Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2021 Arm Limited. |
| 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
| 24 | |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 25 | // *INDENT-OFF* |
| 26 | // clang-format off |
| 27 | |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 28 | /** Tile object |
| 29 | * A tile object is a 2D memory block and can be accessed using the following syntax: |
| 30 | * -# a[m0].v = access the the vector at row "m0" (OpenCL vector) |
| 31 | * -# a[m0].s[x] = access the scalar element at row "m0" and column "n0" (scalar access) |
| 32 | * |
| 33 | * @param[in] DATA_TYPE Data type of the tile |
| 34 | * @param[in] H Number of tile rows |
| 35 | * @param[in] W Number of tile colums |
| 36 | * @param[in] BASENAME Tile's name |
| 37 | */ |
| 38 | #define TILE(DATA_TYPE, H, W, BASENAME) TILE_STR(DATA_TYPE, H, W, BASENAME) |
| 39 | #define TILE_STR(DATA_TYPE, H, W, BASENAME) \ |
| 40 | union { \ |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 41 | DATA_TYPE s[W]; \ |
| 42 | DATA_TYPE##W v; \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 43 | } BASENAME[H] |
| 44 | |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 45 | #define TENSOR4D_IMAGE(name) \ |
| 46 | __read_only image2d_t name##_img, \ |
| 47 | __global uchar *name##_ptr, \ |
| 48 | uint name##_stride_x, \ |
| 49 | uint name##_step_x, \ |
| 50 | uint name##_stride_y, \ |
| 51 | uint name##_step_y, \ |
| 52 | uint name##_stride_z, \ |
| 53 | uint name##_step_z, \ |
| 54 | uint name##_stride_w, \ |
| 55 | uint name##_step_w, \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 56 | uint name##_offset_first_element_in_bytes |
| 57 | |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 58 | #define TENSOR4D_BUFFER(name) \ |
| 59 | __global uchar *name##_ptr, \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 60 | uint name##_stride_x, \ |
| 61 | uint name##_step_x, \ |
| 62 | uint name##_stride_y, \ |
| 63 | uint name##_step_y, \ |
| 64 | uint name##_stride_z, \ |
| 65 | uint name##_step_z, \ |
| 66 | uint name##_stride_w, \ |
| 67 | uint name##_step_w, \ |
| 68 | uint name##_offset_first_element_in_bytes |
| 69 | |
| 70 | #define TENSOR4D_STR(name, type) TENSOR4D_##type(name) |
| 71 | #define TENSOR4D(name, type) TENSOR4D_STR(name, type) |
| 72 | |
Giorgio Arena | ea8d266 | 2021-05-20 11:36:56 +0100 | [diff] [blame] | 73 | #if !defined(UNROLL_WITH_PRAGMA) |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 74 | #define UNROLL_INCR(idx, step, macro) idx += (step); (macro) |
| 75 | |
| 76 | #define LOOP_UNROLLING_1(idx, step, macro) (macro) |
| 77 | #define LOOP_UNROLLING_2(idx, step, macro) LOOP_UNROLLING_1(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 78 | #define LOOP_UNROLLING_3(idx, step, macro) LOOP_UNROLLING_2(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 79 | #define LOOP_UNROLLING_4(idx, step, macro) LOOP_UNROLLING_3(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 80 | #define LOOP_UNROLLING_5(idx, step, macro) LOOP_UNROLLING_4(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 81 | #define LOOP_UNROLLING_6(idx, step, macro) LOOP_UNROLLING_5(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 82 | #define LOOP_UNROLLING_7(idx, step, macro) LOOP_UNROLLING_6(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 83 | #define LOOP_UNROLLING_8(idx, step, macro) LOOP_UNROLLING_7(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 84 | #define LOOP_UNROLLING_9(idx, step, macro) LOOP_UNROLLING_8(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 85 | #define LOOP_UNROLLING_10(idx, step, macro) LOOP_UNROLLING_9(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 86 | #define LOOP_UNROLLING_11(idx, step, macro) LOOP_UNROLLING_10(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 87 | #define LOOP_UNROLLING_12(idx, step, macro) LOOP_UNROLLING_11(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 88 | #define LOOP_UNROLLING_13(idx, step, macro) LOOP_UNROLLING_12(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 89 | #define LOOP_UNROLLING_14(idx, step, macro) LOOP_UNROLLING_13(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 90 | #define LOOP_UNROLLING_15(idx, step, macro) LOOP_UNROLLING_14(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 91 | #define LOOP_UNROLLING_16(idx, step, macro) LOOP_UNROLLING_15(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 92 | #define LOOP_UNROLLING_17(idx, step, macro) LOOP_UNROLLING_16(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 93 | #define LOOP_UNROLLING_18(idx, step, macro) LOOP_UNROLLING_17(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 94 | #define LOOP_UNROLLING_19(idx, step, macro) LOOP_UNROLLING_18(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 95 | #define LOOP_UNROLLING_20(idx, step, macro) LOOP_UNROLLING_19(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 96 | #define LOOP_UNROLLING_21(idx, step, macro) LOOP_UNROLLING_20(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 97 | #define LOOP_UNROLLING_22(idx, step, macro) LOOP_UNROLLING_21(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 98 | #define LOOP_UNROLLING_23(idx, step, macro) LOOP_UNROLLING_22(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 99 | #define LOOP_UNROLLING_24(idx, step, macro) LOOP_UNROLLING_23(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 100 | #define LOOP_UNROLLING_25(idx, step, macro) LOOP_UNROLLING_24(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 101 | #define LOOP_UNROLLING_26(idx, step, macro) LOOP_UNROLLING_25(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 102 | #define LOOP_UNROLLING_27(idx, step, macro) LOOP_UNROLLING_26(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 103 | #define LOOP_UNROLLING_28(idx, step, macro) LOOP_UNROLLING_27(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 104 | #define LOOP_UNROLLING_29(idx, step, macro) LOOP_UNROLLING_28(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 105 | #define LOOP_UNROLLING_30(idx, step, macro) LOOP_UNROLLING_29(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 106 | #define LOOP_UNROLLING_31(idx, step, macro) LOOP_UNROLLING_30(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 107 | #define LOOP_UNROLLING_32(idx, step, macro) LOOP_UNROLLING_31(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 108 | #define LOOP_UNROLLING_33(idx, step, macro) LOOP_UNROLLING_32(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 109 | #define LOOP_UNROLLING_34(idx, step, macro) LOOP_UNROLLING_33(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 110 | #define LOOP_UNROLLING_35(idx, step, macro) LOOP_UNROLLING_34(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 111 | #define LOOP_UNROLLING_36(idx, step, macro) LOOP_UNROLLING_35(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 112 | #define LOOP_UNROLLING_37(idx, step, macro) LOOP_UNROLLING_36(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 113 | #define LOOP_UNROLLING_38(idx, step, macro) LOOP_UNROLLING_37(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 114 | #define LOOP_UNROLLING_39(idx, step, macro) LOOP_UNROLLING_38(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 115 | #define LOOP_UNROLLING_40(idx, step, macro) LOOP_UNROLLING_39(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 116 | #define LOOP_UNROLLING_41(idx, step, macro) LOOP_UNROLLING_40(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 117 | #define LOOP_UNROLLING_42(idx, step, macro) LOOP_UNROLLING_41(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 118 | #define LOOP_UNROLLING_43(idx, step, macro) LOOP_UNROLLING_42(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 119 | #define LOOP_UNROLLING_44(idx, step, macro) LOOP_UNROLLING_43(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 120 | #define LOOP_UNROLLING_45(idx, step, macro) LOOP_UNROLLING_44(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 121 | #define LOOP_UNROLLING_46(idx, step, macro) LOOP_UNROLLING_45(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 122 | #define LOOP_UNROLLING_47(idx, step, macro) LOOP_UNROLLING_46(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 123 | #define LOOP_UNROLLING_48(idx, step, macro) LOOP_UNROLLING_47(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 124 | #define LOOP_UNROLLING_49(idx, step, macro) LOOP_UNROLLING_48(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 125 | #define LOOP_UNROLLING_50(idx, step, macro) LOOP_UNROLLING_49(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 126 | #define LOOP_UNROLLING_51(idx, step, macro) LOOP_UNROLLING_50(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 127 | #define LOOP_UNROLLING_52(idx, step, macro) LOOP_UNROLLING_51(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 128 | #define LOOP_UNROLLING_53(idx, step, macro) LOOP_UNROLLING_52(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 129 | #define LOOP_UNROLLING_54(idx, step, macro) LOOP_UNROLLING_53(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 130 | #define LOOP_UNROLLING_55(idx, step, macro) LOOP_UNROLLING_54(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 131 | #define LOOP_UNROLLING_56(idx, step, macro) LOOP_UNROLLING_55(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 132 | #define LOOP_UNROLLING_57(idx, step, macro) LOOP_UNROLLING_56(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 133 | #define LOOP_UNROLLING_58(idx, step, macro) LOOP_UNROLLING_57(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 134 | #define LOOP_UNROLLING_59(idx, step, macro) LOOP_UNROLLING_58(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 135 | #define LOOP_UNROLLING_60(idx, step, macro) LOOP_UNROLLING_59(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 136 | #define LOOP_UNROLLING_61(idx, step, macro) LOOP_UNROLLING_60(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 137 | #define LOOP_UNROLLING_62(idx, step, macro) LOOP_UNROLLING_61(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 138 | #define LOOP_UNROLLING_63(idx, step, macro) LOOP_UNROLLING_62(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 139 | #define LOOP_UNROLLING_64(idx, step, macro) LOOP_UNROLLING_63(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 140 | #define LOOP_UNROLLING_65(idx, step, macro) LOOP_UNROLLING_64(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 141 | #define LOOP_UNROLLING_66(idx, step, macro) LOOP_UNROLLING_65(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 142 | #define LOOP_UNROLLING_67(idx, step, macro) LOOP_UNROLLING_66(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 143 | #define LOOP_UNROLLING_68(idx, step, macro) LOOP_UNROLLING_67(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 144 | #define LOOP_UNROLLING_69(idx, step, macro) LOOP_UNROLLING_68(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 145 | #define LOOP_UNROLLING_70(idx, step, macro) LOOP_UNROLLING_69(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 146 | #define LOOP_UNROLLING_71(idx, step, macro) LOOP_UNROLLING_70(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 147 | #define LOOP_UNROLLING_72(idx, step, macro) LOOP_UNROLLING_71(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 148 | #define LOOP_UNROLLING_73(idx, step, macro) LOOP_UNROLLING_72(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 149 | #define LOOP_UNROLLING_74(idx, step, macro) LOOP_UNROLLING_73(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 150 | #define LOOP_UNROLLING_75(idx, step, macro) LOOP_UNROLLING_74(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 151 | #define LOOP_UNROLLING_76(idx, step, macro) LOOP_UNROLLING_75(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 152 | #define LOOP_UNROLLING_77(idx, step, macro) LOOP_UNROLLING_76(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 153 | #define LOOP_UNROLLING_78(idx, step, macro) LOOP_UNROLLING_77(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 154 | #define LOOP_UNROLLING_79(idx, step, macro) LOOP_UNROLLING_78(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 155 | #define LOOP_UNROLLING_80(idx, step, macro) LOOP_UNROLLING_79(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 156 | #define LOOP_UNROLLING_81(idx, step, macro) LOOP_UNROLLING_80(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 157 | #define LOOP_UNROLLING_82(idx, step, macro) LOOP_UNROLLING_81(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 158 | #define LOOP_UNROLLING_83(idx, step, macro) LOOP_UNROLLING_82(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 159 | #define LOOP_UNROLLING_84(idx, step, macro) LOOP_UNROLLING_83(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 160 | #define LOOP_UNROLLING_85(idx, step, macro) LOOP_UNROLLING_84(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 161 | #define LOOP_UNROLLING_86(idx, step, macro) LOOP_UNROLLING_85(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 162 | #define LOOP_UNROLLING_87(idx, step, macro) LOOP_UNROLLING_86(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 163 | #define LOOP_UNROLLING_88(idx, step, macro) LOOP_UNROLLING_87(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 164 | #define LOOP_UNROLLING_89(idx, step, macro) LOOP_UNROLLING_88(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 165 | #define LOOP_UNROLLING_90(idx, step, macro) LOOP_UNROLLING_89(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 166 | #define LOOP_UNROLLING_91(idx, step, macro) LOOP_UNROLLING_90(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 167 | #define LOOP_UNROLLING_92(idx, step, macro) LOOP_UNROLLING_91(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 168 | #define LOOP_UNROLLING_93(idx, step, macro) LOOP_UNROLLING_92(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 169 | #define LOOP_UNROLLING_94(idx, step, macro) LOOP_UNROLLING_93(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 170 | #define LOOP_UNROLLING_95(idx, step, macro) LOOP_UNROLLING_94(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 171 | #define LOOP_UNROLLING_96(idx, step, macro) LOOP_UNROLLING_95(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 172 | #define LOOP_UNROLLING_97(idx, step, macro) LOOP_UNROLLING_96(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 173 | #define LOOP_UNROLLING_98(idx, step, macro) LOOP_UNROLLING_97(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 174 | #define LOOP_UNROLLING_99(idx, step, macro) LOOP_UNROLLING_98(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 175 | #define LOOP_UNROLLING_100(idx, step, macro) LOOP_UNROLLING_99(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 176 | #define LOOP_UNROLLING_101(idx, step, macro) LOOP_UNROLLING_100(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 177 | #define LOOP_UNROLLING_102(idx, step, macro) LOOP_UNROLLING_101(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 178 | #define LOOP_UNROLLING_103(idx, step, macro) LOOP_UNROLLING_102(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 179 | #define LOOP_UNROLLING_104(idx, step, macro) LOOP_UNROLLING_103(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 180 | #define LOOP_UNROLLING_105(idx, step, macro) LOOP_UNROLLING_104(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 181 | #define LOOP_UNROLLING_106(idx, step, macro) LOOP_UNROLLING_105(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 182 | #define LOOP_UNROLLING_107(idx, step, macro) LOOP_UNROLLING_106(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 183 | #define LOOP_UNROLLING_108(idx, step, macro) LOOP_UNROLLING_107(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 184 | #define LOOP_UNROLLING_109(idx, step, macro) LOOP_UNROLLING_108(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 185 | #define LOOP_UNROLLING_110(idx, step, macro) LOOP_UNROLLING_109(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 186 | #define LOOP_UNROLLING_111(idx, step, macro) LOOP_UNROLLING_110(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 187 | #define LOOP_UNROLLING_112(idx, step, macro) LOOP_UNROLLING_111(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 188 | #define LOOP_UNROLLING_113(idx, step, macro) LOOP_UNROLLING_112(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 189 | #define LOOP_UNROLLING_114(idx, step, macro) LOOP_UNROLLING_113(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 190 | #define LOOP_UNROLLING_115(idx, step, macro) LOOP_UNROLLING_114(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 191 | #define LOOP_UNROLLING_116(idx, step, macro) LOOP_UNROLLING_115(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 192 | #define LOOP_UNROLLING_117(idx, step, macro) LOOP_UNROLLING_116(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 193 | #define LOOP_UNROLLING_118(idx, step, macro) LOOP_UNROLLING_117(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 194 | #define LOOP_UNROLLING_119(idx, step, macro) LOOP_UNROLLING_118(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 195 | #define LOOP_UNROLLING_120(idx, step, macro) LOOP_UNROLLING_119(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 196 | #define LOOP_UNROLLING_121(idx, step, macro) LOOP_UNROLLING_120(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 197 | #define LOOP_UNROLLING_122(idx, step, macro) LOOP_UNROLLING_121(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 198 | #define LOOP_UNROLLING_123(idx, step, macro) LOOP_UNROLLING_122(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 199 | #define LOOP_UNROLLING_124(idx, step, macro) LOOP_UNROLLING_123(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 200 | #define LOOP_UNROLLING_125(idx, step, macro) LOOP_UNROLLING_124(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 201 | #define LOOP_UNROLLING_126(idx, step, macro) LOOP_UNROLLING_125(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 202 | #define LOOP_UNROLLING_127(idx, step, macro) LOOP_UNROLLING_126(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 203 | #define LOOP_UNROLLING_128(idx, step, macro) LOOP_UNROLLING_127(idx, step, macro); UNROLL_INCR(idx, step, macro) |
| 204 | |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 205 | #define LOOP_UNROLLING_STR(type, idx, start, step, num, macro) \ |
| 206 | { \ |
| 207 | type idx = start; \ |
| 208 | LOOP_UNROLLING_##num(idx, step, macro); \ |
| 209 | } |
Giorgio Arena | ea8d266 | 2021-05-20 11:36:56 +0100 | [diff] [blame] | 210 | #else // !defined(UNROLL_WITH_PRAGMA) |
| 211 | #define LOOP_UNROLLING_STR(type, idx, start, step, num, macro) \ |
| 212 | { \ |
| 213 | _Pragma("unroll") \ |
| 214 | for(type idx = start; idx < (num * step); idx += step) \ |
| 215 | { \ |
| 216 | (macro); \ |
| 217 | } \ |
| 218 | } |
| 219 | #endif // !defined(UNROLL_WITH_PRAGMA) |
| 220 | #define LOOP_UNROLLING(type, idx, start, step, num, macro) LOOP_UNROLLING_STR(type, idx, start, step, num, macro) |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 221 | |
| 222 | /** Get the get_global_id with partial N0. This function is useful when the dimension is not multiple of N0 and we need to use a partial N0 |
| 223 | * to avoid out-of-bound read/write |
| 224 | * |
| 225 | * @note PARTIAL_N0 is used for get_global_id(n) = 0. |
| 226 | * |
| 227 | * @param[in] IDX get_global_id index (0,1 and 2 only) |
| 228 | * @param[in] N0 Number of elements read/written on the IDX direction |
| 229 | * @param[in] PARTIAL_N0 Number of elements read/written on the IDX direction for get_global_id(IDX) = 0. If zero, |
| 230 | * the Number of elements read/written on the IDX direction for get_global_id(IDX) = 0 is N0 |
| 231 | */ |
| 232 | #define GET_SPATIAL_IDX(IDX, N0, PARTIAL_N0) (max((int)(get_global_id(IDX) * N0 - (N0 - PARTIAL_N0) % N0), 0)) |
| 233 | |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 234 | /** Dot product integet 8bit function |
| 235 | * |
| 236 | * @note Performs: c += dot(a, b) |
| 237 | * |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 238 | * @param[in] DST_DATA_TYPE Accumulator data type |
| 239 | * @param[in] K0 Number of accumulations |
| 240 | * @param[in] a OpenCL vector a |
| 241 | * @param[in] b OpenCL vector b |
| 242 | * @param[in] c Scalar variable c |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 243 | */ |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 244 | #define DOT_PRODUCT_INTEGER8(DST_DATA_TYPE, K0, a, b, c) DOT_PRODUCT_INTEGER8_STR(DST_DATA_TYPE, K0, a, b, c) |
| 245 | #define DOT_PRODUCT_INTEGER8_STR(DST_DATA_TYPE, K0, a, b, c) DOT_PRODUCT##K0##_INTEGER8(DST_DATA_TYPE, a, b, c) |
| 246 | #define DOT_PRODUCT1_INTEGER8(DST_DATA_TYPE, a, b, c) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 247 | ({ \ |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 248 | c += (DST_DATA_TYPE)a * (DST_DATA_TYPE)b; \ |
| 249 | }) |
| 250 | #define DOT_PRODUCT2_INTEGER8(DST_DATA_TYPE, a, b, c) \ |
| 251 | ({ \ |
| 252 | c += (DST_DATA_TYPE)a.s0 * (DST_DATA_TYPE)b.s0; \ |
| 253 | c += (DST_DATA_TYPE)a.s1 * (DST_DATA_TYPE)b.s1; \ |
| 254 | }) |
| 255 | #define DOT_PRODUCT3_INTEGER8(DST_DATA_TYPE, a, b, c) \ |
| 256 | ({ \ |
| 257 | DOT_PRODUCT2_INTEGER8(DST_DATA_TYPE, a, b, c); \ |
| 258 | c += (DST_DATA_TYPE)a.s2 * (DST_DATA_TYPE)b.s2; \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 259 | }) |
| 260 | #if defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8) |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 261 | #define DOT_PRODUCT4_INTEGER8(DST_DATA_TYPE, x, y, val) val = arm_dot_acc((x), (y), (val)); |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 262 | #elif defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8) // defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) && defined(cl_arm_integer_dot_product_int8) |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 263 | #define DOT_PRODUCT4_INTEGER8(DST_DATA_TYPE, x, y, val) val += arm_dot((x), (y)); |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 264 | #else // defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8) |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 265 | #define DOT_PRODUCT4_INTEGER8(DST_DATA_TYPE, x, y, val) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 266 | ({ \ |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 267 | val += (DST_DATA_TYPE)x.s0 * (DST_DATA_TYPE)y.s0; \ |
| 268 | val += (DST_DATA_TYPE)x.s1 * (DST_DATA_TYPE)y.s1; \ |
| 269 | val += (DST_DATA_TYPE)x.s2 * (DST_DATA_TYPE)y.s2; \ |
| 270 | val += (DST_DATA_TYPE)x.s3 * (DST_DATA_TYPE)y.s3; \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 271 | }) |
| 272 | #endif // defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) && defined(cl_arm_integer_dot_product_accumulate_int8) |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 273 | #define DOT_PRODUCT8_INTEGER8(DST_DATA_TYPE, a, b, c) \ |
| 274 | ({ \ |
| 275 | DOT_PRODUCT4_INTEGER8(DST_DATA_TYPE, (a.lo), (b.lo), c); \ |
| 276 | DOT_PRODUCT4_INTEGER8(DST_DATA_TYPE, (a.hi), (b.hi), c); \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 277 | }) |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 278 | #define DOT_PRODUCT16_INTEGER8(DST_DATA_TYPE, a, b, c) \ |
| 279 | ({ \ |
| 280 | DOT_PRODUCT8_INTEGER8(DST_DATA_TYPE, (a.lo), (b.lo), c); \ |
| 281 | DOT_PRODUCT8_INTEGER8(DST_DATA_TYPE, (a.hi), (b.hi), c); \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 282 | }) |
| 283 | |
| 284 | /** Load a vector from global memory (tensor) |
| 285 | * |
| 286 | * @param[in] DATA_TYPE Data type |
| 287 | * @param[in] WIDTH Number of dst columns |
| 288 | * @param[in] TENSOR_TYPE Type of cl_type used to store the tensor in global memory (BUFFER=cl_buffer, IMAGE=cl_image). |
| 289 | * In case of cl_image, only WIDTH multiples of 4 are supported (4, 8, 16) |
| 290 | * @param[in] TENSOR Tensor basename |
| 291 | * @param[in] X Starting X position |
| 292 | * @param[in] Y Starting Y position |
| 293 | * @param[in] STRIDE_Y Stride Y (in bytes) |
| 294 | */ |
| 295 | #define V_LOAD(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y) V_LOAD_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y) |
| 296 | #define V_LOAD_STR(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, Y, STRIDE_Y) V_LOAD_##TENSOR_TYPE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y) |
| 297 | #define V_LOAD_BUFFER(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y) \ |
| 298 | VLOAD(WIDTH) \ |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 299 | (0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (Y)*STRIDE_Y)) |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 300 | #define V_LOAD_IMAGE(DATA_TYPE, WIDTH, TENSOR, X, Y, STRIDE_Y) READ_IMAGE2D(DATA_TYPE, CONVERT_VECTOR_SIZE_TO_PIXEL_UNIT(WIDTH), TENSOR##_img, (X) / 4, (Y)) |
| 301 | |
| 302 | /** Load a tile from global memory (tensor) |
| 303 | * |
Gian Marco Iodice | 0b76f7d | 2021-04-08 17:20:00 +0100 | [diff] [blame] | 304 | * @param[in] DATA_TYPE Data type |
| 305 | * @param[in] HEIGHT Number of dst rows |
| 306 | * @param[in] WIDTH Number of dst columns |
| 307 | * @param[in] TENSOR_TYPE Type of cl_type used to store the tensor in global memory (BUFFER=cl_buffer, IMAGE=cl_image). |
| 308 | * In case of cl_image, only WIDTH multiples of 4 are supported (4, 8, 16) |
| 309 | * @param[in] TENSOR Tensor basename |
| 310 | * @param[in] X Starting X position |
| 311 | * @param[in] Y Starting Y position |
| 312 | * @param[in] YI_MULTIPLIER Parameter used to multiply the internal row increment (_i). |
| 313 | * In common cases should be 1 but it becomes useful when we want to load rows which are multiple of STRIDE_Y. (e.g. loading the weights of convolution layer). |
| 314 | * In this case the address calculation is performed as: (Y + _i * Y_MULTIPLIER) * STRIDE_Y |
| 315 | * @param[in] STRIDE_Y Stride Y (in bytes) used to load each row. |
| 316 | * @param[out] dst Output tile |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 317 | */ |
Gian Marco Iodice | 0b76f7d | 2021-04-08 17:20:00 +0100 | [diff] [blame] | 318 | #define T_LOAD(DATA_TYPE, HEIGHT, WIDTH, TENSOR_TYPE, TENSOR, X, Y, YI_MULTIPLIER, STRIDE_Y, dst) \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 319 | ({ \ |
| 320 | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT, \ |
| 321 | { \ |
Gian Marco Iodice | 0b76f7d | 2021-04-08 17:20:00 +0100 | [diff] [blame] | 322 | dst[_i].v = V_LOAD(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, ((Y) + _i * (int)(YI_MULTIPLIER)), STRIDE_Y); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 323 | }) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 324 | }) |
| 325 | |
| 326 | /** Load a tile from global memory (tensor) using an indirect Y index tile |
| 327 | * |
| 328 | * @param[in] DATA_TYPE Data type |
| 329 | * @param[in] HEIGHT Number of dst rows |
| 330 | * @param[in] WIDTH Number of dst columns |
| 331 | * @param[in] TENSOR_TYPE Type of cl_type used to store the tensor in global memory (BUFFER=cl_buffer, IMAGE=cl_image). Currently BUFFER only is supported |
| 332 | * In case of cl_image, only WIDTH multiples of 4 are supported (4, 8, 16) |
| 333 | * @param[in] TENSOR Tensor basename |
| 334 | * @param[in] X Starting X position |
| 335 | * @param[in] STRIDE_Y Stride Y (in bytes) |
| 336 | * @param[in] indirect_y Indirect Y index tile |
| 337 | * @param[out] dst Output tile |
| 338 | */ |
| 339 | #define T_LOAD_INDIRECT(DATA_TYPE, HEIGHT, WIDTH, TENSOR_TYPE, TENSOR, X, STRIDE_Y, indirect_y, dst) \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 340 | ({ \ |
| 341 | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT, \ |
| 342 | { \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 343 | dst[_i].v = V_LOAD(DATA_TYPE, WIDTH, TENSOR_TYPE, TENSOR, X, (indirect_y[_i].v), STRIDE_Y); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 344 | }) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 345 | }) |
| 346 | |
Gian Marco Iodice | 534b889 | 2021-04-01 16:17:16 +0100 | [diff] [blame] | 347 | /** Load a tile from global memory (tensor) when the tensor is stored using a NHWC layout |
| 348 | * |
| 349 | * @param[in] DATA_TYPE Data type |
| 350 | * @param[in] TILE_HEIGHT Number of elements to load from Y (height) dimension |
| 351 | * @param[in] TILE_WIDTH Number of elements to load from X (width) dimension |
| 352 | * @param[in] TILE_CHANNELS Number of elements to load from C (channel) dimension |
| 353 | * @param[in] TENSOR_TYPE Type of cl_type used to store the tensor in global memory (BUFFER=cl_buffer, IMAGE=cl_image). Currently BUFFER only is supported |
| 354 | * In case of cl_image, only TILE_CHANNELS multiples of 4 are supported (4, 8, 16) |
| 355 | * @param[in] TENSOR Tensor basename |
| 356 | * @param[in] B Starting batch index |
| 357 | * @param[in] Y Starting Y index |
| 358 | * @param[in] X Starting X index |
| 359 | * @param[in] C Starting C index |
| 360 | * @param[in] TENSOR_HEIGHT Number of elements to load from Y (height) dimension |
| 361 | * @param[in] TENSOR_WIDTH Number of elements to load from X (width) dimension |
| 362 | * @param[in] STRIDE_Y Stride Y (in bytes) |
| 363 | * @param[out] dst Output tile |
| 364 | */ |
Gian Marco Iodice | 0b76f7d | 2021-04-08 17:20:00 +0100 | [diff] [blame] | 365 | #define T_LOAD_NHWC(DATA_TYPE, TILE_HEIGHT, TILE_WIDTH, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, STRIDE_Y, dst) \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 366 | ({ \ |
| 367 | LOOP_UNROLLING(int, _yk, 0, 1, TILE_HEIGHT, \ |
| 368 | { \ |
| 369 | LOOP_UNROLLING(int, _xk, 0, 1, TILE_WIDTH, \ |
| 370 | { \ |
| 371 | int _src_y = (X) + _xk + ((Y) + _yk) * (TENSOR_WIDTH); \ |
| 372 | _src_y += (B) * (int)(TENSOR_WIDTH) * (int)(TENSOR_HEIGHT); \ |
Gian Marco Iodice | 534b889 | 2021-04-01 16:17:16 +0100 | [diff] [blame] | 373 | int _src_valid_y = (((X) + _xk) >= 0 && ((X) + _xk) < (int)(TENSOR_WIDTH) && ((Y) + _yk) >= 0 && ((Y) + _yk) < (int)(TENSOR_HEIGHT)); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 374 | if(_src_valid_y != 0) \ |
| 375 | { \ |
| 376 | dst[_xk + _yk * (TILE_WIDTH)].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, _src_y, STRIDE_Y); \ |
Gian Marco Iodice | 0b76f7d | 2021-04-08 17:20:00 +0100 | [diff] [blame] | 377 | } \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 378 | }) \ |
| 379 | }) \ |
Gian Marco Iodice | 0b76f7d | 2021-04-08 17:20:00 +0100 | [diff] [blame] | 380 | }) |
| 381 | |
| 382 | /** Load a tile from global memory (tensor) when the tensor is stored using a NHWC layout using indirect X and Y coordinates |
| 383 | * |
| 384 | * @param[in] DATA_TYPE Data type |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 385 | * @param[in] TILE_AREA Number of elements to load from Y (height) dimension * Number of elements to load from X (width) dimension |
Gian Marco Iodice | 0b76f7d | 2021-04-08 17:20:00 +0100 | [diff] [blame] | 386 | * @param[in] TILE_CHANNELS Number of elements to load from C (channel) dimension |
| 387 | * @param[in] TENSOR_TYPE Type of cl_type used to store the tensor in global memory (BUFFER=cl_buffer, IMAGE=cl_image). Currently BUFFER only is supported |
| 388 | * In case of cl_image, only TILE_CHANNELS multiples of 4 are supported (4, 8, 16) |
| 389 | * @param[in] TENSOR Tensor basename |
| 390 | * @param[in] B Starting batch index |
| 391 | * @param[in] Y Starting Y index |
| 392 | * @param[in] X Starting X index |
| 393 | * @param[in] C Starting C index |
| 394 | * @param[in] TENSOR_HEIGHT Number of elements to load from Y (height) dimension |
| 395 | * @param[in] TENSOR_WIDTH Number of elements to load from X (width) dimension |
| 396 | * @param[in] STRIDE_Y Stride Y (in bytes) |
| 397 | * @param[out] xi A tile with (TILE_WIDTH x TILE_HEIGHT) values with the indirect X coordinate |
| 398 | * @param[out] yi A tile with (TILE_WIDTH x TILE_HEIGHT) values with the indirect Y coordinate |
| 399 | * @param[out] dst Output tile |
| 400 | */ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 401 | #define T_LOAD_NHWC_INDIRECT(DATA_TYPE, TILE_AREA, TILE_CHANNELS, TENSOR_TYPE, TENSOR, B, Y, X, C, TENSOR_WIDTH, TENSOR_HEIGHT, STRIDE_Y, xi, yi, dst) \ |
| 402 | ({ \ |
| 403 | LOOP_UNROLLING(int, _i, 0, 1, TILE_AREA, \ |
| 404 | { \ |
| 405 | int _src_y = (X) + xi[_i].v + ((Y) + yi[_i].v) * (TENSOR_WIDTH); \ |
| 406 | _src_y += (B) * (int)(TENSOR_WIDTH) * (int)(TENSOR_HEIGHT); \ |
Gian Marco Iodice | 0b76f7d | 2021-04-08 17:20:00 +0100 | [diff] [blame] | 407 | int _src_valid_y = (((X) + xi[_i].v) >= 0 && ((X) + xi[_i].v) < (int)(TENSOR_WIDTH) && ((Y) + yi[_i].v) >= 0 && ((Y) + yi[_i].v) < (int)(TENSOR_HEIGHT)); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 408 | if(_src_valid_y != 0) \ |
| 409 | { \ |
| 410 | dst[_i].v = V_LOAD(DATA_TYPE, TILE_CHANNELS, TENSOR_TYPE, TENSOR, C, _src_y, STRIDE_Y); \ |
Gian Marco Iodice | 0b76f7d | 2021-04-08 17:20:00 +0100 | [diff] [blame] | 411 | } \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 412 | }) \ |
Gian Marco Iodice | 534b889 | 2021-04-01 16:17:16 +0100 | [diff] [blame] | 413 | }) |
| 414 | |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 415 | /** Store a tile to global memory (tensor) using an indirect Y index tile and conditionally use a different length for the store |
| 416 | * |
| 417 | * @note If WIDTH1_CONDITION is true, the store will use the WIDTH1 length for the store |
| 418 | * @note The vectors are stored in reverse order so the invalid rows are overwritten by the valid ones |
| 419 | * |
| 420 | * @param[in] DATA_TYPE Data type |
| 421 | * @param[in] HEIGHT Number of src rows |
| 422 | * @param[in] WIDTH0 Store width to use if WIDTH1_CONDITION = false |
| 423 | * @param[in] WIDTH1 Store width to use if WIDTH1_CONDITION = true |
| 424 | * @param[in] TENSOR_TYPE Type of cl_type used to store the tensor in global memory (BUFFER=cl_buffer, IMAGE=cl_image). Currently BUFFER only is supported |
| 425 | * cl_image is not supported. |
| 426 | * @param[in] TENSOR Tensor basename |
| 427 | * @param[in] X Starting X position |
| 428 | * @param[in] STRIDE_Y Stride Y (in bytes) |
| 429 | * @param[in] WIDTH1_CONDITION Condition to select the WIDTH1 store |
| 430 | * @param[in] src Input tile |
| 431 | * @param[in] indirect_y Indirect Y index tile |
| 432 | */ |
Gian Marco Iodice | a8903c8 | 2021-03-24 14:48:22 +0000 | [diff] [blame] | 433 | #define T_STORE_INDIRECT_WIDTH_SELECT(DATA_TYPE, HEIGHT, WIDTH0, WIDTH1, TENSOR_TYPE, TENSOR, X, STRIDE_Y, WIDTH1_CONDITION, src, indirect_y) \ |
| 434 | ({ \ |
| 435 | if(WIDTH1_CONDITION) \ |
| 436 | { \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 437 | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT, \ |
Gian Marco Iodice | a8903c8 | 2021-03-24 14:48:22 +0000 | [diff] [blame] | 438 | { \ |
| 439 | VSTORE_PARTIAL(WIDTH0, WIDTH1) \ |
| 440 | (src[HEIGHT - 1 - _i].v, 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (indirect_y[HEIGHT - 1 - _i].v) * STRIDE_Y)); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 441 | }) \ |
Gian Marco Iodice | a8903c8 | 2021-03-24 14:48:22 +0000 | [diff] [blame] | 442 | } \ |
| 443 | else \ |
| 444 | { \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 445 | LOOP_UNROLLING(int, _i, 0, 1, HEIGHT, \ |
Gian Marco Iodice | a8903c8 | 2021-03-24 14:48:22 +0000 | [diff] [blame] | 446 | { \ |
| 447 | VSTORE(WIDTH0) \ |
| 448 | (src[HEIGHT - 1 - _i].v, 0, (__global DATA_TYPE *)(TENSOR##_ptr + TENSOR##_offset_first_element_in_bytes + (X) * sizeof(DATA_TYPE) + (indirect_y[HEIGHT - 1 - _i].v) * STRIDE_Y)); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 449 | }) \ |
Gian Marco Iodice | a8903c8 | 2021-03-24 14:48:22 +0000 | [diff] [blame] | 450 | } \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 451 | }) |
| 452 | |
| 453 | /** Offset correction for the QASYMM8 computation |
| 454 | * |
| 455 | * @param[in] ACC_DATA_TYPE Accumulator data type |
| 456 | * @param[in] M0 Number of src/dst rows |
| 457 | * @param[in] N0 Number of src/dst columns |
| 458 | * @param[in] K0 Number of src columns |
| 459 | * @param[in] SRC_OFFSET Source quantization offset |
| 460 | * @param[in] WEI_OFFSET Weights quantization shift |
| 461 | * @param[in] lhs LHS tile |
| 462 | * @param[in] rhs RHS tile |
| 463 | * @param[out] dst DST tile |
| 464 | */ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 465 | #define T_OFFSET_CORRECTION(ACC_DATA_TYPE, M0, N0, K0, SRC_OFFSET, WEI_OFFSET, lhs, rhs, dst) \ |
| 466 | ({ \ |
| 467 | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ |
| 468 | { \ |
| 469 | ACC_DATA_TYPE _tm = 0; \ |
| 470 | LOOP_UNROLLING(int, _k0, 0, 1, K0, \ |
| 471 | { \ |
| 472 | _tm += ((ACC_DATA_TYPE)lhs[_m0].s[_k0] * (ACC_DATA_TYPE)WEI_OFFSET); \ |
| 473 | }) \ |
| 474 | LOOP_UNROLLING(int, _n0, 0, 1, N0, \ |
| 475 | { \ |
| 476 | dst[_m0].s[_n0] += _tm; \ |
| 477 | LOOP_UNROLLING(int, _k0, 0, 1, K0, \ |
| 478 | { \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 479 | dst[_m0].s[_n0] += ((ACC_DATA_TYPE)rhs[_n0].s[_k0] * (ACC_DATA_TYPE)SRC_OFFSET); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 480 | }) \ |
| 481 | }) \ |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 482 | }); \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 483 | }) |
| 484 | |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 485 | /** Quantized the tile (ASYMMETRIC) with fixed-point scale |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 486 | * |
| 487 | * @param[in] SRC_DATA_TYPE SRC data type |
| 488 | * @param[in] DST_DATA_TYPE DST data type |
| 489 | * @param[in] M0 Number of src/dst rows |
| 490 | * @param[in] N0 Number of src/dst columns |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 491 | * @param[in] DST_OFFSET Quantization offset |
| 492 | * @param[in] DST_SHIFT Quantization shift |
| 493 | * @param[in] DST_MULTIPLIER Quantization multiplier |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 494 | * @param[in] src Input tile |
| 495 | * @param[out] dst Output tile |
| 496 | */ |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 497 | #define T_QUANTIZE8_ASYMMETRIC(SRC_DATA_TYPE, DST_DATA_TYPE, M0, N0, DST_OFFSET, DST_SHIFT, DST_MULTIPLIER, src, dst) \ |
| 498 | ({ \ |
| 499 | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ |
| 500 | { \ |
| 501 | LOOP_UNROLLING(int, _n0, 0, 1, N0, \ |
| 502 | { \ |
| 503 | SRC_DATA_TYPE _tmp = 0; \ |
| 504 | if(DST_SHIFT < 0) \ |
| 505 | { \ |
| 506 | _tmp = ASYMM_MULT_BY_QUANT_MULTIPLIER_GREATER_THAN_ONE(src[_m0].s[_n0], DST_MULTIPLIER, DST_SHIFT, 1); \ |
| 507 | } \ |
| 508 | else \ |
| 509 | { \ |
| 510 | _tmp = ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE(src[_m0].s[_n0], DST_MULTIPLIER, DST_SHIFT, 1); \ |
| 511 | } \ |
| 512 | _tmp += DST_OFFSET; \ |
| 513 | dst[_m0].s[_n0] = CONVERT_SAT(_tmp, DST_DATA_TYPE); \ |
| 514 | }) \ |
| 515 | }) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 516 | }) |
| 517 | |
| 518 | /** Conditional rowset (memset by row) |
| 519 | * |
| 520 | * @note Set the row to VALUE_TO_SET if the corresponding mask == 0 |
| 521 | * |
| 522 | * @param[in] DATA_TYPE Data type |
| 523 | * @param[in] M0 Number of LHS rows |
| 524 | * @param[in] N0 Number of LHS columns |
| 525 | * @param[in] VALUE_TO_SET Value to set the row |
| 526 | * @param[in, out] a Input/output tile |
| 527 | * @param[out] mask Mask to check for setting the row to VALUE_TO_SET |
| 528 | */ |
| 529 | #define T_ROWSET_MASK(DATA_TYPE, M0, N0, VALUE_TO_SET, a, mask) \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 530 | ({ \ |
| 531 | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ |
| 532 | { \ |
| 533 | LOOP_UNROLLING(int, _n0, 0, 1, N0, \ |
| 534 | { \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 535 | a[_m0].s[_n0] = select((DATA_TYPE)(a[_m0].s[_n0]), (DATA_TYPE)(VALUE_TO_SET), (SELECT_DATA_TYPE(DATA_TYPE))(mask[_m0].v == (DATA_TYPE)0)); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 536 | }) \ |
| 537 | }) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 538 | }) |
| 539 | |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 540 | /** Element-wise activation |
Gian Marco Iodice | a8903c8 | 2021-03-24 14:48:22 +0000 | [diff] [blame] | 541 | * |
| 542 | * @note Performs: activation(LHS) = DST |
| 543 | * |
| 544 | * @param[in] DATA_TYPE SRC/DST data type |
| 545 | * @param[in] M0 Number of SRC/DST rows |
| 546 | * @param[in] N0 Number of SRC/DST columns |
| 547 | * @param[in] ACTIVATION_TYPE Activation type |
| 548 | * @param[in] A_VAL A value used for the activation (e.g. tanh_op, brelu,..) |
| 549 | * @param[in] B_VAL B value used for the activation (e.g. tanh_op, brelu,..) |
| 550 | * @param[out] src SRC tile |
| 551 | * @param[out] dst DST tile |
| 552 | */ |
| 553 | #define T_ACTIVATION(DATA_TYPE, M0, N0, ACTIVATION_TYPE, A_VAL, B_VAL, src, dst) \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 554 | ({ \ |
| 555 | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ |
| 556 | { \ |
Gian Marco Iodice | a8903c8 | 2021-03-24 14:48:22 +0000 | [diff] [blame] | 557 | dst[_m0].v = ACTIVATION(ACTIVATION_TYPE, DATA_TYPE, N0, src[_m0].v, A_VAL, B_VAL); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 558 | }) \ |
Gian Marco Iodice | a8903c8 | 2021-03-24 14:48:22 +0000 | [diff] [blame] | 559 | }) |
| 560 | |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 561 | /** Element-wise addition with a constant value |
| 562 | * |
| 563 | * @note Performs: LHS + constant = DST |
| 564 | * |
| 565 | * @param[in] DATA_TYPE LHS/RHS/DST data type |
| 566 | * @param[in] M0 Number of LHS rows |
| 567 | * @param[in] N0 Number of LHS columns |
| 568 | * @param[in] lhs LHS tile |
| 569 | * @param[in] rhs_constant Constant value |
| 570 | * @param[out] dst DST tile |
| 571 | */ |
| 572 | #define T_ADD_CONSTANT(DATA_TYPE, M0, N0, lhs, rhs_constant, dst) \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 573 | ({ \ |
| 574 | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ |
| 575 | { \ |
| 576 | LOOP_UNROLLING(int, _n0, 0, 1, N0, \ |
| 577 | { \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 578 | dst[_m0].s[_n0] = lhs[_m0].s[_n0] + rhs_constant; \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 579 | }) \ |
| 580 | }) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 581 | }) |
| 582 | |
| 583 | /** Element-wise addition with RHS broadcasted (RHS has the X dimension only) |
| 584 | * |
| 585 | * @note Performs: LHS + RHS[broadcasted] = DST |
| 586 | * @note Both tiles must have same data type |
| 587 | * |
| 588 | * @param[in] DATA_TYPE LHS/RHS/DST data type |
| 589 | * @param[in] M0 Number of LHS rows |
| 590 | * @param[in] N0 Number of LHS columns |
| 591 | * @param[in] lhs LHS tile |
| 592 | * @param[in] rhs RHS tile |
| 593 | * @param[out] dst DST tile |
| 594 | */ |
| 595 | #define T_ADD_BROADCAST_X(DATA_TYPE, M0, N0, lhs, rhs, dst) \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 596 | ({ \ |
| 597 | LOOP_UNROLLING(int, _m0, 0, 1, M0, \ |
| 598 | { \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 599 | dst[_m0].v = lhs[_m0].v + rhs[0].v; \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 600 | }) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 601 | }) |
| 602 | |
| 603 | /** Matrix multiplication |
| 604 | * |
| 605 | * @note Performs: LHS X RHS + DST = DST |
| 606 | * |
| 607 | * @param[in] LHS_DATA_TYPE LHS tile data type |
| 608 | * @param[in] RHS_DATA_TYPE RHS tile data type |
| 609 | * @param[in] DST_DATA_TYPE RHS tile data type |
| 610 | * @param[in] M0 Number of LHS rows |
| 611 | * @param[in] N0 Number of RHS columns |
| 612 | * @param[in] K0 Number of LHS columns |
| 613 | * @param[in] LHS_LAYOUT LHS layout (T= transposed, NT= not transposed) |
| 614 | * @param[in] RHS_LAYOUT RHS layout (T= transposed, NT= not transposed) |
| 615 | * @param[in] lhs LHS tile |
| 616 | * @param[in] rhs RHS tile |
| 617 | * @param[in, out] dst DST tile |
| 618 | */ |
| 619 | #define T_MMUL(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, LHS_LAYOUT, RHS_LAYOUT, lhs, rhs, dst) T_MMUL_##LHS_LAYOUT##_##RHS_LAYOUT(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 620 | #define T_MMUL_NT_T(LHS_DATA_TYPE, RHS_DATA_TYPE, DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_##LHS_DATA_TYPE##_##RHS_DATA_TYPE##_##DST_DATA_TYPE(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) |
| 621 | #define T_MMUL_NT_T_float_float_float(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_FLOAT(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) |
| 622 | #define T_MMUL_NT_T_half_half_half(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_FLOAT(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) |
| 623 | #define T_MMUL_NT_T_char_char_int(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_INTEGER8(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) |
| 624 | #define T_MMUL_NT_T_uchar_uchar_uint(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_INTEGER8(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) |
| 625 | #define T_MMUL_NT_T_uchar_uchar_int(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) T_MMUL_NT_T_INTEGER8(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) |
| 626 | #define T_MMUL_NT_T_FLOAT(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 627 | { \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 628 | LOOP_UNROLLING(int, _m, 0, 1, M0, \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 629 | { \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 630 | LOOP_UNROLLING(int, _n, 0, 1, N0, \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 631 | { \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 632 | LOOP_UNROLLING(int, _k, 0, 1, K0, \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 633 | { \ |
| 634 | dst[_m].s[_n] = fma((lhs[_m].s[_k]), (rhs[_n].s[_k]), dst[_m].s[_n]); \ |
Giorgio Arena | bdd16d1 | 2021-05-13 16:58:51 +0100 | [diff] [blame] | 635 | }) \ |
| 636 | }) \ |
| 637 | }) \ |
Gian Marco Iodice | 5c9eed8 | 2021-03-19 11:26:20 +0000 | [diff] [blame] | 638 | } |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 639 | #define T_MMUL_NT_T_INTEGER8(DST_DATA_TYPE, M0, N0, K0, lhs, rhs, dst) \ |
| 640 | ({ \ |
| 641 | LOOP_UNROLLING(int, _m, 0, 1, M0, \ |
| 642 | { \ |
| 643 | LOOP_UNROLLING(int, _n, 0, 1, N0, \ |
| 644 | { \ |
| 645 | DOT_PRODUCT_INTEGER8(DST_DATA_TYPE, K0, (lhs[_m].v), (rhs[_n].v), dst[_m].s[_n]); \ |
| 646 | }) \ |
| 647 | }) \ |
Gian Marco Iodice | 561c176 | 2021-04-16 15:08:59 +0100 | [diff] [blame] | 648 | }) |
Gian Marco Iodice | c63b722 | 2021-06-30 08:39:44 +0000 | [diff] [blame] | 649 | |
| 650 | // clang-format on |
| 651 | // *INDENT-ON* |