x; /**< Stride of the image in X dimension (in bytes) */ |
| int stride_y; /**< Stride of the image in Y dimension (in bytes) */ |
| int stride_z; /**< Stride of the image in Z dimension (in bytes) */ |
| int stride_w; /**< Stride of the image in W dimension (in bytes) */ |
| } Tensor4D; |
| |
| /** Wrap vector information into an Vector structure, and make the pointer point at this workitem's data. |
| * |
| * @param[in] ptr Pointer to the starting postion of the buffer |
| * @param[in] offset_first_element_in_bytes The offset of the first element in the source vector |
| * @param[in] stride_x Stride of the vector in X dimension (in bytes) |
| * @param[in] step_x stride_x * number of elements along X processed per workitem(in bytes) |
| * |
| * @return An image object |
| */ |
| 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; |
| } |
| |
| /** Wrap image information into an Image structure, and make the pointer point at this workitem's data. |
| * |
| * @param[in] ptr Pointer to the starting postion of the buffer |
| * @param[in] offset_first_element_in_bytes The offset of the first element in the source image |
| * @param[in] stride_x Stride of the image in X dimension (in bytes) |
| * @param[in] step_x stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] stride_y Stride of the image in Y dimension (in bytes) |
| * @param[in] step_y stride_y * number of elements along Y processed per workitem(in bytes) |
| * |
| * @return An image object |
| */ |
| 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; |
| } |
| |
| /** Wrap 3D tensor information into an image structure, and make the pointer point at this workitem's data. |
| * |
| * @param[in] ptr Pointer to the starting postion of the buffer |
| * @param[in] offset_first_element_in_bytes The offset of the first element in the source image |
| * @param[in] stride_x Stride of the image in X dimension (in bytes) |
| * @param[in] step_x stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] stride_y Stride of the image in Y dimension (in bytes) |
| * @param[in] step_y stride_y * number of elements along Y processed per workitem(in bytes) |
| * @param[in] stride_z Stride of the image in Z dimension (in bytes) |
| * @param[in] step_z stride_z * number of elements along Z processed per workitem(in bytes) |
| * |
| * @return A 3D tensor object |
| */ |
| 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; |
| } |
| |
| /** Wrap 3D tensor information into an tensor structure, and make the pointer point at this workitem's data. |
| * |
| * @param[in] ptr Pointer to the starting postion of the buffer |
| * @param[in] offset_first_element_in_bytes The offset of the first element in the source image |
| * @param[in] stride_x Stride of the image in X dimension (in bytes) |
| * @param[in] step_x stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] stride_y Stride of the image in Y dimension (in bytes) |
| * @param[in] step_y stride_y * number of elements along Y processed per workitem(in bytes) |
| * @param[in] stride_z Stride of the image in Z dimension (in bytes) |
| * @param[in] step_z stride_z * number of elements along Z processed per workitem(in bytes) |
| * |
| * @return A 3D tensor object |
| */ |
| 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; |
| } |
| |
| /** Wrap 3D tensor information into an tensor structure. |
| * |
| * @param[in] ptr Pointer to the starting postion of the buffer |
| * @param[in] offset_first_element_in_bytes The offset of the first element in the source image |
| * @param[in] stride_x Stride of the image in X dimension (in bytes) |
| * @param[in] step_x stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] stride_y Stride of the image in Y dimension (in bytes) |
| * @param[in] step_y stride_y * number of elements along Y processed per workitem(in bytes) |
| * @param[in] stride_z Stride of the image in Z dimension (in bytes) |
| * @param[in] step_z stride_z * number of elements along Z processed per workitem(in bytes) |
| * |
| * @return A 3D tensor object |
| */ |
| 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; |
| } |
| |
| /** Get the pointer position of a Vector |
| * |
| * @param[in] vec Pointer to the starting position of the buffer |
| * @param[in] x Relative X position |
| */ |
| inline __global const uchar *vector_offset(const Vector *vec, int x) |
| { |
| return vec->ptr + x * vec->stride_x; |
| } |
| |
| /** Get the pointer position of a Image |
| * |
| * @param[in] img Pointer to the starting position of the buffer |
| * @param[in] x Relative X position |
| * @param[in] y Relative Y position |
| */ |
| inline __global uchar *offset(const Image *img, int x, int y) |
| { |
| return img->ptr + x * img->stride_x + y * img->stride_y; |
| } |
| |
| /** Get the pointer position of a Tensor3D |
| * |
| * @param[in] tensor Pointer to the starting position of the buffer |
| * @param[in] x Relative X position |
| * @param[in] y Relative Y position |
| * @param[in] z Relative Z position |
| */ |
| 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; |
| } |
| |
| /** Get the pointer position of a Tensor4D |
| * |
| * @param[in] tensor Pointer to the starting position of the buffer |
| * @param[in] x Relative X position |
| * @param[in] y Relative Y position |
| * @param[in] z Relative Z position |
| * @param[in] w Relative W position |
| */ |
| 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; |
| } |
| |
| /** Get the offset for a given linear index of a Tensor3D |
| * |
| * @param[in] tensor Pointer to the starting position of the buffer |
| * @param[in] width Width of the input tensor |
| * @param[in] height Height of the input tensor |
| * @param[in] depth Depth of the input tensor |
| * @param[in] index Linear index |
| */ |
| 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 // _HELPER_H |
| |
| #undef CONVERT_SAT |
| |
| #define ADD_OP(a, b) ((a) + (b)) |
| #define MUL_OP(a, b) ((a) * (b)) |
| #define CONVERT_SAT(a, b) ((a)) |
| |
| #if defined(DATA_TYPE) && defined(STRIDE_X) && defined(WEIGHTS_DEPTH) |
| |
| #if STRIDE_X == 1 |
| #define CONVOLUTION1x3(acc, src_row_ptr, weights_row_ptr) CONVOLUTION1x3_STRIDE1(acc, src_row_ptr, weights_row_ptr) |
| #elif STRIDE_X == 2 /* STRIDE_X == 1 */ |
| #define CONVOLUTION1x3(acc, src_row_ptr, weights_row_ptr) CONVOLUTION1x3_STRIDE2(acc, src_row_ptr, weights_row_ptr) |
| #else /* STRIDE_X not equals 1 or 2 */ |
| #error "STRIDE_X larger than 2 is not supported" |
| #endif /* STRIDE_X == 2 */ |
| |
| #define CONVOLUTION1x3_STRIDE1(acc, src_row_ptr, weights_row_ptr) \ |
| ({ \ |
| VEC_DATA_TYPE(DATA_TYPE, 3) \ |
| weights_values0 = vload3(0, weights_row_ptr); \ |
| VEC_DATA_TYPE(DATA_TYPE, 8) \ |
| src0 = vload8(0, src_row_ptr); \ |
| VEC_DATA_TYPE(DATA_TYPE, 2) \ |
| src1 = vload2(0, src_row_ptr + 8); \ |
| \ |
| acc = ADD_OP(acc, MUL_OP(src0, (VEC_DATA_TYPE(DATA_TYPE, 8))weights_values0.s0)); \ |
| acc = ADD_OP(acc, MUL_OP((VEC_DATA_TYPE(DATA_TYPE, 8))(src0.s1234, src0.s567, src1.s0), (VEC_DATA_TYPE(DATA_TYPE, 8))weights_values0.s1)); \ |
| acc = ADD_OP(acc, MUL_OP((VEC_DATA_TYPE(DATA_TYPE, 8))(src0.s234, src0.s567, src1.s01), (VEC_DATA_TYPE(DATA_TYPE, 8))weights_values0.s2)); \ |
| }) |
| |
| #define CONVOLUTION1x3_STRIDE2(acc, src_row_ptr, weights_row_ptr) \ |
| ({ \ |
| VEC_DATA_TYPE(DATA_TYPE, 3) \ |
| weights_values0 = vload3(0, weights_row_ptr); \ |
| VEC_DATA_TYPE(DATA_TYPE, 16) \ |
| src0 = vload16(0, src_row_ptr); \ |
| DATA_TYPE src1 = *(src_row_ptr + 16); \ |
| \ |
| acc = ADD_OP(acc, MUL_OP(src0.even, (VEC_DATA_TYPE(DATA_TYPE, 8))weights_values0.s0)); \ |
| acc = ADD_OP(acc, MUL_OP((VEC_DATA_TYPE(DATA_TYPE, 8))(src0.s1357, src0.s9BDF), (VEC_DATA_TYPE(DATA_TYPE, 8))weights_values0.s1)); \ |
| acc = ADD_OP(acc, MUL_OP((VEC_DATA_TYPE(DATA_TYPE, 8))(src0.s2468, src0.sACE, src1), (VEC_DATA_TYPE(DATA_TYPE, 8))weights_values0.s2)); \ |
| }) |
| |
| #if defined(DATA_LAYOUT_NHWC) |
| |
| #define PTR_TO_VALUE(PTR, DATA_TYPE) *((__global DATA_TYPE *)(PTR)) |
| |
| #if STRIDE_X == 1 |
| #define CONVOLUTION1x3_NHWC(acc, row_ptr, weights_ptr) CONVOLUTION1x3_STRIDE_NHWC_STRIDE1(acc, row_ptr, weights_ptr) |
| #elif STRIDE_X == 2 /* STRIDE_X == 1 */ |
| #define CONVOLUTION1x3_NHWC(acc, row_ptr, weights_ptr) CONVOLUTION1x3_STRIDE_NHWC_STRIDE2(acc, row_ptr, weights_ptr) |
| #else /* STRIDE_X not equals 1 or 2 */ |
| #error "STRIDE_X larger than 2 is not supported" |
| #endif /* STRIDE_X == 2 */ |
| |
| #define CONVOLUTION1x3_STRIDE_NHWC_STRIDE1(acc, row_ptr, weights_ptr) \ |
| { \ |
| VEC_DATA_TYPE(DATA_TYPE, 8) \ |
| src0 = (VEC_DATA_TYPE(DATA_TYPE, 8))( \ |
| PTR_TO_VALUE(row_ptr + 0 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 1 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 2 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 3 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 4 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 5 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 6 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 7 * src_stride_y, DATA_TYPE)); \ |
| VEC_DATA_TYPE(DATA_TYPE, 2) \ |
| src1 = (VEC_DATA_TYPE(DATA_TYPE, 2))( \ |
| PTR_TO_VALUE(row_ptr + 8 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 9 * src_stride_y, DATA_TYPE)); \ |
| VEC_DATA_TYPE(DATA_TYPE, 3) \ |
| weights = (VEC_DATA_TYPE(DATA_TYPE, 3))( \ |
| PTR_TO_VALUE((weights_ptr) + 0 * weights_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE((weights_ptr) + 1 * weights_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE((weights_ptr) + 2 * weights_stride_y, DATA_TYPE)); \ |
| acc = ADD_OP(acc, MUL_OP(src0, (VEC_DATA_TYPE(DATA_TYPE, 8))weights.s0)); \ |
| acc = ADD_OP(acc, MUL_OP((VEC_DATA_TYPE(DATA_TYPE, 8))(src0.s1234, src0.s567, src1.s0), (VEC_DATA_TYPE(DATA_TYPE, 8))weights.s1)); \ |
| acc = ADD_OP(acc, MUL_OP((VEC_DATA_TYPE(DATA_TYPE, 8))(src0.s234, src0.s567, src1.s01), (VEC_DATA_TYPE(DATA_TYPE, 8))weights.s2)); \ |
| } |
| |
| #define CONVOLUTION1x3_STRIDE_NHWC_STRIDE2(acc, row_ptr, weights_ptr) \ |
| { \ |
| VEC_DATA_TYPE(DATA_TYPE, 16) \ |
| src0 = (VEC_DATA_TYPE(DATA_TYPE, 16))( \ |
| PTR_TO_VALUE(row_ptr + 0 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 1 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 2 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 3 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 4 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 5 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 6 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 7 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 8 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 9 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 10 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 11 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 12 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 13 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 14 * src_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE(row_ptr + 15 * src_stride_y, DATA_TYPE)); \ |
| DATA_TYPE src1 = PTR_TO_VALUE(row_ptr + 16 * src_stride_y, DATA_TYPE); \ |
| VEC_DATA_TYPE(DATA_TYPE, 3) \ |
| weights = (VEC_DATA_TYPE(DATA_TYPE, 3))( \ |
| PTR_TO_VALUE((weights_ptr) + 0 * weights_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE((weights_ptr) + 1 * weights_stride_y, DATA_TYPE), \ |
| PTR_TO_VALUE((weights_ptr) + 2 * weights_stride_y, DATA_TYPE)); \ |
| \ |
| acc = ADD_OP(acc, MUL_OP(src0.s02468ACE, (VEC_DATA_TYPE(DATA_TYPE, 8))weights.s0)); \ |
| acc = ADD_OP(acc, MUL_OP((VEC_DATA_TYPE(DATA_TYPE, 8))(src0.s1357, src0.s9BDF), (VEC_DATA_TYPE(DATA_TYPE, 8))weights.s1)); \ |
| acc = ADD_OP(acc, MUL_OP((VEC_DATA_TYPE(DATA_TYPE, 8))(src0.s2468, src0.sACE, src1), (VEC_DATA_TYPE(DATA_TYPE, 8))weights.s2)); \ |
| } |
| |
| /** This kernel performs a direct convolution to convolve the low three dimensions. |
| * |
| * @note This OpenCL kernel works with stride_x = 1 and 2 |
| * @note The data type must be passed at compile time using -DDATA_TYPE: e.g. -DDATA_TYPE=float |
| * @note The third dimensions of the weights tensors must be passed at compile time using -DWEIGHTS_DEPTH |
| * @note If biases are used then -DHAS_BIAS has to be passed at compile time |
| * |
| * @param[in] src_ptr Pointer to the source tensor. Supported data types: QS8/QS16/F16/F32 |
| * @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes) |
| * @param[in] src_step_x src_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] src_stride_y Stride of the source tensor in Y dimension (in bytes) |
| * @param[in] src_step_y src_stride_y * number of elements along Y processed per workitem(in bytes) |
| * @param[in] src_stride_z Stride of the source tensor in Z dimension (in bytes) |
| * @param[in] src_step_z src_stride_z * number of elements along Z processed per workitem(in bytes) |
| * @param[in] src_offset_first_element_in_bytes The offset of the first element in the source tensor |
| * @param[out] dst_ptr Pointer to the destination tensor. Supported data types: same as @p src_ptr |
| * @param[in] dst_stride_x Stride of the destination tensor in X dimension (in bytes) |
| * @param[in] dst_step_x dst_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] dst_stride_y Stride of the destination tensor in Y dimension (in bytes) |
| * @param[in] dst_step_y dst_stride_y * number of elements along Z processed per workitem(in bytes) |
| * @param[in] dst_stride_z Stride of the destination tensor in Z dimension (in bytes) |
| * @param[in] dst_step_z dst_stride_z * number of elements along Z processed per workitem(in bytes) |
| * @param[in] dst_offset_first_element_in_bytes The offset of the first element in the destination tensor |
| * @param[in] weights_ptr Pointer to the weights tensor. Supported data types: same as @p src_ptr |
| * @param[in] weights_stride_x Stride of the weights tensor in X dimension (in bytes) |
| * @param[in] weights_step_x weights_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] weights_stride_y Stride of the weights tensor in Y dimension (in bytes) |
| * @param[in] weights_step_y weights_stride_y * number of elements along y processed per workitem(in bytes) |
| * @param[in] weights_stride_z Stride of the weights tensor in Z dimension (in bytes) |
| * @param[in] weights_step_z weights_stride_z * number of elements along Z processed per workitem(in bytes) |
| * @param[in] weights_offset_first_element_in_bytes The offset of the first element in the weights tensor |
| * @param[in] biases_ptr Pointer to the biases tensor. Same as @p src_ptr |
| * @param[in] biases_stride_x Stride of the biases tensor in X dimension (in bytes) |
| * @param[in] biases_step_x biases_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] biases_offset_first_element_in_bytes The offset of the first element in the biases tensor |
| * @param[in] weights_stride_w Stride of the weights tensor in the 4th dimension |
| */ |
| __kernel void direct_convolution3x3_nhwc( |
| TENSOR3D_DECLARATION(src), |
| TENSOR3D_DECLARATION(dst), |
| TENSOR3D_DECLARATION(weights), |
| #ifdef HAS_BIAS |
| VECTOR_DECLARATION(biases), |
| #endif /* defined(HAS_BIAS) */ |
| unsigned int weights_stride_w) |
| { |
| Image src = CONVERT_TO_IMAGE_STRUCT(src); |
| Tensor3D weights = CONVERT_TO_TENSOR3D_STRUCT_NO_STEP(weights); |
| Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst); |
| |
| VEC_DATA_TYPE(DATA_TYPE_PROMOTED, 8) |
| values0 = 0; |
| const int id0 = get_global_id(0); |
| const int id1 = get_global_id(1); |
| const int id2 = get_global_id(2); |
| |
| __global uchar *weights_addr = (__global uchar *)tensor3D_offset(&weights, 0, 0, 0); |
| __global uchar *src_addr = (__global uchar *)offset(&src, 0, 0) - src_stride_x * id0 + ((id2 * STRIDE_Y) - PAD_TOP) * (int)src_stride_z; |
| |
| weights_addr += id0 * weights_stride_w; |
| |
| const int coordy = ((id2 * STRIDE_Y) - PAD_TOP); |
| for(volatile int d = 0; d < WEIGHTS_DEPTH; ++d) |
| { |
| #if PAD_TOP > 0 |
| if(coordy < 0) // special case Z = -1 doesn't exists |
| { |
| //skip first row and load the two next ones |
| CONVOLUTION1x3_NHWC(values0, src_addr + 1 * (int)src_stride_z, (weights_addr + 1 * (int)weights_stride_z)); |
| CONVOLUTION1x3_NHWC(values0, src_addr + 2 * (int)src_stride_z, (weights_addr + 2 * (int)weights_stride_z)); |
| } |
| else if(coordy == (SRC_HEIGHT - PAD_TOP - 1)) |
| { |
| // special case when computing the last row of the output we must read the last three rows from the input buffer (including padding) but the |
| // Z axis has no padding at all. |
| CONVOLUTION1x3_NHWC(values0, src_addr, (weights_addr + 0 * (int)weights_stride_z)); |
| CONVOLUTION1x3_NHWC(values0, src_addr + 1 * (int)src_stride_z, (weights_addr + 1 * (int)weights_stride_z)); |
| } |
| else |
| { |
| CONVOLUTION1x3_NHWC(values0, src_addr, (weights_addr + 0 * (int)weights_stride_z)); |
| CONVOLUTION1x3_NHWC(values0, src_addr + 1 * (int)src_stride_z, (weights_addr + 1 * (int)weights_stride_z)); |
| CONVOLUTION1x3_NHWC(values0, src_addr + 2 * (int)src_stride_z, (weights_addr + 2 * (int)weights_stride_z)); |
| } |
| #else // PAD_TOP > 0 |
| CONVOLUTION1x3_NHWC(values0, src_addr, (weights_addr + 0 * (int)weights_stride_z)); |
| CONVOLUTION1x3_NHWC(values0, src_addr + 1 * (int)src_stride_z, (weights_addr + 1 * (int)weights_stride_z)); |
| CONVOLUTION1x3_NHWC(values0, src_addr + 2 * (int)src_stride_z, (weights_addr + 2 * (int)weights_stride_z)); |
| #endif // PAD_TOP > 0 |
| src_addr += src_stride_x; |
| weights_addr += weights_stride_x; |
| } |
| |
| #ifdef HAS_BIAS |
| Vector biases = CONVERT_TO_VECTOR_STRUCT_NO_STEP(biases); |
| values0 = ADD_OP(values0, (VEC_DATA_TYPE(DATA_TYPE_PROMOTED, 8)) * ((__global DATA_TYPE *)(vector_offset(&biases, id0)))); |
| #endif /* defined(HAS_BIAS) */ |
| |
| *((__global DATA_TYPE *)(dst.ptr + 0 * dst_stride_y)) = values0.s0; |
| *((__global DATA_TYPE *)(dst.ptr + 1 * dst_stride_y)) = values0.s1; |
| *((__global DATA_TYPE *)(dst.ptr + 2 * dst_stride_y)) = values0.s2; |
| *((__global DATA_TYPE *)(dst.ptr + 3 * dst_stride_y)) = values0.s3; |
| *((__global DATA_TYPE *)(dst.ptr + 4 * dst_stride_y)) = values0.s4; |
| *((__global DATA_TYPE *)(dst.ptr + 5 * dst_stride_y)) = values0.s5; |
| *((__global DATA_TYPE *)(dst.ptr + 6 * dst_stride_y)) = values0.s6; |
| *((__global DATA_TYPE *)(dst.ptr + 7 * dst_stride_y)) = values0.s7; |
| } |
| #endif // defined(DATA_LAYOUT_NHWC) |
| |
| /** This kernel performs a direct convolution to convolve the low three dimensions. |
| * |
| * @note This OpenCL kernel works with stride_x = 1 and 2 |
| * @note The data type must be passed at compile time using -DDATA_TYPE: e.g. -DDATA_TYPE=float |
| * @note The third dimensions of the weights tensors must be passed at compile time using -DWEIGHTS_DEPTH |
| * @note If biases are used then -DHAS_BIAS has to be passed at compile time |
| * |
| * @param[in] src_ptr Pointer to the source tensor. Supported data types: F16/F32 |
| * @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes) |
| * @param[in] src_step_x src_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] src_stride_y Stride of the source tensor in Y dimension (in bytes) |
| * @param[in] src_step_y src_stride_y * number of elements along Y processed per workitem(in bytes) |
| * @param[in] src_stride_z Stride of the source tensor in Z dimension (in bytes) |
| * @param[in] src_step_z src_stride_z * number of elements along Z processed per workitem(in bytes) |
| * @param[in] src_offset_first_element_in_bytes The offset of the first element in the source tensor |
| * @param[out] dst_ptr Pointer to the destination tensor. Supported data types: same as @p src_ptr |
| * @param[in] dst_stride_x Stride of the destination tensor in X dimension (in bytes) |
| * @param[in] dst_step_x dst_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] dst_stride_y Stride of the destination tensor in Y dimension (in bytes) |
| * @param[in] dst_step_y dst_stride_y * number of elements along Z processed per workitem(in bytes) |
| * @param[in] dst_stride_z Stride of the destination tensor in Z dimension (in bytes) |
| * @param[in] dst_step_z dst_stride_z * number of elements along Z processed per workitem(in bytes) |
| * @param[in] dst_offset_first_element_in_bytes The offset of the first element in the destination tensor |
| * @param[in] weights_ptr Pointer to the weights tensor. Supported data types: same as @p src_ptr |
| * @param[in] weights_stride_x Stride of the weights tensor in X dimension (in bytes) |
| * @param[in] weights_step_x weights_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] weights_stride_y Stride of the weights tensor in Y dimension (in bytes) |
| * @param[in] weights_step_y weights_stride_y * number of elements along y processed per workitem(in bytes) |
| * @param[in] weights_stride_z Stride of the weights tensor in Z dimension (in bytes) |
| * @param[in] weights_step_z weights_stride_z * number of elements along Z processed per workitem(in bytes) |
| * @param[in] weights_offset_first_element_in_bytes The offset of the first element in the weights tensor |
| * @param[in] biases_ptr Pointer to the biases tensor. Same as @p src_ptr |
| * @param[in] biases_stride_x Stride of the biases tensor in X dimension (in bytes) |
| * @param[in] biases_step_x biases_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] biases_offset_first_element_in_bytes The offset of the first element in the biases tensor |
| * @param[in] weights_stride_w Stride of the weights tensor in the 4th dimension |
| */ |
| __kernel void direct_convolution3x3( |
| TENSOR3D_DECLARATION(src), |
| TENSOR3D_DECLARATION(dst), |
| TENSOR3D_DECLARATION(weights), |
| #ifdef HAS_BIAS |
| VECTOR_DECLARATION(biases), |
| #endif /* defined(HAS_BIAS) */ |
| unsigned int weights_stride_w) |
| { |
| Image src = CONVERT_TO_IMAGE_STRUCT(src); |
| Tensor3D weights = CONVERT_TO_TENSOR3D_STRUCT_NO_STEP(weights); |
| Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst); |
| |
| VEC_DATA_TYPE(DATA_TYPE_PROMOTED, 8) |
| values0 = 0; |
| |
| __global uchar *weights_addr = (__global uchar *)tensor3D_offset(&weights, 0, 0, 0); |
| __global uchar *src_addr = (__global uchar *)offset(&src, 0, 0); |
| |
| const int kernel_index = get_global_id(2); |
| weights_addr += kernel_index * weights_stride_w; |
| |
| for(volatile int d = 0; d < WEIGHTS_DEPTH; ++d) |
| { |
| CONVOLUTION1x3(values0, (__global DATA_TYPE *)(src_addr + 0 * src_stride_y), (__global DATA_TYPE *)(weights_addr + 0 * weights_stride_y)); |
| CONVOLUTION1x3(values0, (__global DATA_TYPE *)(src_addr + 1 * src_stride_y), (__global DATA_TYPE *)(weights_addr + 1 * weights_stride_y)); |
| CONVOLUTION1x3(values0, (__global DATA_TYPE *)(src_addr + 2 * src_stride_y), (__global DATA_TYPE *)(weights_addr + 2 * weights_stride_y)); |
| |
| src_addr += src_stride_z; |
| weights_addr += weights_stride_z; |
| } |
| |
| #ifdef HAS_BIAS |
| Vector biases = CONVERT_TO_VECTOR_STRUCT_NO_STEP(biases); |
| |
| values0 = ADD_OP(values0, (VEC_DATA_TYPE(DATA_TYPE_PROMOTED, 8)) * ((__global DATA_TYPE *)(vector_offset(&biases, kernel_index)))); |
| #endif /* defined(HAS_BIAS) */ |
| |
| vstore8(CONVERT_SAT(values0, VEC_DATA_TYPE(DATA_TYPE, 8)), 0, (__global DATA_TYPE *)dst.ptr); |
| } |
| #endif //defined(DATA_TYPE) && defined(STRIDE_X) && defined(WEIGHTS_DEPTH) |
| |
| #if defined(WEIGHTS_DEPTH) |
| |
| #define CONVOLUTION1x3_BIFROST(acc, src0, src1, weights_row0) \ |
| ({ \ |
| acc.s0 = mad(src0.s0, weights_row0.s0, acc.s0); \ |
| acc.s1 = mad(src0.s1, weights_row0.s0, acc.s1); \ |
| acc.s2 = mad(src0.s2, weights_row0.s0, acc.s2); \ |
| acc.s3 = mad(src0.s3, weights_row0.s0, acc.s3); \ |
| acc.s0 = mad(src0.s1, weights_row0.s1, acc.s0); \ |
| acc.s1 = mad(src0.s2, weights_row0.s1, acc.s1); \ |
| acc.s2 = mad(src0.s3, weights_row0.s1, acc.s2); \ |
| acc.s3 = mad(src1.s0, weights_row0.s1, acc.s3); \ |
| acc.s0 = mad(src0.s2, weights_row0.s2, acc.s0); \ |
| acc.s1 = mad(src0.s3, weights_row0.s2, acc.s1); \ |
| acc.s2 = mad(src1.s0, weights_row0.s2, acc.s2); \ |
| acc.s3 = mad(src1.s1, weights_row0.s2, acc.s3); \ |
| }) |
| |
| /** An optimized direct convolution 3x3 OpenCL kernel for Bifrost architectures when the data type is F32 |
| * |
| * @note This OpenCL kernel works only with stride_x and stride_y equal to 1 |
| * @note The third dimensions of the weights tensors must be passed at compile time using -DWEIGHTS_DEPTH |
| * @note In case biases, -DHAS_BIAS must to be passed at compile |
| * |
| * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32 |
| * @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes) |
| * @param[in] src_step_x src_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] src_stride_y Stride of the source tensor in Y dimension (in bytes) |
| * @param[in] src_step_y src_stride_y * number of elements along Y processed per workitem(in bytes) |
| * @param[in] src_stride_z Stride of the source tensor in Z dimension (in bytes) |
| * @param[in] src_step_z src_stride_z * number of elements along Z processed per workitem(in bytes) |
| * @param[in] src_offset_first_element_in_bytes The offset of the first element in the source tensor |
| * @param[out] dst_ptr Pointer to the destination tensor. Supported data types: same as @p src_ptr |
| * @param[in] dst_stride_x Stride of the destination tensor in X dimension (in bytes) |
| * @param[in] dst_step_x dst_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] dst_stride_y Stride of the destination tensor in Y dimension (in bytes) |
| * @param[in] dst_step_y dst_stride_y * number of elements along Z processed per workitem(in bytes) |
| * @param[in] dst_stride_z Stride of the destination tensor in Z dimension (in bytes) |
| * @param[in] dst_step_z dst_stride_z * number of elements along Z processed per workitem(in bytes) |
| * @param[in] dst_offset_first_element_in_bytes The offset of the first element in the destination tensor |
| * @param[in] weights_ptr Pointer to the weights tensor. Supported data types: same as @p src_ptr |
| * @param[in] weights_stride_x Stride of the weights tensor in X dimension (in bytes) |
| * @param[in] weights_step_x weights_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] weights_stride_y Stride of the weights tensor in Y dimension (in bytes) |
| * @param[in] weights_step_y weights_stride_y * number of elements along y processed per workitem(in bytes) |
| * @param[in] weights_stride_z Stride of the weights tensor in Z dimension (in bytes) |
| * @param[in] weights_step_z weights_stride_z * number of elements along Z processed per workitem(in bytes) |
| * @param[in] weights_offset_first_element_in_bytes The offset of the first element in the weights tensor |
| * @param[in] biases_ptr Pointer to the biases tensor. Same as @p src_ptr |
| * @param[in] biases_stride_x Stride of the biases tensor in X dimension (in bytes) |
| * @param[in] biases_step_x biases_stride_x * number of elements along X processed per workitem(in bytes) |
| * @param[in] biases_offset_first_element_in_bytes The offset of the first element in the biases tensor |
| * @param[in] weights_stride_w Stride of the weights tensor in the 4th dimension |
| */ |
| __kernel void direct_convolution3x3_f32_bifrost( |
| TENSOR3D_DECLARATION(src), |
| TENSOR3D_DECLARATION(dst), |
| TENSOR3D_DECLARATION(weights), |
| #ifdef HAS_BIAS |
| VECTOR_DECLARATION(biases), |
| #endif /* defined(HAS_BIAS) */ |
| unsigned int weights_stride_w) |
| { |
| // Get the kernel index |
| const int kernel_index = get_global_id(2); |
| |
| Image src = CONVERT_TO_IMAGE_STRUCT(src); |
| Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst); |
| |
| float4 values0 = 0; |
| float4 values1 = 0; |
| float4 values2 = 0; |
| |
| __global uchar *weights_addr = (__global uchar *)(weights_ptr + weights_offset_first_element_in_bytes + kernel_index * weights_stride_w); |
| __global uchar *src_addr = (__global uchar *)offset(&src, 0, 0); |
| |
| // Note: Since each work-item computes 4x3 elements, we need to load 5 rows from the input tensor |
| |
| for(ushort d = 0; d < (ushort)WEIGHTS_DEPTH; ++d) |
| { |
| // Load the weights |
| float3 weights_row0 = vload3(0, (__global float *)(weights_addr + 0 * weights_stride_y)); |
| float3 weights_row1 = vload3(0, (__global float *)(weights_addr + 1 * weights_stride_y)); |
| float3 weights_row2 = vload3(0, (__global float *)(weights_addr + 2 * weights_stride_y)); |
| float4 src0; |
| float2 src1; |
| |
| // Load values from row0 of input tensor |
| src0 = vload4(0, (__global float *)(src_addr + 0 * src_stride_y)); |
| src1 = vload2(0, (__global float *)(src_addr + 0 * src_stride_y) + 4); |
| |
| CONVOLUTION1x3_BIFROST(values0, src0, src1, weights_row0); |
| |
| // Load values from row1 of input tensor |
| src0 = vload4(0, (__global float *)(src_addr + 1 * src_stride_y)); |
| src1 = vload2(0, (__global float *)(src_addr + 1 * src_stride_y) + 4); |
| |
| // Accumulate |
| CONVOLUTION1x3_BIFROST(values0, src0, src1, weights_row1); |
| CONVOLUTION1x3_BIFROST(values1, src0, src1, weights_row0); |
| |
| // Load values from row2 of input tensor |
| src0 = vload4(0, (__global float *)(src_addr + 2 * src_stride_y)); |
| src1 = vload2(0, (__global float *)(src_addr + 2 * src_stride_y) + 4); |
| |
| // Accumulate |
| CONVOLUTION1x3_BIFROST(values0, src0, src1, weights_row2); |
| CONVOLUTION1x3_BIFROST(values1, src0, src1, weights_row1); |
| CONVOLUTION1x3_BIFROST(values2, src0, src1, weights_row0); |
| |
| // Load values from row3 of input tensor |
| src0 = vload4(0, (__global float *)(src_addr + 3 * src_stride_y)); |
| src1 = vload2(0, (__global float *)(src_addr + 3 * src_stride_y) + 4); |
| |
| // Accumulate |
| CONVOLUTION1x3_BIFROST(values1, src0, src1, weights_row2); |
| CONVOLUTION1x3_BIFROST(values2, src0, src1, weights_row1); |
| |
| // Row4 |
| src0 = vload4(0, (__global float *)(src_addr + 4 * src_stride_y)); |
| src1 = vload2(0, (__global float *)(src_addr + 4 * src_stride_y) + 4); |
| |
| // Accumulate |
| CONVOLUTION1x3_BIFROST(values2, src0, src1, weights_row2); |
| |
| src_addr += src_stride_z; |
| weights_addr += weights_stride_z; |
| } |
| |
| #ifdef HAS_BIAS |
| Vector biases = CONVERT_TO_VECTOR_STRUCT_NO_STEP(biases); |
| |
| float bias = (float) * ((__global float *)(vector_offset(&biases, kernel_index))); |
| |
| values0 += (float4)bias; |
| values1 += (float4)bias; |
| values2 += (float4)bias; |
| #endif /* defined(HAS_BIAS) */ |
| |
| vstore4(values0, 0, (__global float *)(dst.ptr + 0 * dst_stride_y)); |
| vstore4(values1, 0, (__global float *)(dst.ptr + 1 * dst_stride_y)); |
| vstore4(values2, 0, (__global float *)(dst.ptr + 2 * dst_stride_y)); |
| } |
| #endif // defined(WEIGHTS_DEPTH) |
| |
| )" |